{"id":65307,"date":"2024-06-05T22:35:08","date_gmt":"2024-06-05T19:05:08","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/a-quick-guide-to-rag-using-algoboost-for-embedding-vector-inference-2gch\/"},"modified":"2024-06-05T22:35:08","modified_gmt":"2024-06-05T19:05:08","slug":"a-quick-guide-to-rag-using-algoboost-for-embedding-vector-inference-2gch","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/a-quick-guide-to-rag-using-algoboost-for-embedding-vector-inference-2gch\/","title":{"rendered":"\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0633\u0631\u06cc\u0639 RAG \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Algoboost \u0628\u0631\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0631\u062f\u0627\u0631\u06cc"},"content":{"rendered":"<div data-article-id=\"1878348\" id=\"article-body\">\n<p>\u062f\u0631 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0647\u0645\u06cc\u0634\u0647 \u06cc\u06a9 \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.  \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u06a9\u0647 \u062c\u0630\u0627\u0628\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a\u060c Retrieval Augmented Generation (RAG) \u0627\u0633\u062a.  RAG \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u0644\u06cc\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u060c \u063a\u0646\u06cc\u200c\u062a\u0631 \u0648 \u0622\u0645\u0648\u0632\u0646\u062f\u0647\u200c\u062a\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 RAG \u0622\u0634\u0646\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 Algoboost\u060c \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0631\u062f\u0627\u0631\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 API\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u0627\u06cc\u0641\u0627 \u0645\u06cc \u06a9\u0646\u062f.<\/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=\"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\/a-quick-guide-to-rag-using-algoboost-for-embedding-vector-inference-2gch\/#%D8%AF%D8%B1%DA%A9_%D9%86%D8%B3%D9%84_%D8%A7%D9%81%D8%B2%D9%88%D8%AF%D9%87_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C\" >\u062f\u0631\u06a9 \u0646\u0633\u0644 \u0627\u0641\u0632\u0648\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/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\/a-quick-guide-to-rag-using-algoboost-for-embedding-vector-inference-2gch\/#%D9%BE%DB%8C%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_RAG_%D8%A8%D8%A7_Algoboost_%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\" >\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc RAG \u0628\u0627 Algoboost: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/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\/a-quick-guide-to-rag-using-algoboost-for-embedding-vector-inference-2gch\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%DA%A9_%D9%86%D8%B3%D9%84_%D8%A7%D9%81%D8%B2%D9%88%D8%AF%D9%87_%D8%A8%D8%A7%D8%B2%DB%8C%D8%A7%D8%A8%DB%8C\"><\/span>\n<p>  <strong>\u062f\u0631\u06a9 \u0646\u0633\u0644 \u0627\u0641\u0632\u0648\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0641\u0631\u0622\u06cc\u0646\u062f RAG \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0634\u0627\u0645\u0644 \u062f\u0648 \u062c\u0632\u0621 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<p><strong>\u0631\u062a\u0631\u06cc\u0648\u0631:<\/strong> \u0627\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0632 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0628\u062f.  \u0627\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0633\u0646\u0627\u062f \u06cc\u0627 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0698\u0646\u0631\u0627\u062a\u0648\u0631:<\/strong> \u067e\u0633 \u0627\u0632 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u0628\u0648\u0637\u0647\u060c \u0645\u0648\u0644\u062f \u0627\u0632 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0632\u0645\u06cc\u0646\u0647 \u0627\u0636\u0627\u0641\u06cc \u0628\u0647 \u0645\u0648\u0644\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc\u06cc \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f \u0628\u0644\u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0648\u0627\u0642\u0639\u06cc \u0646\u06cc\u0632 \u062f\u0642\u06cc\u0642 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u0646\u0642\u0634 Algoboost \u062f\u0631 RAG<\/strong><\/p>\n<p>Algoboost \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0633\u0647\u06cc\u0644 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0631\u062f\u0627\u0631\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 API \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 RAG \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<p><strong>\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0631\u062f\u0627\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647<\/strong><\/p>\n<p>\u062a\u0639\u0628\u06cc\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0631\u062f\u0627\u0631\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062b\u0627\u0628\u062a \u0627\u0633\u062a \u06a9\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f.  Algoboost \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u0642\u0648\u06cc \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062e\u0648\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u06a9\u0646\u0646\u062f\u060c \u0628\u0631\u062a\u0631\u06cc \u062f\u0627\u0631\u062f.  \u0627\u06cc\u0646 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0631 RAG \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u0648\u06a9\u062a\u0648\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647<\/strong><\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0628\u0627\u06cc\u062f \u0628\u0647 \u06af\u0648\u0646\u0647 \u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u0648\u0646\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f.  