{"id":66446,"date":"2024-06-13T14:03:21","date_gmt":"2024-06-13T10:33:21","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/"},"modified":"2024-06-13T14:03:21","modified_gmt":"2024-06-13T10:33:21","slug":"tools-and-toolchoice-azure-gpt4-4f81","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/","title":{"rendered":"Tools and Tool_Choice &#8211; Azure GPT4"},"content":{"rendered":"<div data-article-id=\"1881562\" id=\"article-body\">\n<p>\u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u0627\u062f\u063a\u0627\u0645 GPT \u062f\u0631 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0645\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0647 \u062e\u0635\u0648\u0635 \u0627\u06af\u0631 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u0646\u0637\u0642\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u062a\u06cc\u062c\u0647 GPT \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0627\u06cc\u062f \u0646\u06af\u0631\u0627\u0646 \u0645\u0627\u0647\u06cc\u062a \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u06cc\u0627\u0641\u062a\u0647 \u067e\u0627\u0633\u062e GPT \u0628\u0627\u0634\u06cc\u0645.<\/p>\n<p>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f<\/p>\n<ol>\n<li>\u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 &#8211; \u062a\u0627\u06a9\u06cc\u062f \u0628\u0631 \u0628\u0627\u0632\u06af\u0634\u062a \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0634\u0627\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a JSON.  \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0631 \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0646\u062a\u06cc\u062c\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0647\u0646\u0648\u0632 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/li>\n<li>\n<strong>\u0644\u0627\u0646\u06af \u0686\u06cc\u0646<\/strong>\u060c <strong>Llamaindex<\/strong> \u0648 <strong>DSPy<\/strong> \u0686\u0646\u062f\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627 \u0642\u0648\u06cc \u0647\u0633\u062a\u0646\u062f \u0627\u0645\u0627 \u0628\u0648\u0645\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f.<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0632 GPT4 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0648 \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0646\u062a\u0631\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0631\u06af\u0634\u062a\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0634\u062e\u0635 \u0648 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\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\/tools-and-toolchoice-azure-gpt4-4f81\/#%D8%A8%DB%8C%D8%A7%DB%8C%DB%8C%D8%AF_%D8%A8%D9%87_%DB%8C%DA%A9_%D9%85%D8%AB%D8%A7%D9%84_%D9%86%DA%AF%D8%A7%D9%87_%DA%A9%D9%86%DB%8C%D9%85_%E2%80%A6\" >\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645 &#8230;<\/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\/tools-and-toolchoice-azure-gpt4-4f81\/#%D8%A8%DB%8C%D8%A7%DB%8C%DB%8C%D8%AF_%D8%A8%D9%87_%DA%86%D9%86%D8%AF_%DA%A9%D8%AF_%D9%86%DA%AF%D8%A7%D9%87_%DA%A9%D9%86%DB%8C%D9%85\" >\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0686\u0646\u062f \u06a9\u062f \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/#%D9%86%D8%B5%D8%A8_%D9%88_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C\" >\u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/#%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%D8%B8%D8%B1_%D9%85%D8%A7\" >\u062a\u0639\u0631\u06cc\u0641 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0645\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/#%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%AA%D8%A7%D8%A8%D8%B9%DB%8C_%DA%A9%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%81%D8%B1%D8%A7%D8%AE%D9%88%D8%A7%D9%86%DB%8C_%D9%85%D8%AF%D9%84_Azure_GPT_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%D8%B4%D9%88%D8%AF\" >\u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 Azure GPT \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/#%D8%A8%DB%8C%D8%A7%DB%8C%DB%8C%D8%AF_%D8%B3%D8%B9%DB%8C_%DA%A9%D9%86%DB%8C%D9%85_%DA%86%D9%86%D8%AF_%D8%B3%D9%88%D8%A7%D9%84_%D8%A8%D9%BE%D8%B1%D8%B3%DB%8C%D9%85\" >\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0686\u0646\u062f \u0633\u0648\u0627\u0644 \u0628\u067e\u0631\u0633\u06cc\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/tools-and-toolchoice-azure-gpt4-4f81\/#%D8%AE%D8%B1%D9%88%D8%AC%DB%8C\" >\u062e\u0631\u0648\u062c\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%DB%8C%D8%A7%DB%8C%DB%8C%D8%AF_%D8%A8%D9%87_%DB%8C%DA%A9_%D9%85%D8%AB%D8%A7%D9%84_%D9%86%DA%AF%D8%A7%D9%87_%DA%A9%D9%86%DB%8C%D9%85_%E2%80%A6\"><\/span>\n<p>  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645 &#8230;<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u0627\u0632 GPT4 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0686\u0646\u062f \u0645\u0634\u06a9\u0644 \u0631\u0627 \u062d\u0644 \u06a9\u0646\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0648\u0631\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0628\u0627\u06cc\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f<\/p>\n<ol>\n<li>\n<strong>\u0641\u0631\u0645\u0648\u0644<\/strong> &#8211; \u0641\u0631\u0645\u0648\u0644 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0634\u06a9\u0644<\/li>\n<li>\n<strong>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc<\/strong> &#8211; \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u062f\u0631 \u0641\u0631\u0645\u0648\u0644 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\n<strong>\u0646\u062a\u06cc\u062c\u0647<\/strong> &#8211; \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u067e\u0633\u062a \u067e\u0627\u0633\u062e \u0646\u0647\u0627\u06cc\u06cc<\/li>\n<li>\n<strong>\u062a\u0648\u0636\u06cc\u062d<\/strong> &#8211; \u062a\u0648\u0636\u06cc\u062d \u0633\u0627\u062f\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0634\u06a9\u0644 \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u0622\u0646 \u0631\u0627 \u062d\u0644 \u06a9\u0646\u06cc\u0645<\/li>\n<li>\n<strong>\u062f\u0634\u0648\u0627\u0631\u06cc<\/strong> &#8211; \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 1-10 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062f\u0627\u0646\u0634\u062c\u0648\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u0686\u0642\u062f\u0631 \u0633\u062e\u062a \u0627\u0633\u062a<\/li>\n<\/ol>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0642\u0631\u0627\u0631 \u0646\u06cc\u0633\u062a \u0627\u0632 \u0647\u06cc\u0686 \u0686\u0627\u0631\u0686\u0648\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0639\u06a9\u0633 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0627 \u0641\u0631\u0645\u062a \u062f\u0644\u062e\u0648\u0627\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645\u060c \u0627\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u0686\u06cc\u0632\u06cc \u0628\u0647 \u0646\u0627\u0645 \u062f\u0627\u0631\u06cc\u0645. <strong>\u0627\u0628\u0632\u0627\u0631<\/strong> \u0648 <strong>\u0627\u0628\u0632\u0627\u0631_\u0627\u0646\u062a\u062e\u0627\u0628<\/strong> \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u062e\u0631\u0648\u062c\u06cc  \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f \u062a\u0627 \u062e\u0631\u0648\u062c\u06cc GPT \u0631\u0627 \u0628\u062a\u0648\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f <strong>\u0645\u0648\u0644\u0641\u0647 \u0647\u0627\u06cc<\/strong> \u0648 \u0627\u0632 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f <strong>\u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u062f<\/strong>.<\/p>\n<p><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%DB%8C%D8%A7%DB%8C%DB%8C%D8%AF_%D8%A8%D9%87_%DA%86%D9%86%D8%AF_%DA%A9%D8%AF_%D9%86%DA%AF%D8%A7%D9%87_%DA%A9%D9%86%DB%8C%D9%85\"><\/span>\n<p>  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0686\u0646\u062f \u06a9\u062f \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8_%D9%88_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>pip install openai\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<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C_%D9%85%D9%88%D8%B1%D8%AF_%D9%86%D8%B8%D8%B1_%D9%85%D8%A7\"><\/span>\n<p>  \u062a\u0639\u0631\u06cc\u0641 \u0633\u0627\u062e\u062a\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0645\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">tools<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n        <span class=\"p\">{<\/span>\n            <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">function<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"sh\">\"<\/span><span class=\"s\">function<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                <span class=\"sh\">\"<\/span><span class=\"s\">name<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">problem_solver<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">Used to solve the problem<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"sh\">\"<\/span><span class=\"s\">parameters<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                    <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">object<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                    <span class=\"sh\">\"<\/span><span class=\"s\">properties<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                        <span class=\"sh\">\"<\/span><span class=\"s\">formula<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">string<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">formula used to solve the problem<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                        <span class=\"p\">},<\/span>\n                        <span class=\"sh\">\"<\/span><span class=\"s\">substitution<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">string<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">substitute