{"id":109824,"date":"2025-05-20T19:30:34","date_gmt":"2025-05-20T15:00:34","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/"},"modified":"2025-05-20T19:30:34","modified_gmt":"2025-05-20T15:00:34","slug":"understanding-the-backend-behind-llmsno-headaches-involved-12ne","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/","title":{"rendered":"\u062f\u0631\u06a9 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0631 \u067e\u0634\u062a LLMS (\u0647\u06cc\u0686 \u0633\u0631\u062f\u0631\u062f \u062f\u0631\u06af\u06cc\u0631 \u0646\u06cc\u0633\u062a)"},"content":{"rendered":"<div data-article-id=\"2506427\" id=\"article-body\">\n<p>\u067e\u0633 \u0627\u0632 \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u060c \u0647\u0631 \u06af\u0648\u0646\u0647 \u062a\u0631\u0633 \u0627\u0632 LLMS \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u062a\u0645\u0627\u0645 \u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u06cc\u06a9 \u0630\u0647\u0646 \u06a9\u0646\u062c\u06a9\u0627\u0648 \u0648 \u06a9\u0645\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a &#8211; \u0647\u06cc\u0686 \u062f\u0627\u0646\u0634 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0644\u0627\u0632\u0645 \u0627\u0633\u062a! \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0634\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0633\u0627\u062f\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062d\u062a\u06cc \u0686\u06af\u0648\u0646\u06af\u06cc \u0633\u0627\u062e\u062a \u0622\u0646\u0647\u0627 \u0627\u0632 \u0632\u0645\u06cc\u0646 \u0628\u0647 \u0628\u0627\u0644\u0627 \u0631\u0627 \u06a9\u0634\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#LLMS_%DA%86%DB%8C%D8%B3%D8%AA\" >LLMS \u0686\u06cc\u0633\u062a<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1\" >\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#1_%D9%82%D8%AF%D8%B1%D8%AA_%D8%AA%D9%85%D8%B1%DA%A9%D8%B2_%D8%AE%D9%88%D8%AF_%D8%AA%D9%88%D8%AC%D9%87\" >1. \u0642\u062f\u0631\u062a \u062a\u0645\u0631\u06a9\u0632: \u062e\u0648\u062f \u062a\u0648\u062c\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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#2_%D8%B3%D8%B1%DB%8C%D8%B9_%D9%81%DA%A9%D8%B1_%DA%A9%D9%86%DB%8C%D8%AF_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D9%85%D9%88%D8%A7%D8%B2%DB%8C\" >2. \u0633\u0631\u06cc\u0639 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f: \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#3_%D8%B5%D8%AD%D8%A8%D8%AA_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A8%D9%87_%D8%B2%D8%A8%D8%A7%D9%86_%D9%85%D8%AF%D9%84_%D9%86%D8%B4%D8%A7%D9%86%D9%87_%D9%87%D8%A7_%D9%88_%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7\" >3. \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0645\u062f\u0644: \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 \u0648 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#4_%D8%B3%D8%A7%D8%AE%D8%AA%D9%85%D8%A7%D9%86_%D9%85%D8%BA%D8%B2_%D9%84%D8%A7%DB%8C%D9%87_%D9%87%D8%A7_%D8%B1%D9%88%DB%8C_%D9%84%D8%A7%DB%8C%D9%87_%D9%87%D8%A7\" >4. \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0645\u063a\u0632: \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0631\u0648\u06cc \u0644\u0627\u06cc\u0647 \u0647\u0627<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A8%D9%86%D8%A7%D8%A8%D8%B1%D8%A7%DB%8C%D9%86_%D9%88%D8%A7%D9%82%D8%B9%D8%A7%D9%8B_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\" >\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u0627\u064b \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0686\u06cc\u0633\u062a\u061f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%B3%D8%A7%D8%AE%D8%AA_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1_%D8%AE%D9%88%D8%AF_%D8%B1%D8%A7_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 \u0633\u0627\u062e\u062a: \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062e\u0648\u062f \u0631\u0627 \u0645\u0647\u0646\u062f\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#1_Tokenizer_%D8%AE%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D9%87_%D8%AA%DA%A9%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87_%D9%86%DB%8C%D8%B4\" >1. Tokenizer: \u062e\u0631\u062f \u06a9\u0631\u062f\u0646 \u0632\u0628\u0627\u0646 \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u0646\u06cc\u0634<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#2_%D9%84%D8%A7%DB%8C%D9%87_%D8%AC%D8%A7%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%DA%A9%D9%84%D9%85%D8%A7%D8%AA_%D8%A8%D9%87_%D8%A7%D8%B9%D8%AF%D8%A7%D8%AF\" >2. \u0644\u0627\u06cc\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc: \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0627\u0639\u062f\u0627\u062f<\/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\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#3_%D8%B1%D9%85%D8%B2%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%85%D9%88%D9%82%D8%B9%DB%8C%D8%AA%DB%8C_%D8%A8%D9%87_%DB%8C%D8%A7%D8%AF_%D8%A2%D9%88%D8%B1%D8%AF%D9%86_%D8%B3%D9%81%D8%A7%D8%B1%D8%B4_%DA%A9%D9%84%D9%85%D9%87\" >3. \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u06cc: \u0628\u0647 \u06cc\u0627\u062f \u0622\u0648\u0631\u062f\u0646 \u0633\u0641\u0627\u0631\u0634 \u06a9\u0644\u0645\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#4_%D8%AE%D9%88%D8%AF_%D8%AA%D9%88%D8%AC%D9%87_%DA%86%D9%86%D8%AF_%D8%B3%D8%B1_%D8%AA%D9%81%DA%A9%D8%B1_%D8%A8%D8%A7_%D9%85%D8%AD%D9%88%D8%B1%DB%8C%D8%AA_%D9%84%DB%8C%D8%B2%D8%B1\" >4. \u062e\u0648\u062f \u062a\u0648\u062c\u0647 \u0686\u0646\u062f \u0633\u0631: \u062a\u0641\u06a9\u0631 \u0628\u0627 \u0645\u062d\u0648\u0631\u06cc\u062a \u0644\u06cc\u0632\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#5_%D8%B4%D8%A8%DA%A9%D9%87_%D8%AA%D8%BA%D8%B0%DB%8C%D9%87_%D8%B1%D9%88_%D8%A8%D9%87_%D8%AC%D9%84%D9%88_%D8%AA%D9%81%DA%A9%D8%B1_%D8%B9%D9%85%DB%8C%D9%82_%D8%AA%D8%B1_%D8%AF%D8%B1_%D8%A7%DB%8C%D9%86%D8%AC%D8%A7_%D8%A7%D8%AA%D9%81%D8%A7%D9%82_%D9%85%DB%8C_%D8%A7%D9%81%D8%AA%D8%AF\" >5. \u0634\u0628\u06a9\u0647 \u062a\u063a\u0630\u06cc\u0647 \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648: \u062a\u0641\u06a9\u0631 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#6_%D8%B9%D8%A7%D8%AF%DB%8C_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%84%D8%A7%DB%8C%D9%87_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84%D8%A7%D8%AA_%D8%A8%D8%A7%D9%82%DB%8C%D9%85%D8%A7%D9%86%D8%AF%D9%87_%D9%86%DA%AF%D9%87_%D8%AF%D8%A7%D8%B4%D8%AA%D9%86_%D8%A2%D9%86_%D9%87%D9%85%D9%87_%D9%85%D8%AA%D8%B9%D8%A7%D8%AF%D9%84\" >6. \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u0644\u0627\u06cc\u0647 + \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647: \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0622\u0646 \u0647\u0645\u0647 \u0645\u062a\u0639\u0627\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#7_%D8%B1%D9%85%D8%B2%DA%AF%D8%B4%D8%A7%DB%8C%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D9%88%D9%84%DB%8C%D8%AF_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C\" >7. \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc (\u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D9%84%D8%A7%D8%B2%D9%85_%D9%86%DB%8C%D8%B3%D8%AA_%D9%87%D9%85%D9%87_%DA%86%DB%8C%D8%B2_%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\" >\u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%AA%D8%BA%D8%B0%DB%8C%D9%87_LLM_%D8%AF%D8%B1%D9%85%D8%A7%D9%86_%D8%AF%D8%A7%D8%AF%D9%87\" >\u062a\u063a\u0630\u06cc\u0647 LLM: \u062f\u0631\u0645\u0627\u0646 \u062f\u0627\u062f\u0647<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A8%D9%87_%DA%86%D9%87_%D9%86%D9%88%D8%B9_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%DB%8C_%D9%86%DB%8C%D8%A7%D8%B2_%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F\" >\u0628\u0647 \u0686\u0647 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A7%D9%85%D8%A7_%D9%81%D9%82%D8%B7_%D8%A8%D9%87_%D8%A2%D9%86_%D8%BA%D8%B0%D8%A7_%D9%86%D8%AF%D9%87%DB%8C%D8%AF_%E2%80%A6\" >\u0627\u0645\u0627 \u0641\u0642\u0637 \u0628\u0647 \u0622\u0646 \u063a\u0630\u0627 \u0646\u062f\u0647\u06cc\u062f &#8230;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#TL_%D8%9B_DR_%E2%80%93_%D9%82%D9%88%D8%A7%D9%86%DB%8C%D9%86_%D8%B7%D9%84%D8%A7%DB%8C%DB%8C_%D8%AF%D8%B1_%D8%B2%D9%85%DB%8C%D9%86%D9%87_%D8%AF%D8%B1%D9%85%D8%A7%D9%86_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >TL \u061b DR &#8211; \u0642\u0648\u0627\u0646\u06cc\u0646 \u0637\u0644\u0627\u06cc\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0631\u0645\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AC%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%AC%D8%A7%D8%AF%D9%88_%DA%AF%D8%B1%D8%A7%D9%86_%D9%85%DB%8C_%D8%B4%D9%88%D8%AF\" >\u0622\u0645\u0648\u0632\u0634: \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062c\u0627\u062f\u0648 \u06af\u0631\u0627\u0646 \u0645\u06cc \u0634\u0648\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%DA%86%D8%B1%D8%AE%D9%87_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%AF%D9%88_%D9%82%D8%B3%D9%85%D8%AA%DB%8C\" >\u0686\u0631\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0648 \u0642\u0633\u0645\u062a\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#1_%D9%BE%D8%A7%D8%B3_%D8%B1%D9%88_%D8%A8%D9%87_%D8%AC%D9%84%D9%88_%E2%80%93_%D8%AD%D8%AF%D8%B3_%D8%B2%D8%AF%D9%86\" >1. \u067e\u0627\u0633 \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648 &#8211; \u062d\u062f\u0633 \u0632\u062f\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#2_%D9%BE%D8%A7%D8%B3_%D8%A8%D9%87_%D8%B9%D9%82%D8%A8_%E2%80%93_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%A7%D8%B2_%D8%A7%D8%B4%D8%AA%D8%A8%D8%A7%D9%87%D8%A7%D8%AA\" >2. \u067e\u0627\u0633 \u0628\u0647 \u0639\u0642\u0628 &#8211; \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A7%D9%85%D8%A7_%D8%A7%DB%8C%D9%86_%D8%A7%D8%B1%D8%B2%D8%A7%D9%86_%D9%86%DB%8C%D8%B3%D8%AA\" >\u0627\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0631\u0632\u0627\u0646 \u0646\u06cc\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%AA%D9%82%D9%88%DB%8C%D8%AA_%DA%A9%D9%86%D9%86%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A2%DB%8C%DB%8C\" >\u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D9%85%D9%88%D8%A7%D8%B2%DB%8C_%D8%B3%D8%A7%D8%B2%DB%8C\" >\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A8%D8%A7%D8%B2%D8%B1%D8%B3%DB%8C_%D8%B4%DB%8C%D8%A8\" >\u0628\u0627\u0632\u0631\u0633\u06cc \u0634\u06cc\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%A8%DB%8C%D8%B4_%D8%A7%D8%B2_%D8%AD%D8%AF_%D9%BE%D8%A7%D8%B1%D8%A7%D9%85%D8%AA%D8%B1%DB%8C\" >\u062a\u0646\u0638\u06cc\u0645 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%AF%D8%B1_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AA%D9%88%D9%82%D9%81_%D9%86%D8%B4%D9%88%DB%8C%D8%AF_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D9%85%D9%86%D9%87_%D8%AE%D9%88%D8%AF\" >\u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u0648\u0642\u0641 \u0646\u0634\u0648\u06cc\u062f: \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u062e\u0648\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#tl_%D8%9B_dr_%E2%80%93_%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%AE%D8%A7%D8%B7%D8%B1_%D8%A8%D8%B3%D9%BE%D8%A7%D8%B1\" >tl \u061b dr &#8211; \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%BE%D8%A7%DB%8C%D8%A7%D9%86%DB%8C\" >\u0627\u0641\u06a9\u0627\u0631 \u067e\u0627\u06cc\u0627\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A7%D8%B2_%D8%B4%DB%8C%D8%B1%D8%AC%D9%87_%D8%B4%D8%AF%D9%86_%D8%AF%D8%B1%D8%9F\" >\u0627\u0632 \u0634\u06cc\u0631\u062c\u0647 \u0634\u062f\u0646 \u062f\u0631\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D9%85%D9%87%D8%A7%D8%B1%D8%AA_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\" >\u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%88_%D9%85%D9%86%D8%A7%D8%A8%D8%B9\" >\u0627\u0628\u0632\u0627\u0631 \u0648 \u0645\u0646\u0627\u0628\u0639<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%B7%D8%B1%D8%B2_%D9%81%DA%A9%D8%B1\" >\u0637\u0631\u0632 \u0641\u06a9\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A2%DB%8C%D8%A7_%D8%A8%D9%87_%D8%AF%D9%86%D8%A8%D8%A7%D9%84_%D9%BE%D8%A7%DB%8C%DB%8C%D9%86_%D9%86%DA%AF%D9%87_%D8%AF%D8%A7%D8%B4%D8%AA%D9%86_%D9%87%D8%B2%DB%8C%D9%86%D9%87_%D9%87%D8%A7_%D9%87%D8%B3%D8%AA%DB%8C%D8%AF%D8%9F\" >\u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u067e\u0627\u06cc\u06cc\u0646 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0647\u0633\u062a\u06cc\u062f\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%F0%9F%94%B9_minGPT_%D8%AA%D9%88%D8%B3%D8%B7_%D8%A2%D9%86%D8%AF%D8%B1%D9%87_%DA%A9%D8%A7%D8%B1%D9%BE%D8%AA%DB%8C\" >\ud83d\udd39 minGPT \u062a\u0648\u0633\u0637 \u0622\u0646\u062f\u0631\u0647 \u06a9\u0627\u0631\u067e\u062a\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A8%D9%86%D8%A7%D8%A8%D8%B1%D8%A7%DB%8C%D9%86_%E2%80%A6_%D8%A2%DB%8C%D8%A7_%D8%A7%D8%B1%D8%B2%D8%B4_%D8%A2%D9%86_%D8%B1%D8%A7_%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F\" >\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 &#8230; \u0622\u06cc\u0627 \u0627\u0631\u0632\u0634 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u062f\u061f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/nabfollower.com\/blog\/understanding-the-backend-behind-llmsno-headaches-involved-12ne\/#%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\" >\u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"LLMS_%DA%86%DB%8C%D8%B3%D8%AA\"><\/span>\n<p>  LLMS \u0686\u06cc\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/p>\n<p>\u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u0633\u0627\u062f\u0647 \u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 &#8211; LLMS &#8211; \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0645\u062a\u0646 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u0646\u062f \u060c \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u062d\u062a\u06cc \u0628\u0646\u0648\u06cc\u0633\u0646\u062f. \u0622\u0646\u0647\u0627 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0648\u0639\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0647 \u0646\u0627\u0645 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<p>Soul of LLM \u0647\u0627 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0628\u0627 \u0627\u0644\u0647\u0627\u0645 \u0627\u0632 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0645\u063a\u0632 \u0645\u0627 \u0647\u0633\u062a\u0646\u062f. \u0628\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u06cc \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0628\u0647\u0645 \u067e\u06cc\u0648\u0633\u062a\u0647 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0631 \u0644\u0627\u06cc\u0647 \u0627\u0632 \u0648\u0627\u062d\u062f\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u0646\u0627\u0645 \u0646\u0648\u0631\u0648\u0646 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u0644\u0648\u0644\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646 \u06cc\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0627\u0631\u062f \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0647\u0631 \u0646\u0648\u0631\u0648\u0646 \u0622\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u060c \u0627\u0647\u0645\u06cc\u062a (\u06cc\u0627 \u0648\u0632\u0646) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u0628\u0631\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0644\u0627\u06cc\u0647 \u0628\u0639\u062f\u06cc \u0645\u06cc \u0641\u0631\u0633\u062a\u062f. \u0628\u0627 \u062d\u0631\u06a9\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0644\u0627\u06cc\u0647 \u0647\u0627 \u060c \u0634\u0628\u06a9\u0647 \u0645\u06cc \u0622\u0645\u0648\u0632\u062f \u06a9\u0647 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0627 \u0628\u0634\u0646\u0627\u0633\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f &#8211; \u0628\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0645\u062f\u0644 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0648\u0632\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062e\u0637\u0627\u0647\u0627. \u0627\u06cc\u0646 \u062a\u0628\u0627\u0631 \u0634\u06cc\u0628 \u0627\u0633\u062a \u060c \u0648 \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062c\u0627\u062f\u0648 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f. \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u060c \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u06cc\u0645\u06cc \u0627\u0632 \u062d\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u0634\u06a9\u0644 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627 \u0647\u0645 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u06a9\u0648\u062f\u06a9 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0644\u0645\u0627\u062a \u0648 \u062c\u0645\u0644\u0627\u062a \u0628\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0628\u06cc \u0634\u0645\u0627\u0631\u06cc. \u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646 \u060c \u06a9\u0648\u062f\u06a9 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0632\u0645\u06cc\u0646\u0647 \u060c \u06af\u0631\u0627\u0645\u0631 \u0648 \u062d\u062a\u06cc \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0638\u0631\u06cc\u0641 \u0631\u0627 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0645\u0639\u0646\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u060c LLM \u0647\u0627 \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0645\u0647\u0627\u0631\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0632\u06cc\u0631\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1\"><\/span>\n<p>  \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\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%2Fplus.unsplash.com%2Fpremium_photo-1700483344376-a36e2afca858%3Fq%3D80%26w%3D1974%26auto%3Dformat%26fit%3Dcrop%26ixlib%3Drb-4.1.0%26ixid%3DM3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%253D%253D\" alt=\"\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\" loading=\"lazy\" width=\"1974\" height=\"1481\" title=\"\"><\/p>\n<p>\u0634\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u06cc\u06a9 