Algoboost \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0647\u0645 \u0633\u0631\u06cc\u0639 \u0648 \u0647\u0645 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0627\u0633\u062a.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API Algoboost\u060c \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0633\u0631\u0639\u062a \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0648\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc RAG \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_RAG_%D8%A8%D8%A7_Algoboost_%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7%DB%8C_%DA%AF%D8%A7%D9%85_%D8%A8%D9%87_%DA%AF%D8%A7%D9%85\"><\/span>\n<p>  <strong>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc RAG \u0628\u0627 Algoboost: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u0646\u062d\u0648\u0647 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0628\u0627 \u0648\u0628\u0644\u0627\u06af algoboost \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0645\u0627\u06cc \u06a9\u0644\u06cc \u0633\u0627\u062f\u0647 \u0627\u0632 \u0646\u062d\u0648\u0647 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0646\u0633\u0644 \u0627\u0641\u0632\u0648\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Algoboost \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<strong>\u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627:<\/strong> \u0627\u0632 API Algoboost \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u062e\u0648\u062f \u0628\u0647 \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0627\u0631\u0633\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0634\u0645\u0627 \u0628\u0647 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 Algoboost \u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight json\"><code><span class=\"p\">[<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Artificial intelligence is transforming the way we interact with technology.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Blockchain technology offers a secure and transparent method for conducting transactions.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Regular exercise and a balanced diet are essential for maintaining good health.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Mental health awareness is crucial for creating a supportive community.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Online learning platforms provide access to quality education for students worldwide.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"STEM education encourages critical thinking and problem-solving skills.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Exploring new cultures and destinations can broaden one's perspective.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Sustainable travel practices help protect the environment and local communities.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Investing in stocks requires a thorough understanding of the market.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Cryptocurrencies have gained popularity as alternative investment options.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Climate change is a pressing issue that requires global cooperation.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Renewable energy sources, such as solar and wind power, are vital for a sustainable future.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Electric vehicles are becoming more prevalent as technology advances.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Machine learning algorithms are used to analyze large datasets efficiently.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Telemedicine provides healthcare access to remote and underserved areas.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Social media platforms influence public opinion and behavior.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Data privacy is a significant concern in the digital age.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Autonomous vehicles have the potential to reduce traffic accidents.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"The gig economy offers flexibility but lacks job security.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Augmented reality enhances user experiences in various applications.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"3D printing technology allows for rapid prototyping and manufacturing.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Artificial neural networks mimic the human brain's functionality.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Genetic engineering can potentially eradicate hereditary diseases.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Quantum computing promises to solve complex problems faster than classical computers.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Cybersecurity measures are essential to protect sensitive information.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Wearable technology can monitor and improve personal health.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Cloud computing offers scalable and cost-effective IT solutions.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"The Internet of Things (IoT) connects everyday devices for smarter living.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Big data analytics helps businesses make informed decisions.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Virtual reality creates immersive experiences for users.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"E-commerce has revolutionized the way we shop.