{"id":102608,"date":"2025-03-22T05:47:45","date_gmt":"2025-03-22T01:17:45","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/"},"modified":"2025-03-22T05:47:45","modified_gmt":"2025-03-22T01:17:45","slug":"building-a-semantic-meme-search-engine-3mlg","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc"},"content":{"rendered":"<div data-article-id=\"2349031\" id=\"article-body\">\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u0648\u06cc\u0645 &#8211; \u0647\u0645\u0647 \u0645\u0627 \u0622\u0646\u062c\u0627 \u0628\u0648\u062f\u0647 \u0627\u06cc\u0645. \u0634\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0622\u0646 \u06cc\u0627\u062f\u06af\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u062a\u0631\u0633 \u0648\u062c\u0648\u062f\u06cc \u062e\u0648\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0642\u0647\u0648\u0647 \u0635\u0628\u062d \u062f\u0648\u0634\u0646\u0628\u0647 \u0647\u0633\u062a\u06cc\u062f \u060c \u0627\u0645\u0627 \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0686\u0647 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0641\u0642\u0637 \u0639\u06a9\u0633 \u0647\u0627\u06cc \u06af\u0631\u0628\u0647 \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f: \u0641\u0646\u0627\u0648\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0647\u0631\u062c \u0648 \u0645\u0631\u062c \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 Meme \u0633\u0627\u062e\u062a\u0647 \u0627\u0645 \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062e\u06cc \u062c\u0627\u062f\u0648\u06cc \u062c\u0627\u0644\u0628 \u0641\u0646\u0627\u0648\u0631\u06cc (\u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0639\u0627\u0644\u06cc \u0639\u0627\u0644\u06cc Upstash) \u0634\u0648\u062e\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>Upstash \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062c\u0633\u062a\u062c\u0648\u0647\u0627\u06cc \u0634\u0628\u0627\u0647\u062a \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0648 \u0645\u062f\u0644\u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u062f\u0627\u062e\u0644\u06cc. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c Upstash Redis \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0646\u0631\u062e \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u0628\u0627 \u0642\u062f\u0631\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0637\u06cc \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 Meme \u0645\u0639\u0646\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u062f\u0627\u0631 Upstash \u0648 Redis \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u062f\u0631 GitHub \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0622\u0646 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u062d\u0633\u0627\u0628 Vercel \u062e\u0648\u062f \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%D9%87%D9%86%DA%AF%D8%A7%D9%85%DB%8C_%DA%A9%D9%87_%DA%A9%D9%84%D9%85%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%D8%B4%DA%A9%D8%B3%D8%AA_%D9%85%DB%8C_%D8%AE%D9%88%D8%B1%D9%86%D8%AF_%D9%85%D8%B9%D8%B6%D9%84_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_Meme\" >\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0634\u06a9\u0633\u062a \u0645\u06cc \u062e\u0648\u0631\u0646\u062f: \u0645\u0639\u0636\u0644 \u062c\u0633\u062a\u062c\u0648\u06cc Meme<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%D8%AA%D9%88%D9%84%DB%8C%D8%AF_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AA%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1_Meme\" >\u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0627 \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 Meme<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AA%D8%B9%D8%A8%DB%8C%D9%87\" >\u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0639\u0628\u06cc\u0647<\/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\/building-a-semantic-meme-search-engine-3mlg\/#%D9%86%D9%85%D8%A7%DB%8C%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1%D9%87%D8%A7\" >\u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u062f\u0627\u0631\u0647\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\/building-a-semantic-meme-search-engine-3mlg\/#%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D9%88%D8%AA%D9%88%D8%B1_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88_Meme\" >\u0633\u0627\u062e\u062a \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 Meme<\/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\/building-a-semantic-meme-search-engine-3mlg\/#%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D9%88_%D9%85%D8%AD%D8%AF%D9%88%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D9%86%D8%B1%D8%AE\" >\u0627\u062c\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e<\/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\/building-a-semantic-meme-search-engine-3mlg\/#%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C\" >\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%D9%85%D8%AD%D8%AF%D9%88%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D9%86%D8%B1%D8%AE_%D8%A8%D8%A7_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B1%D8%AA%D8%A8_%D8%B4%D8%AF%D9%87_Redis\" >\u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 