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u0627\u0633\u06cc \u060c \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0647 \u062d\u0631\u0641 \u06cc\u0627 \u06a9\u0644\u0645\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0627\u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0622\u0646 \u0628\u0647 Chatgpt \u060c \u06cc\u0627 Claude \u060c \u06cc\u0627 BARD &#8211; \u0645\u062f\u0644 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0642\u0627\u0644\u0647 \u0628\u0646\u0648\u06cc\u0633\u0646\u062f \u060c \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u0627\u0633\u062e \u062f\u0647\u0646\u062f \u060c \u06a9\u062f \u0634\u0645\u0627 \u0631\u0627 \u0627\u0634\u06a9\u0627\u0644 \u0628\u0632\u0646\u0646\u062f \u060c \u0648 \u0628\u0647 \u0635\u062f\u0627 \u062f\u0631\u0622\u0645\u062f\u0647\u061f<\/p>\n<p>\u067e\u0627\u0633\u062e \u0627\u06cc\u0646 \u0627\u0633\u062a: <strong>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631.<\/strong><\/p>\n<p>\u0627\u06af\u0631 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0633\u0627\u0633\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u0634\u06cc\u0646 \u062d\u0633\u0627\u0628 \u062c\u06cc\u0628 \u0627\u0633\u062a &#8211; \u062f\u0631 \u062d\u0627\u0644 \u0648\u0631\u0648\u062f \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0648 \u067e\u0627\u0633\u062e \u062f\u0627\u062f\u0646 \u0628\u0647 \u0622\u0646\u0647\u0627 &#8211; <strong>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631<\/strong> \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0635\u0641\u062d\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0633\u0648\u067e\u0627\u067e \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0641\u0631\u0645\u0648\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u060c \u0645\u0627\u06a9\u0631\u0648 \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0642\u0637 \u0627\u0639\u062f\u0627\u062f \u0631\u0627 \u062e\u0631\u062f \u0646\u0645\u06cc \u06a9\u0646\u062f \u0628\u0644\u06a9\u0647 \u0632\u0645\u06cc\u0646\u0647 \u060c \u062f\u0646\u0628\u0627\u0644\u0647 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u062f\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0647\u06cc\u0686 \u0645\u062f\u0644 \u0642\u0628\u0644\u06cc \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f.<\/p>\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%2F8kxe8lra63aw4izx8lkc.png\" alt=\"\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\" loading=\"lazy\" width=\"800\" height=\"146\" title=\"\"><\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0633\u0633 \u0645\u062e\u0641\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0645\u06cc \u06a9\u0646\u062f \u060c \u06a9\u0627\u0648\u0634 \u06a9\u0646\u06cc\u0645. \u0648 \u0646\u06af\u0631\u0627\u0646 \u0646\u0628\u0627\u0634\u06cc\u062f &#8211; \u0645\u0627 \u0686\u06cc\u0632\u0647\u0627\u06cc \u0641\u0627\u0646\u062a\u0632\u06cc \u0631\u0627 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0647\u0645\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0634\u0647\u0648\u062f \u0631\u0648\u0632\u0645\u0631\u0647 \u0645\u06cc \u067e\u06cc\u0648\u0646\u062f\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D9%82%D8%AF%D8%B1%D8%AA_%D8%AA%D9%85%D8%B1%DA%A9%D8%B2_%D8%AE%D9%88%D8%AF_%D8%AA%D9%88%D8%AC%D9%87\"><\/span>\n<p>  1. \u0642\u062f\u0631\u062a \u062a\u0645\u0631\u06a9\u0632: \u062e\u0648\u062f \u062a\u0648\u062c\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u06cc\u062f:<\/p>\n<blockquote>\n<p><em>&#8220;\u062f\u062e\u062a\u0631 \u0628\u0647 \u0633\u06af \u062e\u0648\u062f \u0645\u0639\u0627\u0644\u062c\u0647 \u062f\u0627\u062f.&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u0648\u0642\u062a\u06cc \u0628\u0647 \u06a9\u0644\u0645\u0647 \u0631\u0633\u06cc\u062f\u06cc\u062f <em>&#8220;\u0627\u0648&#8221;<\/em>\u060c \u0645\u063a\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0622\u0646 \u067e\u06cc\u0648\u0646\u062f \u0645\u06cc \u062f\u0647\u062f <em>&#8220;\u062f\u062e\u062a\u0631&#8221;<\/em>\u0628\u0634\u0631 \u0634\u0645\u0627 \u062d\u062a\u06cc \u0628\u0647 \u0622\u0646 \u0641\u06a9\u0631 \u0646\u06a9\u0631\u062f\u06cc\u062f. \u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0635\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <strong>\u062f\u0631\u06a9 \u0645\u062a\u0646<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0634\u0627\u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u0622\u0646\u0647\u0627 \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a<\/strong> \u062f\u0631 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u0648 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a <strong>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u06a9\u0644\u0645\u0647 \u0641\u0639\u0644\u06cc<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062f\u0631 \u062a\u0644\u0627\u0634 \u0627\u0633\u062a \u062a\u0627 \u0628\u0641\u0647\u0645\u062f \u0686\u0647 \u0686\u06cc\u0632\u06cc <em>&#8220;\u0627\u0648&#8221;<\/em> \u0627\u0634\u0627\u0631\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0647 &#8220;\u062a\u0648\u062c\u0647&#8221; \u0631\u0627 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0647 &#8211; \u0628\u0647 \u0648\u06cc\u0698\u0647 &#8221; <em>&#8220;\u062f\u062e\u062a\u0631&#8221;<\/em>\u0628\u0634\u0631 \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u0628\u06cc\u0634\u062a\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f. \u062f\u06cc\u06af\u0631\u0627\u0646 \u060c \u0645\u0627\u0646\u0646\u062f <em>&#8220;A&#8221;<\/em> \u06cc\u0627 <em>&#8220;&#8221;<\/em>\u060c \u0628\u0647 \u0622\u0631\u0627\u0645\u06cc \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u06a9\u0646 \u06a9\u0644 \u062c\u0645\u0644\u0647 \u0648 