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Renewable resources are crucial for a sustainable environment.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Digital currencies could reshape global financial systems.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Bioinformatics integrates biology and data science to understand genetic information.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Smart cities leverage technology to improve urban living.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Robotics is advancing automation in various industries.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Personalized medicine tailors treatments to individual patients.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"5G technology enhances communication speed and reliability.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Digital art is gaining recognition in the mainstream art world.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Artificial intelligence can detect patterns in data that humans might miss.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"E-learning can be tailored to different learning styles.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Remote work has become more common due to technological advancements.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Space exploration expands our understanding of the universe.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Renewable energy initiatives are critical for reducing carbon emissions.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Biotechnology can lead to new medical breakthroughs.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"AI-driven chatbots improve customer service efficiency.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Smart home devices can enhance convenience and security.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Blockchain can improve supply chain transparency.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Predictive analytics uses historical data to forecast future trends.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Digital marketing strategies are essential for modern businesses.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Edtech tools support interactive and engaging learning experiences.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"The sharing economy promotes resource efficiency.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Nanotechnology enables advancements in medicine and materials.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Artificial intelligence assists in automating repetitive tasks.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Renewable energy technologies are becoming more affordable.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Social media can amplify the reach of important social movements.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Advanced robotics can perform tasks with high precision.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Digital twins replicate physical assets for better management.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Facial recognition technology has applications in security and convenience.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"The advancement of AI ethics is crucial for responsible development.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Biohacking explores the potential to enhance human capabilities.\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n    <\/span><span class=\"s2\">\"Digital transformation is essential for staying competitive in today's market.\"<\/span><span class=\"w\">\n<\/span><span class=\"p\">]<\/span><span class=\"w\">\n<\/span><\/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 python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">json<\/span>\n<span class=\"c1\"># Replace 'YOUR_ALGOBOOST_API_KEY' with your actual AlgoBoost API key\n<\/span><span class=\"n\">ALGOBOOST_API_KEY<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">replace_with_api_key<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">clip-vit-b-32-multilingual-v1<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">endpoint<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">get_text_embeddings<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">collection_name<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">ragtest<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">partition<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">test_partition<\/span><span class=\"sh\">\"<\/span>\n<span class=\"n\">data_path<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">data.json<\/span><span class=\"sh\">\"<\/span>\n\n<span class=\"c1\"># Load the JSON file\n<\/span><span class=\"k\">with<\/span> <span class=\"nf\">open<\/span><span class=\"p\">(<\/span><span class=\"n\">data_path<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">r<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">sentences<\/span> <span class=\"o\">=<\/span> <span class=\"n\">json<\/span><span class=\"p\">.<\/span><span class=\"nf\">load<\/span><span class=\"p\">(<\/span><span class=\"n\">f<\/span><span class=\"p\">)<\/span>\n\n\n<span class=\"k\">def<\/span> <span class=\"nf\">batch_text_inference<\/span><span class=\"p\">(<\/span><span class=\"n\">model<\/span><span class=\"p\">,<\/span> <span class=\"n\">endpoint<\/span><span class=\"p\">,<\/span> <span class=\"n\">collection_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">partition<\/span><span class=\"p\">,<\/span> <span class=\"n\">sentences<\/span><span class=\"p\">):<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\n    Perform batch text inference using AlgoBoost API.