Redis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%DB%8C%DA%A9_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D8%AC%D8%A7%D9%84%D8%A8_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_Vercel_Blob\" >\u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u062c\u0627\u0644\u0628 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647: Vercel Blob<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%D8%B1%D8%A7%D8%A8%D8%B7_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%DB%8C\" >\u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/building-a-semantic-meme-search-engine-3mlg\/#%D8%A8%D8%B3%D8%AA%D9%87_%D8%B4%D8%AF%D9%86_%DA%A9%D9%84%D9%85%D8%A7%D8%AA\" >\u0628\u0633\u062a\u0647 \u0634\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%87%D9%86%DA%AF%D8%A7%D9%85%DB%8C_%DA%A9%D9%87_%DA%A9%D9%84%D9%85%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%D8%B4%DA%A9%D8%B3%D8%AA_%D9%85%DB%8C_%D8%AE%D9%88%D8%B1%D9%86%D8%AF_%D9%85%D8%B9%D8%B6%D9%84_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_Meme\"><\/span>\n<p>  <strong>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0634\u06a9\u0633\u062a \u0645\u06cc \u062e\u0648\u0631\u0646\u062f: \u0645\u0639\u0636\u0644 \u062c\u0633\u062a\u062c\u0648\u06cc Meme<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0646\u062a\u06cc \u0648\u0642\u062a\u06cc \u062f\u0642\u06cc\u0642\u0627\u064b \u0645\u06cc \u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0647\u0633\u062a\u06cc\u062f. &#8220;\u06af\u0631\u0628\u0647 \u06af\u0631\u06cc\u0645&#8221; \u2192 \u0645\u0645\u062a\u0627\u0632 \u06af\u0631\u0628\u0647 \u0647\u0627\u06cc \u0628\u062f\u062e\u06cc\u0645. \u0622\u0633\u0627\u0646 \u0627\u0645\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0641\u062a\u0627\u0631\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u0639\u062c\u06cc\u0628 \u0648 \u063a\u0631\u06cc\u0628 \u0628\u06cc\u0646 \u0645\u0639\u0646\u0627\u06cc \u062a\u062d\u062a \u0627\u0644\u0644\u0641\u0638\u06cc \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0641\u0631\u0647\u0646\u06af\u06cc \u0632\u0646\u062f\u06af\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f &#8220;\u0627\u06cc\u0646 \u0627\u062d\u0633\u0627\u0633 \u0631\u0627 \u0648\u0642\u062a\u06cc WiFi \u0634\u0645\u0627 \u062f\u0631 \u062d\u06cc\u0646 \u0641\u0631\u0627\u062e\u0648\u0627\u0646 \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u0645\u06cc\u0631\u062f&#8221; \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a.<\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u06cc \u062f\u0631\u062e\u0634\u062f. \u0627\u06cc\u0646 \u0645\u062b\u0644 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0648\u0633\u062a\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0641\u0631\u0647\u0646\u06af Meme \u0628\u0627\u0634\u062f. \u0628\u0647 \u0622\u0646\u0647\u0627 \u0628\u06af\u0648\u06cc\u06cc\u062f &#8220;\u0645\u0646 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u0645 \u06a9\u0647 \u0628\u0632\u0631\u06af\u0633\u0627\u0644\u06cc \u062e\u06cc\u0644\u06cc \u0633\u062e\u062a \u0628\u0627\u0634\u062f&#8221; \u0648 \u0622\u0646\u0647\u0627 10 \u0646\u0648\u0639 \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0633\u06af &#8220;\u0627\u06cc\u0646 \u062e\u0648\u0628 \u0627\u0633\u062a&#8221; \u0631\u0627 \u0628\u062f\u0648\u0646 \u0686\u0634\u0645\u06a9 \u0632\u062f\u0646 \u0628\u0647 \u0634\u0645\u0627 \u062a\u062d\u0648\u06cc\u0644 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0642\u06cc\u0642\u0627\u064b \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u06cc \u0633\u0627\u0632\u06cc\u0645.<\/p>\n<p><strong>Tech Stack\/Toolkit: \u0686\u0631\u0627 \u0627\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0645\u0647\u0645 \u0647\u0633\u062a\u0646\u062f<\/strong><br \/><strong>next.js 15:<\/strong> \u0632\u06cc\u0631\u0627 \u0686\u0647 \u06a9\u0633\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0622\u0634\u0641\u062a\u06af\u06cc \u06a9\u0646\u062f\u061f \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc API \u0641\u0648\u0631\u06cc + React Goodness = Developer Happy.<\/p>\n<p><strong>\u0628\u0631\u062f\u0627\u0631 Upstash:<\/strong> \u0645\u0627\u0646\u0646\u062f \u0645\u063a\u0632\u06cc \u06a9\u0647 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u06cc\u0627\u062f \u0645\u06cc \u0622\u0648\u0631\u062f (\u0627\u0645\u0627 \u0627\u0631\u0632\u0627\u0646 \u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u0645\u063a\u0632 \u0648\u0627\u0642\u0639\u06cc).<\/p>\n<p><strong>upstash redis:<\/strong> \u0686\u0627\u0642\u0648\u06cc \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0647\u0627\u06cc \u0627\u0631\u062a\u0634 \u0633\u0648\u0626\u06cc\u0633 &#8211; \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0627\u0632 \u0627\u0633\u067e\u0645 \u06a9\u0631\u062f\u0646 API \u0645\u0627 \u0628\u0627\u0632 \u0645\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<p><strong>\u0622\u062a\u0634:<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 Meme. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc LLM \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p><strong>\u062a\u0639\u0628\u06cc\u0647 Openai:<\/strong> \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a \u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 (\u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u0635\u0648\u0631\u062a).<\/p>\n<p><strong>Vercel Blob:<\/strong> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062a\u0645\u0627\u0645 \u0622\u0646 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u062f\u0648\u06cc\u0647 \u0627\u06cc \u0628\u062f\u0648\u0646 \u063a\u0631\u0642 \u0634\u062f\u0646 \u062f\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0647\u0627\u06cc S3.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D9%88%D9%84%DB%8C%D8%AF_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%AA%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B5%D8%A7%D9%88%DB%8C%D8%B1_Meme\"><\/span>\n<p>  <strong>\u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0627 \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 Meme<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>role: \"user\",\n          content: [\n            { type: \"text\", text: \"Describe the image in detail.\" },\n            {\n              type: \"image\",\n              image: file,\n            },\n          ],\n        },\n      ],\n    });\n    images.push({ path: file, metadata: result.object.image });\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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>\u0642\u0628\u0644 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0628\u0631\u062f\u0627\u0631\u0647\u0627\u06cc \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 Meme \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u060c \u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u062c\u0627\u0645\u0639 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u06cc\u0645. \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0647\u062f\u0641 \u060c \u0645\u0646 API LLM OpenAI \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0635\u0644\u06cc \u0628\u0631\u0686\u0633\u0628 \u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u0645: PATH (\u0645\u06cc\u0632\u0628\u0627\u0646 \u062f\u0631 Vercel) \u060c \u0639\u0646\u0648\u0627\u0646 \u060c \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u060c \u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u060c Memecontext \u060c Humor \u060c Format \u060c TextContent \u060c \u0634\u062e\u0635 \u0648 \u0627\u0634\u06cc\u0627\u0621. \u0686\u0627\u0644\u0634 \u0627\u06cc\u0646 \u0628\u0648\u062f \u06a9\u0647 \u0647\u0645 \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0635\u0631\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0647\u0645 \u0645\u062a\u0646 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u0644\u06af\u0648\u06cc \u0631\u0641\u062a\u0627\u0631\u06cc \u0631\u0627 \u0636\u0628\u0637 \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0632\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>{\n  \"path\": \"https:\/\/kqznk1deju1f3qri.public.blob.vercel-storage.com\/another_%20Bugs%20Bunny_s%20_No_-D6ht580Nj0I8mri3hYLVIHnRx4DNIB.jpg\",\n  \"metadata\": {\n    \"title\": \"Bugs Bunny 'No' Meme with Defiant Expression\",\n    \"description\": \"This meme features Bugs Bunny, a classic cartoon character from the Looney Tunes series, with a defiant expression. The image is a close-up of Bugs Bunny's face, showing him with half-closed eyes and a slightly open mouth, conveying disinterest or refusal. The word 'no' is displayed in bold white text, emphasizing his dismissive attitude. This meme is often used to humorously express firm rejection. The mid-20th-century animation style adds nostalgia.\",\n    \"tags\": [\n      \"Bugs Bunny\",\n      \"Looney Tunes\",\n      \"cartoon\",\n      \"meme\",\n      \"no\",\n      \"refusal\",\n      \"defiance\",\n      \"humor\",\n      \"animation\",\n      \"classic\",\n      \"nostalgia\",\n      \"expression\",\n      \"dismissive\",\n      \"rejection\",\n      \"bold text\"\n    ],\n    \"memeContext\": \"A frame from Looney Tunes repurposed to convey humorous refusal in online conversations, leveraging Bugs Bunny's witty demeanor.\",\n    \"humor\": \"Exaggerated refusal using a beloved character, with simplicity enhancing comedic effect.