the values present in the problem into the formula used to solve the problem<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                        <span class=\"p\">},<\/span>\n                        <span class=\"sh\">\"<\/span><span class=\"s\">result<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">string<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">the final answer for the problem in float<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                        <span class=\"p\">},<\/span>\n                        <span class=\"sh\">\"<\/span><span class=\"s\">explanation<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">string<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">explanation on how the problem is solved in simple words<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                        <span class=\"p\">},<\/span>\n                        <span class=\"sh\">\"<\/span><span class=\"s\">difficulty<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">integer<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                            <span class=\"sh\">\"<\/span><span class=\"s\">description<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">on a scale of 1-10, how difficult is the problem to solve for an enginnering student<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n                        <span class=\"p\">},<\/span>\n                    <span class=\"p\">},<\/span>\n                    <span class=\"sh\">\"<\/span><span class=\"s\">required<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">formula<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">substitution<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">result<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">explanation<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">difficulty<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span>\n                <span class=\"p\">},<\/span>\n            <span class=\"p\">},<\/span>\n        <span class=\"p\">}<\/span>\n    <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<ul>\n<li>\n<p>\u0646\u0627\u0645 \u062a\u0627\u0628\u0639 \u0627\u0633\u062a <strong>\u062d\u0644\u0627\u0644_\u0645\u0634\u06a9\u0644<\/strong><\/p>\n<\/li>\n<li>\n<p>5 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0647\u0633\u062a\u0646\u062f <strong>\u0641\u0631\u0645\u0648\u0644<\/strong>\u060c <strong>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc<\/strong>\u060c <strong>\u0646\u062a\u06cc\u062c\u0647<\/strong>\u060c <strong>\u062a\u0648\u0636\u06cc\u062d<\/strong>\u060c <strong>\u062f\u0634\u0648\u0627\u0631\u06cc<\/strong> \u06a9\u0647 \u062f\u0631 \u062f\u0627\u062e\u0644 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0646\u062f <strong>\u0645\u0648\u0644\u0641\u0647 \u0647\u0627\u06cc<\/strong> ==> <strong>\u062e\u0648\u0627\u0635<\/strong>.<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0627\u0644\u0627 <strong>\u0646\u0648\u0639<\/strong>\u060c <strong>\u0634\u0631\u062d<\/strong> \u0628\u0627\u06cc\u062f \u062a\u0639\u0631\u06cc\u0641 \u0634\u0648\u062f \u06a9\u0647 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0646\u0648\u0639 \u062f\u0627\u062f\u0647<\/strong> \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0628\u0631\u06af\u0634\u062a\u06cc \u0648 <strong>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0633\u0627\u062f\u0647<\/strong> \u0627\u0632 \u0622\u0646\u0686\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631 <strong>\u0636\u0631\u0648\u0631\u06cc<\/strong> \u06a9\u0644\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0627\u0633\u062a \u0628\u0627\u06cc\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u062c\u0628\u0627\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u0648\u0646\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645 \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a GPT \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0622\u0646 \u0631\u0627 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0622\u0646 \u0631\u0627 \u0628\u0631\u0646\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D8%AA%D8%A7%D8%A8%D8%B9%DB%8C_%DA%A9%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%81%D8%B1%D8%A7%D8%AE%D9%88%D8%A7%D9%86%DB%8C_%D9%85%D8%AF%D9%84_Azure_GPT_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%D8%B4%D9%88%D8%AF\"><\/span>\n<p>  \u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 Azure GPT \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">solve_problem<\/span><span class=\"p\">(<\/span><span class=\"n\">messages_list<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">your_api_key<\/span><span class=\"sh\">'<\/span>\n    <span class=\"n\">api_base<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">your_api_base_url<\/span><span