\n\n    Args:\n        model (str): The name of the model.\n        endpoint (str): The API endpoint for inference.\n        collection_name (str): The name of the collection.\n        partition (str): The partition for collection.\n        sentences (list): List of text sentences to infer.\n\n    Returns:\n        dict: Dictionary containing the inference results.\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"c1\"># Check if required parameters are provided\n<\/span>    <span class=\"k\">if<\/span> <span class=\"ow\">not<\/span> <span class=\"nf\">all<\/span><span class=\"p\">([<\/span><span class=\"n\">model<\/span><span class=\"p\">,<\/span> <span class=\"n\">endpoint<\/span><span class=\"p\">,<\/span> <span class=\"n\">collection_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">partition<\/span><span class=\"p\">,<\/span> <span class=\"n\">sentences<\/span><span class=\"p\">]):<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Error: Missing required parameters.<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n\n    <span class=\"c1\"># Prepare the form data for the request\n<\/span>    <span class=\"n\">form_data<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">collection_name<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">collection_name<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">partition<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">partition<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">sentences<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">sentences<\/span>\n    <span class=\"p\">}<\/span>\n\n    <span class=\"c1\"># Set the request headers with the API key\n<\/span>    <span class=\"n\">headers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Authorization<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Bearer <\/span><span class=\"si\">{<\/span><span class=\"n\">ALGOBOOST_API_KEY<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">}<\/span>\n    <span class=\"n\">url<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/app.algoboost.ai\/api\/model\/batch\/inference\/<\/span><span class=\"si\">{<\/span><span class=\"n\">model<\/span><span class=\"si\">}<\/span><span class=\"s\">\/<\/span><span class=\"si\">{<\/span><span class=\"n\">endpoint<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span>\n\n    <span class=\"k\">try<\/span><span class=\"p\">:<\/span>\n        <span class=\"c1\"># Make a POST request to the API with form data and files\n<\/span>        <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"nf\">post<\/span><span class=\"p\">(<\/span>\n            <span class=\"n\">url<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">headers<\/span><span class=\"o\">=<\/span><span class=\"n\">headers<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">form_data<\/span><span class=\"p\">,<\/span>\n        <span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Check the HTTP status code\n<\/span>        <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=\"c1\"># Parse the JSON response\n<\/span>            <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n            <span class=\"k\">return<\/span> <span class=\"n\">results<\/span>\n        <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span>\n                <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">API request failed with status code: <\/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=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n\n    <span class=\"k\">except<\/span> <span class=\"nb\">Exception<\/span> <span class=\"k\">as<\/span> <span class=\"n\">e<\/span><span class=\"p\">:<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">An error occurred: <\/span><span class=\"si\">{<\/span><span class=\"nf\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">e<\/span><span class=\"p\">)<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n\n\n<span class=\"c1\"># Call the function\n<\/span><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">batch_text_inference<\/span><span class=\"p\">(<\/span><span class=\"n\">model<\/span><span class=\"p\">,<\/span> <span class=\"n\">endpoint<\/span><span class=\"p\">,<\/span> <span class=\"n\">collection_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">partition<\/span><span class=\"p\">,<\/span> <span class=\"n\">sentences<\/span><span class=\"p\">)<\/span>\n\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/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<ul>\n<li>\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0628\u0648\u0637\u0647<\/li>\n<\/ul>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u0646\u0627\u062f \u0645\u0631\u0628\u0648\u0637\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u062a\u0628\u062f\u06cc\u0644 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0647 \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u062c\u0627\u0633\u0627\u0632\u06cc \u0648 \u0633\u067e\u0633 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>\n<span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">transformers<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">GPT2LMHeadModel<\/span><span class=\"p\">,<\/span> <span class=\"n\">GPT2Tokenizer<\/span>\n\n<span class=\"c1\"># Replace 'YOUR_ALGOBOOST_API_KEY' with your actual AlgoBoost API key\n<\/span><span class=\"n\">ALGOBOOST_API_KEY<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">replace_with_api_key<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">clip-vit-b-32-multilingual-v1<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">endpoint<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">get_text_embeddings<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">collection_name<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">ragtest<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">partition<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">test_partition<\/span><span class=\"sh\">'<\/span>\n<span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">What are the benefits of machine learning in data analysis?