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646\u0686\u0647 \u0645\u0631\u062a\u0628\u0637 \u0627\u0633\u062a <strong>\u062e\u0648\u062f\u062f\u0627\u0631\u06cc<\/strong>&#8211; \u0627\u0645\u0627 \u0635\u0627\u062f\u0642\u0627\u0646\u0647 \u060c \u0634\u0645\u0627 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f <strong>\u062e\u0648\u0627\u0646\u062f\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632<\/strong>\u0628\u0634\u0631<\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%B3%D8%B1%DB%8C%D8%B9_%D9%81%DA%A9%D8%B1_%DA%A9%D9%86%DB%8C%D8%AF_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D9%85%D9%88%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  2. \u0633\u0631\u06cc\u0639 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f: \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0622\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc AI \u0642\u062f\u06cc\u0645\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u062a\u0646 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0645\u06cc \u062e\u0648\u0627\u0646\u0646\u062f \u060c \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u062a\u062d\u0631\u06cc\u0631 \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u061f \u0622\u0646\u0647\u0627 RNN \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u062f\u0646\u062f \u0648 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0631\u062f\u0646\u062f \u060c \u062f\u0631\u062f\u0646\u0627\u06a9 \u0622\u0647\u0633\u062a\u0647 \u0648 \u0641\u0631\u0627\u0645\u0648\u0634\u06cc \u0628\u0648\u062f\u0646\u062f.<\/p>\n<p>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u06af\u0641\u062a\u0646\u062f \u060c &#8220;\u0686\u0631\u0627 \u0648\u0642\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0644 \u062c\u0645\u0644\u0647 \u0631\u0627 \u06cc\u06a9\u0628\u0627\u0631\u0647 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f \u060c \u06a9\u0644\u0645\u0647 \u0628\u0647 \u06a9\u0644\u0645\u0647 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f\u061f&#8221;<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0647 \u0622\u0631\u0627\u0645\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062a\u0646 \u062e\u0632\u06cc\u062f \u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0647\u0645\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0647 \u0647\u0645 \u0645\u06cc \u0632\u0646\u0646\u062f &#8211; \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u06a9\u0647 \u0645\u063a\u0632 \u0634\u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u06a9\u0627\u0645\u0644 \u0631\u0627 \u0627\u0633\u06a9\u0646 \u06a9\u0646\u062f \u0648 \u0641\u0648\u0631\u0627\u064b \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u06cc\u062f\u0646 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0628\u0627 \u0647\u0645 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f <strong>\u0633\u0631\u06cc\u0639<\/strong>\u0628\u0627 <strong>\u06a9\u0627\u0631\u0622\u0645\u062f<\/strong>\u060c \u0648 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0645\u062f\u0631\u0646 \u0645\u0627\u0646\u0646\u062f GPU. \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u06cc\u062f <em>\u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc<\/em>\u0641\u0642\u0637 \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0627 \u0647\u0631 \u062f\u0648 \u0686\u0634\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u0631\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u062f \u0628\u0627\u0632 \u0627\u0633\u062a.<\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"3_%D8%B5%D8%AD%D8%A8%D8%AA_%DA%A9%D8%B1%D8%AF%D9%86_%D8%A8%D9%87_%D8%B2%D8%A8%D8%A7%D9%86_%D9%85%D8%AF%D9%84_%D9%86%D8%B4%D8%A7%D9%86%D9%87_%D9%87%D8%A7_%D9%88_%D8%AA%D8%B9%D8%A8%DB%8C%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  3. \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0645\u062f\u0644: \u0646\u0634\u0627\u0646\u0647 \u0647\u0627 \u0648 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06af\u0631\u0641\u062a\u0646: \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0645\u062a\u0646 \u0631\u0627 \u062f\u0631\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f. \u062d\u062a\u06cc \u06a9\u0645\u06cc<\/p>\n<p>\u0622\u0646\u0647\u0627 \u0641\u0642\u0637 \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0635\u062d\u0628\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u0645\u061f<\/p>\n<p>\u0627\u0648\u0644 \u060c \u0645\u0627 <strong>\u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0628\u0634\u06a9\u0646\u06cc\u062f<\/strong>\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 <strong>\u062a\u0648\u06a9\u0646<\/strong>\u0628\u0634\u0631 \u0627\u06cc\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0645\u0644 \u06a9\u0644\u0645\u0627\u062a \u060c \u062a\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u062d\u062a\u06cc \u0641\u0642\u0637 \u062d\u0631\u0648\u0641 \u0628\u0627\u0634\u062f &#8211; \u0647\u0631\u0686\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062d\u0633 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u060c \u0645\u0627 <strong>\u0647\u0631 \u0646\u0634\u0627\u0646\u0647 \u0631\u0627 \u0628\u0647 \u0644\u06cc\u0633\u062a \u0627\u0639\u062f\u0627\u062f \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/strong>\u0628\u0634\u0631 \u0627\u06cc\u0646 \u0644\u06cc\u0633\u062a \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0645\u0639\u0646\u0627\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u06cc\u06a9 \u0627\u062b\u0631 \u0627\u0646\u06af\u0634\u062a \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u0628\u0631\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0627\u0633\u062a <em>&#8220;\u06af\u0631\u0628\u0647&#8221;<\/em>\u060c \u06cc\u0627 <em>&#8220;\u0627\u062c\u0631\u0627&#8221;<\/em>\u060c \u06cc\u0627 \u062d\u062a\u06cc <em>&#8220;xyz&#8221;<\/em>\u0628\u0634\u0631 \u0627\u06cc\u0646 \u0627\u062b\u0631 \u0627\u0646\u06af\u0634\u062a \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <strong>\u062a\u0639\u0628\u06cc\u0647<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0644\u0645\u0647 <em>&#8220;\u0633\u06cc\u0628&#8221;<\/em>\u060c \u0622\u0646\u0686\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u06cc \u0628\u06cc\u0646\u062f \u06cc\u06a9 \u0631\u062f\u06cc\u0641 \u0627\u0639\u062f\u0627\u062f \u0627\u0633\u062a \u060c \u0645\u0627\u0646\u0646\u062f <code>[0.2, -0.5, 1.3, \u2026]<\/code>\u0628\u0634\u0631 \u0648 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u06cc\u0627 \u0646\u0634\u0627\u0646\u0647 \u0631\u062f\u06cc\u0641 \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<p>\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062c\u0627\u062f\u0648\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u0627\u0639\u062f\u0627\u062f\u061f \u0627\u06cc\u0646 \u0641\u0642\u0637 <strong>\u062a\u0628\u062f\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631\u06a9 \u06a9\u0646\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"4_%D8%B3%D8%A7%D8%AE%D8%AA%D9%85%D8%A7%D9%86_%D9%85%D8%BA%D8%B2_%D9%84%D8%A7%DB%8C%D9%87_%D9%87%D8%A7_%D8%B1%D9%88%DB%8C_%D9%84%D8%A7%DB%8C%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  4. \u0633\u0627\u062e\u062a\u0645\u0627\u0646 \u0645\u063a\u0632: \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0631\u0648\u06cc \u0644\u0627\u06cc\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0627\u0644\u0627 \u0642\u0633\u0645\u062a \u062c\u0627\u0644\u0628 \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062a\u0646 \u0634\u0645\u0627 \u0628\u0647 \u0627\u0639\u062f\u0627\u062f \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f \u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0634\u0631\u0648\u0639 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0622\u0646 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0644\u0627\u06cc\u0647<\/strong>&#8211; \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc. \u0647\u0631 \u0644\u0627\u06cc\u0647 \u0634\u063a\u0644 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a <strong>\u062a\u0648\u062c\u0647 \u062a\u0648\u062c\u0647<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0646\u0686\u0647 \u062f\u0631 \u062c\u0645\u0644\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a<\/li>\n<li>\u06cc\u06a9 \u0642\u062f\u0631\u062a \u062f\u06cc\u06af\u0631 <strong>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u067e\u0627\u06a9 \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0646 \u0633\u0627\u062f\u0647 \u062a\u0631 \u0627\u0633\u062a (\u0645\u0627 \u0627\u06cc\u0646 \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u0631\u0627 \u0645\u06cc \u0646\u0627\u0645\u06cc\u0645)<\/li>\n<li>\u06cc\u06a9 \u0633\u0648\u0645 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a <strong>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0635\u0644\u06cc \u0631\u0627 \u0628\u0647 \u062f\u0627\u062e\u0644 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0632 \u0628\u06cc\u0646 \u0631\u0641\u062a\u0646 \u0622\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0631\u0627\u0647 (\u0628\u0647 \u0646\u0627\u0645 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647)<\/li>\n<\/ul>\n<p>\u0648 \u0633\u067e\u0633 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0644\u0627\u06cc\u0647 \u0628\u0639\u062f \u0627\u0632 \u0644\u0627\u06cc\u0647 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627\u0647\u0648\u0634 \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f &#8211; \u0645\u0627\u0646\u0646\u062f \u0634\u062e\u0635\u06cc \u06a9\u0647 \u062f\u0648\u0628\u0627\u0631\u0647 \u0648 \u062f\u0648\u0628\u0627\u0631\u0647 \u062c\u0645\u0644\u0647 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0646\u062f \u060c \u0647\u0631 \u0628\u0627\u0631 \u06a9\u0647 \u0638\u0631\u0627\u0641\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u060c \u0645\u062f\u0644 \u0641\u0642\u0637 \u0628\u0647 \u06a9\u0644\u0645\u0647 \u0646\u06af\u0627\u0647 \u0646\u0645\u06cc \u06a9\u0646\u062f <em>&#8220;\u0633\u06cc\u0628&#8221;<\/em>&#8211; \u0645\u06cc \u062f\u0627\u0646\u062f \u0645\u0646\u0638\u0648\u0631 \u0634\u0645\u0627 \u0627\u0632 \u0645\u06cc\u0648\u0647 \u060c \u0634\u0631\u06a9\u062a \u06cc\u0627 \u0631\u0646\u06af \u062a\u0644\u0641\u0646 \u062e\u0648\u062f \u0627\u0633\u062a.<\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D9%86%D8%A7%D8%A8%D8%B1%D8%A7%DB%8C%D9%86_%D9%88%D8%A7%D9%82%D8%B9%D8%A7%D9%8B_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1_%DA%86%DB%8C%D8%B3%D8%AA%D8%9F\"><\/span>\n<p>  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u0627\u064b \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0686\u06cc\u0633\u062a\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0645\u0647 \u0622\u0646 \u0631\u0627 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645 \u060c \u0628\u062f\u0648\u0646 \u0622\u0646\u06a9\u0647 \u0641\u0646\u06cc \u0635\u062d\u0628\u062a \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u0645\u0646 <strong>\u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u06cc\u06a9\u0628\u0627\u0631\u0647 \u0645\u06cc \u062e\u0648\u0627\u0646\u062f<\/strong>\u060c \u0646\u0647 \u06a9\u0644\u0645\u0647 \u0628\u0647 \u06a9\u0644\u0645\u0647<\/li>\n<li>\u0645\u0646 <strong>\u0631\u0648\u06cc \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0642\u0633\u0645\u062a \u0647\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f<\/strong> \u0627\u0632 \u06cc\u06a9 \u062c\u0645\u0644\u0647<\/li>\n<li>\u0645\u0646 <strong>\u0645\u0639\u0646\u0627\u06cc \u067e\u0634\u062a \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0645\u06cc \u0641\u0647\u0645\u062f<\/strong>\u060c \u0646\u0647 \u0641\u0642\u0637 \u062e\u0648\u062f \u06a9\u0644\u0645\u0627\u062a<\/li>\n<li>\u0645\u0646 <strong>\u062f\u0631\u06a9 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f<\/strong>\u060c \u0628\u0647\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<\/ul>\n<p>\u0648 