class=\"sh\">'<\/span>\n    <span class=\"n\">api_version<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">2024-02-01<\/span><span class=\"sh\">'<\/span>\n    <span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">your_deployment_name<\/span><span class=\"sh\">'<\/span>\n    <span class=\"n\">client<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">AzureOpenAI<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">azure_endpoint<\/span> <span class=\"o\">=<\/span> <span class=\"n\">api_base<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">api_key<\/span><span class=\"o\">=<\/span><span class=\"n\">api_key<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">api_version<\/span><span class=\"o\">=<\/span><span class=\"n\">api_version<\/span>\n        <span class=\"p\">)<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">client<\/span><span class=\"p\">.<\/span><span class=\"n\">chat<\/span><span class=\"p\">.<\/span><span class=\"n\">completions<\/span><span class=\"p\">.<\/span><span class=\"nf\">create<\/span><span class=\"p\">(<\/span>\n            <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"n\">model<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.8<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">max_tokens<\/span><span class=\"o\">=<\/span><span class=\"mi\">500<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">messages<\/span><span class=\"o\">=<\/span><span class=\"n\">messages_list<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">tools<\/span><span class=\"o\">=<\/span><span class=\"n\">tools<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">tool_choice<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">type<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">function<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">function<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">name<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">problem_solver<\/span><span class=\"sh\">\"<\/span><span class=\"p\">}}<\/span> \n        <span class=\"p\">)<\/span>\n    <span class=\"n\">res<\/span><span class=\"o\">=<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">choices<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">message<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">res<\/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<ul>\n<li>\n<p>\u062f\u0631 <strong>client.chat.completions.create<\/strong> \u0645\u0627 \u062f\u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0627\u0631\u06cc\u0645 <strong>\u0627\u0628\u0632\u0627\u0631<\/strong> \u0648 <strong>\u0627\u0628\u0632\u0627\u0631_\u0627\u0646\u062a\u062e\u0627\u0628<\/strong>\u060c \u0628\u0631\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 tools \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0644\u06cc\u0633\u062a \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u06cc\u0645 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645.<\/p>\n<\/li>\n<li>\n<p>\u0631\u0627 <strong>\u0627\u0628\u0632\u0627\u0631_\u0627\u0646\u062a\u062e\u0627\u0628<\/strong> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0633\u0647 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f<\/p>\n<\/li>\n<\/ul>\n<ol>\n<li>&#8216;auto&#8217; &#8211; \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627\u0644\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u00ab\u062e\u0648\u062f\u06a9\u0627\u0631\u00bb\u060c \u0628\u0647 GPT \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u062a\u0627\u0628\u0639 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u062f\u060c \u06af\u0627\u0647\u06cc \u0627\u0648\u0642\u0627\u062a \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a GPT \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0645\u0627 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u06a9\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u00ab\u062e\u0648\u062f\u06a9\u0627\u0631\u00bb \u06a9\u0645\u06cc \u0639\u062f\u0645 \u0642\u0637\u0639\u06cc\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/li>\n<li>\u0647\u06cc\u0686 &#8211; \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u06cc\u0686 \u062a\u0627\u0628\u0639 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0639\u062f\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a.<\/li>\n<li>\u062a\u0639\u06cc\u06cc\u0646 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u062e\u0627\u0635 \u0627\u0632 \u0637\u0631\u06cc\u0642 <strong>{&#8220;type: &#8220;function&#8221;, &#8220;function&#8221;: {&#8220;name&#8221;: &#8220;my_function&#8221;}}<\/strong> \u0645\u062f\u0644 \u0631\u0627 \u0645\u062c\u0628\u0648\u0631 \u0628\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0622\u0646 \u062a\u0627\u0628\u0639 \u0645\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627 \u0627\u06cc\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <strong>{&#8220;type: &#8220;function&#8221;, &#8220;function&#8221;: {&#8220;name&#8221;: &#8220;problem_solver&#8221;}}<\/strong>.  \u0627\u06cc\u0646 <strong>\u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f<\/strong> GPT \u0628\u0631\u0627\u06cc \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 problem_solver.<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%DB%8C%D8%A7%DB%8C%DB%8C%D8%AF_%D8%B3%D8%B9%DB%8C_%DA%A9%D9%86%DB%8C%D9%85_%DA%86%D9%86%D8%AF_%D8%B3%D9%88%D8%A7%D9%84_%D8%A8%D9%BE%D8%B1%D8%B3%DB%8C%D9%85\"><\/span>\n<p>  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0686\u0646\u062f \u0633\u0648\u0627\u0644 \u0628\u067e\u0631\u0633\u06cc\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">solve_problem<\/span><span class=\"p\">([{<\/span>\n    <span class=\"sh\">\"<\/span><span class=\"s\">role<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span><span class=\"sh\">\"<\/span><span class=\"s\">user<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"sh\">\"<\/span><span class=\"s\">content<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">An airplane accelerates down a runway at 3.20 m\/s2 for 32.8 s until is finally lifts off the ground. Determine the distance traveled before takeoff<\/span><span class=\"sh\">\"<\/span>\n<span class=\"p\">}])<\/span>\n<span class=\"n\">tool_calls<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"p\">.<\/span><span class=\"n\">tool_calls<\/span>\n<span class=\"n\">parameters<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">eval<\/span><span class=\"p\">(<\/span><span class=\"n\">tool_calls<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">function<\/span><span class=\"p\">.<\/span><span class=\"n\">arguments<\/span><span class=\"p\">)<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">parameters<\/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<h3><span class=\"ez-toc-section\" id=\"%D8%AE%D8%B1%D9%88%D8%AC%DB%8C\"><\/span>\n<p>  \u062e\u0631\u0648\u062c\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>{'formula': 'd = v_i * t + (1\/2) * a * t^2',\n 'substitution': 'd = 0 * 32.8 + (1\/2) * 3.20 * (32.8)^2',\n 'result': '1721.472 m',\n 'explanation': 'Since the airplane starts from rest, its initial velocity (v_i) is 0. The acceleration (a) is 3.20 m\/s2 and the time \n 'difficulty': 3}\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>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0647\u0631 \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u0646\u062f\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 GPT \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u0645 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0633\u062a\u0648\u0631 \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 &#8220;auto&#8221; \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 tool_choice \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u062a\u0627\u0628\u0639 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u062e\u0627\u0635 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0622\u0646 \u062f\u0631 tool_choice \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06cc\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f :))<br \/>\u0644\u06cc\u0646\u06a9 \u0634\u062f\u0647 \u062f\u0631: https:\/\/www.linkedin.com\/in\/praveenr2998\/ <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u0627\u062f\u063a\u0627\u0645 GPT \u062f\u0631 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0645\u0627 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0647 \u062e\u0635\u0648\u0635 \u0627\u06af\u0631 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u0646\u0637\u0642\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u062a\u06cc\u062c\u0647 GPT \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0627\u06cc\u062f \u0646\u06af\u0631\u0627\u0646 \u0645\u0627\u0647\u06cc\u062a \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u06cc\u0627\u0641\u062a\u0647 \u067e\u0627\u0633\u062e GPT \u0628\u0627\u0634\u06cc\u0645. \u0631\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639 &#8211; \u062a\u0627\u06a9\u06cc\u062f \u0628\u0631 \u0628\u0627\u0632\u06af\u0634\u062a \u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0634\u0627\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a &hellip;<\/p>\n","protected":false},"author":2,"featured_media":66447,"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-66446","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\/66446","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=66446"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/66446\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/66447"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=66446"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=66446"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=66446"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}