\",\n    \"format\": \"Bugs Bunny 'No' Meme\",\n    \"textContent\": \"no\",\n    \"person\": \"Bugs Bunny, animated character\",\n    \"objects\": \"Bugs Bunny, text 'no'\"\n  }\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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>LLM \u0647\u0631 \u062f\u0648 \u0639\u0646\u0635\u0631 \u0628\u0635\u0631\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0639\u0628\u0627\u0631\u0627\u062a \u0634\u062e\u0635\u06cc\u062a \u060c \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0645\u062a\u0646) \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0641\u0631\u0647\u0646\u06af\u06cc (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062c\u0630\u0627\u0628\u06cc\u062a \u0646\u0648\u0633\u062a\u0627\u0644\u0698\u06cc\u06a9 Bugs Bunny) \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u063a\u0646\u06cc \u0648 \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AA%D8%B9%D8%A8%DB%8C%D9%87\"><\/span>\n<p>  <strong>\u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0639\u0628\u06cc\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 Meme \u060c \u0645\u0627 \u062e\u0648\u062f\u0645\u0627\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u06a9\u0648\u0686\u06a9 Text-Embedding-3-Small OpenAi \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u060c \u0627\u0645\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u062a\u0646\u0648\u0639 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f. \u0647\u0631 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0628\u0627 \u062a\u0639\u0628\u06cc\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">export<\/span> <span class=\"kd\">const<\/span> <span class=\"nx\">generateEmbedding<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">(<\/span><span class=\"nx\">value<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">):<\/span> <span class=\"nb\">Promise<\/span><span class=\"o\">&lt;<\/span><span class=\"kr\">number<\/span><span class=\"p\">[]<\/span><span class=\"o\">&gt;<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">input<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">value<\/span><span class=\"p\">.<\/span><span class=\"nf\">replaceAll<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"se\">\\n<\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\"> <\/span><span class=\"dl\">\"<\/span><span class=\"p\">);<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">embedding<\/span> <span class=\"p\">}<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">embed<\/span><span class=\"p\">({<\/span>\n    <span class=\"na\">model<\/span><span class=\"p\">:<\/span> <span class=\"nx\">embeddingModel<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">value<\/span><span class=\"p\">:<\/span> <span class=\"nx\">input<\/span><span class=\"p\">,<\/span>\n  <span class=\"p\">});<\/span>\n  <span class=\"k\">return<\/span> <span class=\"nx\">embedding<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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=\"%D9%86%D9%85%D8%A7%DB%8C%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%A8%D8%B1%D8%AF%D8%A7%D8%B1%D9%87%D8%A7\"><\/span>\n<p>  <strong>\u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0628\u0631\u062f\u0627\u0631\u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc Meme \u060c \u0645\u0627 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0627\u062e\u0635 \u0633\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u0627\u0644\u06af\u0648\u06cc \u0631\u0641\u062a\u0627\u0631\u06cc \u062a\u0648\u0633\u0637:<\/p>\n<ol>\n<li>\u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0627\u0632 \u0639\u0646\u0648\u0627\u0646 \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0622\u0646<\/li>\n<li>\u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0639\u0646\u0648\u0627\u0646 \u060c \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0648 \u0645\u0633\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<li>\u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/li>\n<\/ol>\n<p>\u0641\u0631\u0622\u06cc\u0646\u062f \u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 API \u0628\u0631\u062f\u0627\u0631 Upstash \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"c1\">\/\/ Initialize Upstash Vector client with the memes index<\/span>\n<span class=\"k\">export<\/span> <span class=\"kd\">const<\/span> <span class=\"nx\">memesIndex<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Index<\/span><span class=\"p\">({<\/span>\n  <span class=\"na\">url<\/span><span class=\"p\">:<\/span> <span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">UPSTASH_VECTOR_URL<\/span><span class=\"o\">!<\/span><span class=\"p\">,<\/span>\n  <span class=\"na\">token<\/span><span class=\"p\">:<\/span> <span class=\"nx\">process<\/span><span class=\"p\">.<\/span><span class=\"nx\">env<\/span><span class=\"p\">.<\/span><span class=\"nx\">UPSTASH_VECTOR_TOKEN<\/span><span class=\"o\">!<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0631 \u062e\u0644\u0627\u0641 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647 \u0627\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 Meme \u0645\u0627 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u06a9\u0648\u0686\u06a9 \u0627\u0633\u062a \u06a9\u0647 \u0628\u062f\u0648\u0646 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u06cc\u0698\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 \u0646\u0645\u0627\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0633\u0627\u062f\u06af\u06cc API \u0648\u06a9\u062a\u0648\u0631 Upstash \u0627\u06cc\u0646 \u0631\u0648\u0646\u062f \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062c\u0644\u0648\u0647 \u062f\u0627\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA_%D9%85%D9%88%D8%AA%D9%88%D8%B1_%D8%AC%D8%B3%D8%AA%D8%AC%D9%88_Meme\"><\/span>\n<p>  <strong>\u0633\u0627\u062e\u062a \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648 Meme<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u062c\u0633\u062a\u062c\u0648 \u0647\u0631 \u062f\u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u0628\u0631\u062f\u0627\u0631 \u0648 \u062a\u0637\u0628\u06cc\u0642 \u0645\u062a\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f (\u0648 \u0627\u06af\u0631 \u06a9\u067e\u06cc \u06a9\u0646\u062f \u0622\u0646 \u0631\u0627 \u0631\u0647\u0627 \u0645\u06cc \u06a9\u0646\u062f):<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"c1\">\/\/ For longer queries, perform both direct and semantic search<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">directMatches<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">findMemesByQuery<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">semanticMatches<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">findSimilarMemes<\/span><span class=\"p\">(<\/span><span class=\"nx\">query<\/span><span class=\"p\">);<\/span>\n\n<span class=\"c1\">\/\/ Combine results, removing duplicates<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">allMatches<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">uniqueItemsByTitle<\/span><span class=\"p\">([...<\/span><span class=\"nx\">directMatches<\/span><span class=\"p\">,<\/span> <span class=\"p\">...<\/span><span class=\"nx\">semanticMatches<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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>\u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u06a9\u062a\u0648\u0631 \u0645\u062d\u062a\u0648\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"k\">export<\/span> <span class=\"kd\">const<\/span> <span class=\"nx\">findSimilarMemes<\/span> <span class=\"o\">=<\/span> <span class=\"k\">async <\/span><span class=\"p\">(<\/span><span class=\"nx\">description<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">):<\/span> <span class=\"nb\">Promise<\/span><span class=\"o\">&lt;<\/span><span class=\"nx\">Meme<\/span><span class=\"p\">[]<\/span><span class=\"o\">&gt;<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">embedding<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nf\">generateEmbedding<\/span><span class=\"p\">(<\/span><span class=\"nx\">description<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"kd\">const<\/span> <span class=\"nx\">results<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">memesIndex<\/span><span class=\"p\">.<\/span><span class=\"nf\">query<\/span><span class=\"p\">({<\/span>\n    <span class=\"na\">vector<\/span><span class=\"p\">:<\/span> <span class=\"nx\">embedding<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">includeMetadata<\/span><span class=\"p\">:<\/span> <span class=\"kc\">true<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">topK<\/span><span class=\"p\">:<\/span> <span class=\"mi\">60<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">includeVectors<\/span><span class=\"p\">:<\/span> <span class=\"kc\">false<\/span><span class=\"p\">,<\/span>\n  <span class=\"p\">});<\/span>\n\n  <span class=\"k\">return<\/span> <span class=\"nx\">results<\/span><span class=\"p\">.<\/span><span class=\"nf\">map<\/span><span class=\"p\">((<\/span><span class=\"na\">result<\/span><span class=\"p\">:<\/span> <span class=\"kr\">any<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">({<\/span>\n    <span class=\"na\">id<\/span><span class=\"p\">:<\/span> <span class=\"nc\">String<\/span><span class=\"p\">(<\/span><span class=\"nx\">result<\/span><span class=\"p\">.<\/span><span class=\"nx\">id<\/span><span class=\"p\">),<\/span>\n    <span class=\"na\">title<\/span><span class=\"p\">:<\/span> <span class=\"nx\">result<\/span><span class=\"p\">.<\/span><span class=\"nx\">metadata<\/span><span class=\"p\">?.<\/span><span class=\"nx\">title<\/span> <span class=\"o\">||<\/span> <span class=\"dl\">''<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">description<\/span><span class=\"p\">:<\/span> <span class=\"nx\">result<\/span><span class=\"p\">.<\/span><span class=\"nx\">metadata<\/span><span class=\"p\">?.<\/span><span class=\"nx\">description<\/span> <span class=\"o\">||<\/span> <span class=\"dl\">''<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">path<\/span><span class=\"p\">:<\/span> <span class=\"nx\">result<\/span><span class=\"p\">.<\/span><span class=\"nx\">metadata<\/span><span class=\"p\">?.<\/span><span class=\"nx\">path<\/span> <span class=\"o\">||<\/span> <span class=\"dl\">''<\/span><span class=\"p\">,<\/span>\n    <span class=\"na\">embedding<\/span><span class=\"p\">:<\/span> <span class=\"p\">[],<\/span>\n    <span class=\"na\">similarity<\/span><span class=\"p\">:<\/span> <span class=\"nx\">result<\/span><span class=\"p\">.