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u0627\u064b \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0627\u0635 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u06a9\u0633\u06cc \u0631\u0627 \u0634\u0646\u06cc\u062f\u06cc\u062f <em>&#8220;\u062e\u0648\u062f\u0622\u06af\u0627\u0647\u06cc&#8221;<\/em> \u06cc\u0627 <em>&#8220;\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u062b\u0628\u062a&#8221;<\/em> \u06cc\u0627 <em>&#8220;\u0645\u0639\u0645\u0627\u0631\u06cc \u0686\u0646\u062f \u0633\u0631&#8221;<\/em>\u060c \u0641\u0642\u0637 \u0627\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/p>\n<blockquote>\n<p>&#8220;\u0622\u0647 \u0628\u0644\u0647 \u060c \u0627\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f \u0633\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0641\u0647\u0645\u062f \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0645\u0647\u0645 \u0627\u0633\u062a \u060c \u0686\u06cc\u0632\u0647\u0627 \u062f\u0631 \u06a9\u062c\u0627 \u0647\u0633\u062a\u0646\u062f \u0648 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0647\u0645\u0647 \u0631\u0627 \u062d\u0633 \u06a9\u0631\u062f.&#8221;<\/p>\n<\/blockquote>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_%D8%B3%D8%A7%D8%AE%D8%AA_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1_%D8%AE%D9%88%D8%AF_%D8%B1%D8%A7_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  \u0645\u0631\u062d\u0644\u0647 \u0633\u0627\u062e\u062a: \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062e\u0648\u062f \u0631\u0627 \u0645\u0647\u0646\u062f\u0633\u06cc \u06a9\u0646\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0633\u0631\u0622\u0634\u067e\u0632 \u062f\u0631 \u0622\u0634\u067e\u0632\u062e\u0627\u0646\u0647 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f. \u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u062f\u0631 \u0634\u0645\u0627 \u0645\u0648\u0627\u062f \u0627\u0648\u0644\u06cc\u0647 (\u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646) \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0631\u0632 \u0645\u0627\u0647\u0631\u0627\u0646\u0647 \u0627\u06cc \u0628\u0647 \u0648\u0639\u062f\u0647 \u0647\u0627\u06cc \u063a\u0630\u0627\u06cc\u06cc \u062e\u0648\u0634\u0645\u0632\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u060c \u06cc\u06a9 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0686\u06cc\u0632\u06cc \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f &#8211; \u062e\u0648\u0627\u0647 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u06a9\u0627\u0645\u0644 \u0628\u0627\u0634\u062f \u060c \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u06cc\u0627 \u062d\u062a\u06cc \u06cc\u06a9 \u0634\u0639\u0631 \u0632\u06cc\u0628\u0627.<br \/>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0647\u0631 \u0645\u0624\u0644\u0641\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0633\u0627\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Tokenizer_%D8%AE%D8%B1%D8%AF_%DA%A9%D8%B1%D8%AF%D9%86_%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D9%87_%D8%AA%DA%A9%D9%87_%D9%87%D8%A7%DB%8C_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%D9%87_%D9%86%DB%8C%D8%B4\"><\/span>\n<p>  1. Tokenizer: \u062e\u0631\u062f \u06a9\u0631\u062f\u0646 \u0632\u0628\u0627\u0646 \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u0646\u06cc\u0634<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%2Fsnsru9os8yj6ajwf8hde.png\" alt=\"\u0645\u062b\u0627\u0644 \u0633\u0627\u0632\u06cc\" loading=\"lazy\" width=\"792\" height=\"708\" title=\"\"><\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u06a9 \u062c\u0645\u0644\u0647 &#8220;\u0641\u06a9\u0631&#8221; \u06a9\u0646\u062f \u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631\u06a9 \u06a9\u0646\u062f \u060c \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 Tokenizer \u0627\u0633\u062a.<br \/>\u0628\u0647 \u062c\u0627\u06cc \u062a\u063a\u0630\u06cc\u0647 \u06a9\u0627\u0645\u0644 \u06a9\u0644\u0645\u0627\u062a \u06cc\u0627 \u062d\u0631\u0648\u0641 \u060c \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u062f\u0627\u062e\u0644 \u0645\u06cc \u0634\u06a9\u0646\u06cc\u0645 <strong>\u0642\u0637\u0639\u0627\u062a \u0632\u06cc\u0631\u0632\u0645\u06cc\u0646\u06cc<\/strong>\u0642\u0637\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f &#8220;\u062a\u0631\u0627\u0646\u0633&#8221; \u060c &#8220;\u0641\u0631\u0645&#8221; \u0648 &#8220;ERS&#8221;. \u0686\u0631\u0627\u061f \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\u06a9\u0644\u0645\u0627\u062a \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0631\u0627 \u062a\u0648\u0633\u0637 \u0642\u0637\u0639\u0627\u062a \u0622\u0646\u0647\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f (\u0645\u0627\u0646\u0646\u062f \u0641\u0647\u0645\u06cc\u062f\u0646 &#8220;\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631&#8221; \u062d\u062a\u06cc \u0627\u06af\u0631 \u0647\u0631\u06af\u0632 \u0622\u0646 \u0631\u0627 \u0646\u062f\u06cc\u062f\u0647 \u0627\u0633\u062a)<\/li>\n<li>\u0648\u0627\u0698\u06af\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u0642\u0627\u0628\u0644 \u06a9\u0646\u062a\u0631\u0644 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f (\u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0646\u06cc\u0633\u062a) \u0634\u0645\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0645\u06cc \u062f\u0647\u06cc\u062f:> <em>&#8220;\u0645\u0646 \u062f\u0631 \u062d\u0627\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0647\u0633\u062a\u0645.&#8221;<\/em>\n<\/li>\n<\/ul>\n<p>\u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0632\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u062f:<\/p>\n<blockquote>\n[\u201cI\u201d, \u201c\u2019m\u201d, \u201clearn\u201d, \u201cing\u201d, \u201ctransform\u201d, \u201cers\u201d, \u201c.