<\/span><span class=\"sh\">'<\/span>\n\n<span class=\"c1\"># Define a function for API model inference with local image files\n<\/span><span class=\"k\">def<\/span> <span class=\"nf\">similarity<\/span><span class=\"p\">():<\/span>\n    <span class=\"c1\"># Prepare the form data for the request\n<\/span>    <span class=\"n\">form_data<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">collection_name<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">collection_name<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">partition<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">partition<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">text<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">query<\/span><span class=\"p\">,<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">limit<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"mi\">4<\/span>\n    <span class=\"p\">}<\/span>\n\n    <span class=\"c1\"># Set the request headers with the API key\n<\/span>    <span class=\"n\">headers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">Authorization<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Bearer <\/span><span class=\"si\">{<\/span><span class=\"n\">ALGOBOOST_API_KEY<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span>\n    <span class=\"p\">}<\/span>\n\n    <span class=\"k\">try<\/span><span class=\"p\">:<\/span>\n        <span class=\"c1\"># Make a POST request to the API with form data and files\n<\/span>        <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"nf\">post<\/span><span class=\"p\">(<\/span>\n            <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/app.algoboost.ai\/api\/model\/similarity\/<\/span><span class=\"si\">{<\/span><span class=\"n\">model<\/span><span class=\"si\">}<\/span><span class=\"s\">\/<\/span><span class=\"si\">{<\/span><span class=\"n\">endpoint<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">headers<\/span><span class=\"o\">=<\/span><span class=\"n\">headers<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">form_data<\/span><span class=\"p\">,<\/span>\n        <span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Check the HTTP status code\n<\/span>        <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=\"c1\"># Parse the JSON response\n<\/span>            <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n            <span class=\"k\">return<\/span> <span class=\"n\">results<\/span>\n        <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">API request failed with status code: <\/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=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n\n    <span class=\"k\">except<\/span> <span class=\"nb\">Exception<\/span> <span class=\"k\">as<\/span> <span class=\"n\">e<\/span><span class=\"p\">:<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">An error occurred: <\/span><span class=\"si\">{<\/span><span class=\"nf\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">e<\/span><span class=\"p\">)<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"bp\">None<\/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<ul>\n<li>\n<strong>\u062e\u0631\u0648\u062c\u06cc<\/strong><br \/>\njson \u0627\u0632 \u0646\u062a\u0627\u06cc\u062c \u0628\u0631\u062a\u0631 \u0648 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u0645\u062a\u0646 \u0627\u0635\u0644\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight json\"><code><span class=\"p\">{<\/span><span class=\"w\">\n    <\/span><span class=\"nl\">\"results\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"distance\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\">\n            <\/span><span class=\"mf\">0.9669929146766663<\/span><span class=\"p\">,<\/span><span class=\"w\">\n            <\/span><span class=\"mf\">0.9375953078269958<\/span><span class=\"p\">,<\/span><span class=\"w\">\n            <\/span><span class=\"mf\">0.9375621676445007<\/span><span class=\"w\">\n        <\/span><span class=\"p\">],<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"ids\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\">\n            <\/span><span class=\"mi\">450061302305389208<\/span><span class=\"p\">,<\/span><span class=\"w\">\n            <\/span><span class=\"mi\">450061302305389264<\/span><span class=\"p\">,<\/span><span class=\"w\">\n            <\/span><span class=\"mi\">450061302305389182<\/span><span class=\"w\">\n        <\/span><span class=\"p\">]<\/span><span class=\"w\">\n    <\/span><span class=\"p\">}<\/span><span class=\"w\">\n<\/span><span class=\"p\">}<\/span><span class=\"w\">\n\n<\/span><\/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>\u0627\u06a9\u0646\u0648\u0646 \u0645\u062a\u0646 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0648\u0627\u06a9\u0634\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>\n<span class=\"k\">def<\/span> <span class=\"nf\">retrieve_content_by_id<\/span><span class=\"p\">(<\/span><span class=\"n\">vector_ids<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">json_data<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n        <span class=\"sh\">'<\/span><span class=\"s\">vectors<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">vector_ids<\/span><span class=\"p\">,<\/span>\n    <span class=\"p\">}<\/span>\n\n    <span class=\"c1\"># Set the request headers with