<\/span><span class=\"nx\">score<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0631\u0627\u06cc \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648 \u060c \u0645\u0627 \u0647\u0645 \u0627\u0628\u0631\u062f\u0627\u062f\u0647 (\u0639\u0646\u0648\u0627\u0646 \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a) \u0648 \u0647\u0645 \u0645\u0633\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0646\u062a\u0627\u06cc\u062c \u063a\u0646\u06cc \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D9%88_%D9%85%D8%AD%D8%AF%D9%88%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D9%86%D8%B1%D8%AE\"><\/span>\n<p>  <strong>\u0627\u062c\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fr9izey8iut71nfpaepov.png\" alt=\"\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc redis \u0631\u0627 \u0628\u0627 Upstash \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\" loading=\"lazy\" width=\"800\" height=\"255\" title=\"\"><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u06a9\u0646\u062a\u0631\u0644 API \u060c \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 upstash redis \u060c \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u0628\u0639\u062f \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0632 URL \u0648 \u0646\u0634\u0627\u0646\u0647 \u062e\u0648\u062f \u06af\u0631\u0641\u062a\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627 \u06a9\u062f \u0645\u0627 \u0627\u062f\u063a\u0627\u0645 \u0634\u0648\u06cc\u0645: <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B0%D8%AE%DB%8C%D8%B1%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  <strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"c1\">\/\/ Create cache key<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">cacheKey<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">query<\/span>\n  <span class=\"p\">?<\/span> <span class=\"s2\">`q:<\/span><span class=\"p\">${<\/span><span class=\"nx\">query<\/span><span class=\"p\">.<\/span><span class=\"nf\">toLowerCase<\/span><span class=\"p\">().<\/span><span class=\"nf\">replaceAll<\/span><span class=\"p\">(<\/span><span class=\"dl\">\"<\/span><span class=\"s2\"> <\/span><span class=\"dl\">\"<\/span><span class=\"p\">,<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">_<\/span><span class=\"dl\">\"<\/span><span class=\"p\">)}<\/span><span class=\"s2\">`<\/span>\n  <span class=\"p\">:<\/span> <span class=\"dl\">\"<\/span><span class=\"s2\">all_memes<\/span><span class=\"dl\">\"<\/span><span class=\"p\">;<\/span>\n\n<span class=\"c1\">\/\/ Check cache first<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">cached<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">redis<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"nx\">cacheKey<\/span><span class=\"p\">);<\/span>\n<span class=\"k\">if <\/span><span class=\"p\">(<\/span><span class=\"nx\">cached<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n  <span class=\"c1\">\/\/ Return cached results<\/span>\n  <span class=\"k\">return<\/span> <span class=\"p\">{<\/span> <span class=\"na\">memes<\/span><span class=\"p\">:<\/span> <span class=\"nx\">JSON<\/span><span class=\"p\">.<\/span><span class=\"nf\">parse<\/span><span class=\"p\">(<\/span><span class=\"nx\">cached<\/span> <span class=\"k\">as<\/span> <span class=\"kr\">string<\/span><span class=\"p\">)<\/span> <span class=\"p\">};<\/span>\n<span class=\"p\">}<\/span>\n\n<span class=\"c1\">\/\/ ... perform search ...<\/span>\n\n<span class=\"c1\">\/\/ Cache the results<\/span>\n<span class=\"k\">await<\/span> <span class=\"nx\">redis<\/span><span class=\"p\">.<\/span><span class=\"nf\">set<\/span><span class=\"p\">(<\/span><span class=\"nx\">cacheKey<\/span><span class=\"p\">,<\/span> <span class=\"nx\">JSON<\/span><span class=\"p\">.<\/span><span class=\"nf\">stringify<\/span><span class=\"p\">(<\/span><span class=\"nx\">allMatches<\/span><span class=\"p\">),<\/span> <span class=\"p\">{<\/span> <span class=\"na\">ex<\/span><span class=\"p\">:<\/span> <span class=\"nx\">REDIS_CACHE_TTL<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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=\"%D9%85%D8%AD%D8%AF%D9%88%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D9%86%D8%B1%D8%AE_%D8%A8%D8%A7_%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%D8%B1%D8%AA%D8%A8_%D8%B4%D8%AF%D9%87_Redis\"><\/span>\n<p>  <strong>\u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 Redis<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0631\u062e \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight typescript\"><code><span class=\"kd\">const<\/span> <span class=\"nx\">RATE_LIMIT<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n  <span class=\"na\">window<\/span><span class=\"p\">:<\/span> <span class=\"mi\">60<\/span><span class=\"p\">,<\/span> <span class=\"c1\">\/\/ 1 minute<\/span>\n  <span class=\"na\">requests<\/span><span class=\"p\">:<\/span> <span class=\"mi\">10<\/span> <span class=\"c1\">\/\/ Max 10 requests per minute<\/span>\n<span class=\"p\">};<\/span>\n\n<span class=\"k\">async<\/span> <span class=\"kd\">function<\/span> <span class=\"nf\">checkRateLimit<\/span><span class=\"p\">(<\/span><span class=\"nx\">ip<\/span><span class=\"p\">:<\/span> <span class=\"kr\">string<\/span><span class=\"p\">):<\/span> <span class=\"nb\">Promise<\/span><span class=\"o\">&lt;<\/span><span class=\"nx\">boolean<\/span><span class=\"o\">&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">now<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">Math<\/span><span class=\"p\">.<\/span><span class=\"nf\">floor<\/span><span class=\"p\">(<\/span><span class=\"nb\">Date<\/span><span class=\"p\">.<\/span><span class=\"nf\">now<\/span><span class=\"p\">()<\/span> <span class=\"o\">\/<\/span> <span class=\"mi\">1000<\/span><span class=\"p\">);<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">windowStart<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">now<\/span> <span class=\"o\">-<\/span> <span class=\"nx\">RATE_LIMIT<\/span><span class=\"p\">.<\/span><span class=\"nb\">window<\/span><span class=\"p\">;<\/span>\n\n  <span class=\"c1\">\/\/ Remove old entries<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">redis<\/span><span class=\"p\">.<\/span><span class=\"nf\">zremrangebyscore<\/span><span class=\"p\">(<\/span><span class=\"s2\">`ratelimit:<\/span><span class=\"p\">${<\/span><span class=\"nx\">ip<\/span><span class=\"p\">}<\/span><span class=\"s2\">`<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span> <span class=\"nx\">windowStart<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"c1\">\/\/ Count requests in the current window<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">requestCount<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">redis<\/span><span class=\"p\">.<\/span><span class=\"nf\">zcount<\/span><span class=\"p\">(<\/span><span class=\"s2\">`ratelimit:<\/span><span class=\"p\">${<\/span><span class=\"nx\">ip<\/span><span class=\"p\">}<\/span><span class=\"s2\">`<\/span><span class=\"p\">,<\/span> <span class=\"nx\">windowStart<\/span><span class=\"p\">,<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">+inf<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"c1\">\/\/ If under limit, add this request and return true<\/span>\n  <span class=\"k\">if <\/span><span class=\"p\">(<\/span><span class=\"nx\">requestCount<\/span> <span class=\"o\">&lt;<\/span> <span class=\"nx\">RATE_LIMIT<\/span><span class=\"p\">.<\/span><span class=\"nx\">requests<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n    <span class=\"k\">await<\/span> <span class=\"nx\">redis<\/span><span class=\"p\">.<\/span><span class=\"nf\">zadd<\/span><span class=\"p\">(<\/span><span class=\"s2\">`ratelimit:<\/span><span class=\"p\">${<\/span><span class=\"nx\">ip<\/span><span class=\"p\">}<\/span><span class=\"s2\">`<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span> <span class=\"na\">score<\/span><span class=\"p\">:<\/span> <span class=\"nx\">now<\/span><span class=\"p\">,<\/span> <span class=\"na\">member<\/span><span class=\"p\">:<\/span> <span class=\"nx\">now<\/span><span class=\"p\">.<\/span><span class=\"nf\">toString<\/span><span class=\"p\">()<\/span> <span class=\"p\">});<\/span>\n    <span class=\"k\">return<\/span> <span class=\"kc\">true<\/span><span class=\"p\">;<\/span>\n  <span class=\"p\">}<\/span>\n\n  <span class=\"k\">return<\/span> <span class=\"kc\">false<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 Redis \u0631\u0648\u0634\u06cc \u0632\u06cc\u0628\u0627 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0646\u0631\u062e \u067e\u0646\u062c\u0631\u0647 \u06a9\u0634\u0648\u06cc\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0686\u0646\u062f\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ol>\n<li>\u0627\u0646\u0642\u0636\u0627\u0621 \u062f\u0642\u06cc\u0642 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0632\u0645\u0627\u0646 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc<\/li>\n<li>\u0634\u0645\u0627\u0631\u0634 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627 \u062f\u0631 \u067e\u0646\u062c\u0631\u0647 \u0641\u0639\u0644\u06cc<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0645 \u062d\u062a\u06cc \u0628\u0627 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0632\u06cc\u0627\u062f<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%DB%8C%DA%A9_%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D8%AC%D8%A7%D9%84%D8%A8_%D9%BE%D8%A7%DB%8C%DA%AF%D8%A7%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_Vercel_Blob\"><\/span>\n<p>  <strong>\u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u062c\u0627\u0644\u0628 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647: Vercel Blob<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Vercel Blob \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u067e\u0631\u0648\u0646\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u062f\u063a\u0627\u0645 \u0628\u06cc \u062f\u0631\u062f\u0633\u0631 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631 \u062e\u0644\u0627\u0641 \u0628\u0627\u0646\u06a9\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0633\u0646\u062a\u06cc \u060c \u062a\u0646\u0638\u06cc\u0645 \u0641\u0642\u0637 \u0628\u0647 \u0633\u0647 \u0645\u0631\u062d\u0644\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647<\/li>\n<li>\u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc Vercel \u0631\u0627 \u0648\u0635\u0644 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f &#8211; \u0628\u062f\u0648\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647.