the API key\n<\/span>    <span class=\"n\">headers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">Authorization<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Bearer <\/span><span class=\"si\">{<\/span><span class=\"n\">ALGOBOOST_API_KEY<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"p\">}<\/span>\n\n    <span class=\"k\">try<\/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=\"nf\">post<\/span><span class=\"p\">(<\/span>\n            <span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/app.algoboost.ai\/api\/model\/retrieve_content_by_id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">headers<\/span><span class=\"o\">=<\/span><span class=\"n\">headers<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">json<\/span><span class=\"o\">=<\/span><span class=\"n\">json_data<\/span><span class=\"p\">,<\/span>\n        <span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Check the HTTP status code\n<\/span>        <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=\"c1\"># Parse the JSON response\n<\/span>            <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n            <span class=\"k\">return<\/span> <span class=\"n\">results<\/span>\n        <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">API request failed with status code: <\/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=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n    <span class=\"k\">except<\/span> <span class=\"nb\">Exception<\/span> <span class=\"k\">as<\/span> <span class=\"n\">e<\/span><span class=\"p\">:<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">An error occurred: <\/span><span class=\"si\">{<\/span><span class=\"nf\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">e<\/span><span class=\"p\">)<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n\n\n<span class=\"k\">def<\/span> <span class=\"nf\">content<\/span><span class=\"p\">(<\/span><span class=\"n\">content_urls<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">headers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n        <span class=\"sh\">\"<\/span><span class=\"s\">Authorization<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Bearer <\/span><span class=\"si\">{<\/span><span class=\"n\">ALGOBOOST_API_KEY<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"p\">}<\/span>\n    <span class=\"n\">content<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n\n    <span class=\"k\">for<\/span> <span class=\"n\">url<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">content_urls<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">try<\/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=\"nf\">post<\/span><span class=\"p\">(<\/span>\n                <span class=\"n\">url<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">content_url<\/span><span class=\"sh\">\"<\/span><span class=\"p\">],<\/span>\n                <span class=\"n\">headers<\/span><span class=\"o\">=<\/span><span class=\"n\">headers<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">)<\/span>\n\n            <span class=\"c1\"># Check the HTTP status code\n<\/span>            <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=\"c1\"># Parse the JSON response\n<\/span>                <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n                <span class=\"n\">content<\/span><span class=\"p\">.<\/span><span class=\"nf\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">results<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n                <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">API request failed with status code: <\/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=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n                <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n        <span class=\"k\">except<\/span> <span class=\"nb\">Exception<\/span> <span class=\"k\">as<\/span> <span class=\"n\">e<\/span><span class=\"p\">:<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">An error occurred: <\/span><span class=\"si\">{<\/span><span class=\"nf\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">e<\/span><span class=\"p\">)<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n            <span class=\"k\">return<\/span> <span class=\"bp\">None<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">content<\/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><strong>\u062e\u0631\u0648\u062c\u06cc<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">Machine learning algorithms are used to analyze large datasets efficiently.<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span>\n<span class=\"sh\">'<\/span><span class=\"s\">Artificial intelligence can detect patterns in data that humans might miss.<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span>\n<span class=\"sh\">'<\/span><span class=\"s\">Artificial intelligence is transforming the way we interact with technology.<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span>\n<span class=\"sh\">'<\/span><span class=\"s\">Artificial intelligence assists in automating repetitive tasks.<\/span><span class=\"sh\">'<\/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>\u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0648\u0644\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0633\u0646\u0627\u062f \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">transformers<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">GPT2LMHeadModel<\/span><span class=\"p\">,<\/span> <span class=\"n\">GPT2Tokenizer<\/span>\n\n<span class=\"c1\"># Initialize the model and tokenizer\n<\/span><span class=\"n\">model_name<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">'<\/span><span class=\"s\">gpt2<\/span><span class=\"sh\">'<\/span>  <span class=\"c1\"># Or any other generation model you prefer\n<\/span><span class=\"n\">tokenizer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GPT2Tokenizer<\/span><span class=\"p\">.