<\/li>\n<\/ul>\n<p>\u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0628\u0635\u0631\u06cc \u0622\u0646 \u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u0627\u0632\u0645\u0627\u0646 \u062f\u0627\u0631\u0627\u06cc\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f-\u0647\u0645\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Vercel. \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0648\u0644\u0648\u06cc\u062a \u0628\u0646\u062f\u06cc \u0633\u0631\u0639\u062a \u0648 \u0633\u0627\u062f\u06af\u06cc.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B1%D8%A7%D8%A8%D8%B7_%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%DB%8C\"><\/span>\n<p>  <strong>\u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u060c \u0645\u0646 \u06cc\u06a9 UI \u0628\u0635\u0631\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 \u0628\u0627 \u0627\u062c\u0632\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0645. \u0627\u0645\u0627 \u0628\u0639\u062f \u0641\u0647\u0645\u06cc\u062f\u0645 \u060c <em>&#8220;AKIF \u060c \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0637\u0631\u062d\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u06a9\u0647 \u0633\u0627\u062f\u06af\u06cc \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0646\u062f!&#8221;<\/em> &#8211; \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0646 \u0628\u0647 \u0639\u0642\u0628 \u0628\u0631\u06af\u0634\u062a\u0645 \u0648 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0645\u06cc\u0646\u06cc\u0645\u0627\u0644\u06cc\u0633\u062a\u06cc \u062a\u0645\u06cc\u0632\u062a\u0631 \u0648 \u0645\u06cc\u0646\u06cc\u0645\u0627\u0644\u06cc\u0633\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<ol>\n<li>\u06cc\u06a9 \u06a9\u0627\u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062c\u0633\u062a\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc \u0635\u0641\u062d\u0647<\/li>\n<li>\u06cc\u06a9 \u0637\u0631\u062d \u0634\u0628\u06a9\u0647 \u067e\u0627\u0633\u062e\u06af\u0648 \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c MEME<\/li>\n<li>\u062c\u0633\u062a\u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u062c\u062f\u06cc\u062f \u06a9\u0647 \u0648\u0627\u0631\u062f \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0646\u0634\u062f\u0647 \u0627\u0646\u062f<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B3%D8%AA%D9%87_%D8%B4%D8%AF%D9%86_%DA%A9%D9%84%D9%85%D8%A7%D8%AA\"><\/span>\n<p>  <strong>\u0628\u0633\u062a\u0647 \u0634\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u062c\u0633\u062a\u062c\u0648\u06af\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0648\u06a9\u062a\u0648\u0631 Upstash \u0648 Redis \u0628\u0647 \u0637\u0631\u0632 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0633\u0627\u062f\u0647 \u0628\u0648\u062f. \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062e\u062f\u0645\u0627\u062a \u062a\u0645\u0627\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0631\u06cc\u0639 \u060c \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0648\u06a9\u062a\u0648\u0631 Upstash \u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0639\u0628\u06cc\u0647 \u0648\u06a9\u062a\u0648\u0631 \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u060c \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u0627\u0647\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u060c \u0627\u06cc\u0646 \u0631\u0648\u0646\u062f \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u060c Upstash Redis \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0646\u0631\u062e \u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u062a\u0644\u0627\u0634 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0645\u0627 \u0628\u0627 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0633\u0631\u06af\u0631\u0645 \u06a9\u0646\u0646\u062f\u0647 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0634\u062a\u06cc\u0645 \u0648 \u0645\u0639\u062a\u0642\u062f\u06cc\u0645 \u06a9\u0647 \u062e\u062f\u0645\u0627\u062a Upstash \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc AI \u0627\u0632 \u0647\u0645\u0647 \u0646\u0648\u0639 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0628\u0627\u0632\u062e\u0648\u0631\u062f\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0631\u0648\u0698\u0647 \u062f\u0627\u0631\u06cc\u062f \u060c \u0627\u062d\u0633\u0627\u0633 \u0631\u0627\u062d\u062a\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 GitHub \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0647\u062a\u0631 \u06a9\u0646\u06cc\u0645! <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0622\u0646 \u0631\u0648\u0628\u0631\u0648 \u0634\u0648\u06cc\u0645 &#8211; \u0647\u0645\u0647 \u0645\u0627 \u0622\u0646\u062c\u0627 \u0628\u0648\u062f\u0647 \u0627\u06cc\u0645. \u0634\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0622\u0646 \u06cc\u0627\u062f\u06af\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u062a\u0631\u0633 \u0648\u062c\u0648\u062f\u06cc \u062e\u0648\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0642\u0647\u0648\u0647 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