<\/span><span class=\"nf\">from_pretrained<\/span><span class=\"p\">(<\/span><span class=\"n\">model_name<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">generator_model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GPT2LMHeadModel<\/span><span class=\"p\">.<\/span><span class=\"nf\">from_pretrained<\/span><span class=\"p\">(<\/span><span class=\"n\">model_name<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">generate_response<\/span><span class=\"p\">(<\/span><span class=\"n\">retrieved_documents<\/span><span class=\"p\">):<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\n    Generate a response using a generation model and retrieved documents.\n\n    Args:\n        query (str): The input query.\n        retrieved_documents (list): List of retrieved documents.\n\n    Returns:\n        str: Generated response.\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"n\">context<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\"> <\/span><span class=\"sh\">\"<\/span><span class=\"p\">.<\/span><span class=\"nf\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">retrieved_documents<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">input_text<\/span> <span class=\"o\">=<\/span> <span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Context: <\/span><span class=\"si\">{<\/span><span class=\"n\">context<\/span><span class=\"si\">}<\/span><span class=\"s\"> Query: <\/span><span class=\"si\">{<\/span><span class=\"n\">query<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span>\n\n    <span class=\"n\">inputs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tokenizer<\/span><span class=\"p\">.<\/span><span class=\"nf\">encode<\/span><span class=\"p\">(<\/span><span class=\"n\">input_text<\/span><span class=\"p\">,<\/span> <span class=\"n\">return_tensors<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">pt<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">outputs<\/span> <span class=\"o\">=<\/span> <span class=\"n\">generator_model<\/span><span class=\"p\">.<\/span><span class=\"nf\">generate<\/span><span class=\"p\">(<\/span><span class=\"n\">inputs<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_length<\/span><span class=\"o\">=<\/span><span class=\"mi\">300<\/span><span class=\"p\">,<\/span> <span class=\"n\">num_return_sequences<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tokenizer<\/span><span class=\"p\">.<\/span><span class=\"nf\">decode<\/span><span class=\"p\">(<\/span><span class=\"n\">outputs<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"n\">skip_special_tokens<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">response<\/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><strong>\u062e\u0631\u0648\u062c\u06cc<\/strong><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Context: Machine learning algorithms are used to analyze large datasets efficiently. Artificial intelligence can detect patterns in data that humans might miss. Artificial intelligence is transforming the way we interact with technology. Artificial intelligence assists in automating repetitive tasks. Query: What are the benefits of machine learning in data analysis?\n\nMachine learning is a new field of research that has been gaining momentum in recent years. It is a new way to analyze data and to understand the underlying mechanisms that drive it.\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=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87\"><\/span>\n<p>  <strong>\u0646\u062a\u06cc\u062c\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0648\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062f\u0627\u0634\u062a\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0641\u0627\u0648\u062a \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.  Algoboost \u0631\u0627\u0647 \u062d\u0644\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062f\u0644 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0646\u0648\u0622\u0648\u0631\u06cc \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0633\u062a \u06cc\u0627\u0628\u06cc\u062f.<\/p>\n<p>\u0622\u0645\u0627\u062f\u0647 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0645\u0644 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f\u061f  \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u062f\u0631 Algoboost \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u062a\u0641\u0627\u0648\u062a \u0631\u0627 \u0627\u0632 \u0646\u0632\u062f\u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0646\u06cc\u062f.&#8221;<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0647\u0645\u06cc\u0634\u0647 \u06cc\u06a9 \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u06a9\u0647 \u062c\u0630\u0627\u0628\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a\u060c Retrieval Augmented Generation (RAG) \u0627\u0633\u062a. RAG \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u0644\u06cc\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":65308,"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-65307","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\/65307","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=65307"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/65307\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/65308"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=65307"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=65307"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=65307"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}