\u201d]\n<\/blockquote>\n<p>\u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0641\u0642\u0637 \u062e\u0631\u062f \u06a9\u0631\u062f\u0646 \u0645\u0648\u0627\u062f \u0634\u0645\u0627 \u0642\u0628\u0644 \u0627\u0632 \u067e\u062e\u062a \u0648 \u067e\u0632 \u0627\u0633\u062a. \u062f\u0631 Tech Speak \u060c \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u0635\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <em>\u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc<\/em><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%D9%84%D8%A7%DB%8C%D9%87_%D8%AC%D8%A7%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%DA%A9%D9%84%D9%85%D8%A7%D8%AA_%D8%A8%D9%87_%D8%A7%D8%B9%D8%AF%D8%A7%D8%AF\"><\/span>\n<p>  2. \u0644\u0627\u06cc\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc: \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 \u0627\u0639\u062f\u0627\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0642\u0637\u0639\u0627\u062a \u062a\u0648\u06a9\u0646 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u06cc\u0645 \u060c \u0628\u0627\u06cc\u062f \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062f\u0644 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u062f: \u0627\u0639\u062f\u0627\u062f.<\/p>\n<p>\u0644\u0627\u06cc\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f <strong>\u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u06cc\u06a9 \u0627\u062b\u0631 \u0627\u0646\u06af\u0634\u062a \u0645\u0646\u062d\u0635\u0631 \u0628\u0647 \u0641\u0631\u062f<\/strong>\u060c \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u062f\u0647 \u0647\u0627 (\u06cc\u0627 \u0635\u062f\u0647\u0627) \u0634\u0645\u0627\u0631\u0647. \u0627\u06cc\u0646\u0647\u0627 \u0641\u0642\u0637 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f &#8211; \u0622\u0646\u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0638\u0631\u06cc\u0641 \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>\u0645\u0639\u0646\u0627\u06cc \u06a9\u0644\u0645\u0647 \u0686\u06cc\u0633\u062a<\/li>\n<li>\u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li>\u0627\u0631\u062a\u0628\u0627\u0637 \u0622\u0646 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u062f\u06cc\u06af\u0631<\/li>\n<\/ul>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06a9\u0644\u0645\u0647 <em>&#8220;\u067e\u0627\u062f\u0634\u0627\u0647&#8221;<\/em> \u0648\u062a <em>&#8220;\u0645\u0644\u06a9\u0647&#8221;<\/em> \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u0639\u0628\u06cc\u0647\u0627\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0634\u0627\u0628\u0647\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u060c \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u062c\u0646\u0633\u06cc\u062a \u06a9\u0645\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u062f\u0644 &#8220;\u062f\u0631\u06a9&#8221; \u0645\u0639\u0646\u06cc \u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u0627\u0631\u06cc\u0641 \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0632 \u0646\u0638\u0631 \u0633\u0627\u062f\u0647: \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0631\u06cc\u0627\u0636\u06cc \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%D8%B1%D9%85%D8%B2%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%85%D9%88%D9%82%D8%B9%DB%8C%D8%AA%DB%8C_%D8%A8%D9%87_%DB%8C%D8%A7%D8%AF_%D8%A2%D9%88%D8%B1%D8%AF%D9%86_%D8%B3%D9%81%D8%A7%D8%B1%D8%B4_%DA%A9%D9%84%D9%85%D9%87\"><\/span>\n<p>  3. \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0642\u0639\u06cc\u062a\u06cc: \u0628\u0647 \u06cc\u0627\u062f \u0622\u0648\u0631\u062f\u0646 \u0633\u0641\u0627\u0631\u0634 \u06a9\u0644\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0686\u06cc\u0632 \u0639\u062c\u06cc\u0628 \u0627\u0633\u062a: \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0633\u062e\u0646\u0627\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0646\u0645\u06cc \u062f\u0627\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u0628\u062f\u0647\u06cc\u062f <em>&#8220;\u06af\u0631\u0628\u0647 \u0631\u0648\u06cc \u062a\u0634\u06a9 \u0646\u0634\u0633\u062a&#8221;<\/em>\u060c \u0641\u0642\u0637 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u06a9\u06cc\u0633\u0647 \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f: [cat, mat, the, sat, on, the]\u0628\u0634\u0631 \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0627\u0633\u062a \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0631 \u06a9\u0644\u0645\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a!<\/p>\n<p><strong>\u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u0648\u0636\u0639\u06cc<\/strong> \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u06a9\u0645\u06cc \u0637\u0639\u0645 \u0628\u0647 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0631 \u0646\u0634\u0627\u0646\u0647 \u062d\u0644 \u0645\u06cc \u06a9\u0646\u062f &#8211; \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u0686\u0633\u0628 \u0632\u062f\u0646 \u0622\u0646 \u0628\u0627 \u0645\u0648\u0642\u0639\u06cc\u062a \u062e\u0648\u062f \u062f\u0631 \u062c\u0645\u0644\u0647. \u0645\u062b\u0644 \u06af\u0641\u062a\u0646:<\/p>\n<ul>\n<li>\u0627\u06cc\u0646 \u0627\u0633\u062a <strong>\u0627\u0648\u0644\u06cc<\/strong> \u06a9\u0644\u0627\u0645<\/li>\n<li>\u0627\u06cc\u0646 \u0627\u0633\u062a <strong>\u062f\u0648\u0645<\/strong>\n<\/li>\n<li>\u0627\u06cc\u0646 \u06cc\u06a9\u06cc \u0622\u0645\u062f <strong>\u0622\u062e\u0631\u06cc\u0646<\/strong>\n<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c \u0645\u062f\u0644 \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0627\u0646\u062f <em>&#8220;\u06af\u0631\u0628\u0647 \u0631\u0648\u06cc \u062a\u0634\u06a9 \u0646\u0634\u0633\u062a&#8221;<\/em> \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 <em>&#8220;\u0645\u0627\u062a \u0631\u0648\u06cc \u06af\u0631\u0628\u0647 \u0646\u0634\u0633\u062a&#8221;<\/em> (\u06a9\u0647 \u06cc\u06a9 \u062f\u0627\u0633\u062a\u0627\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f!).<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_%D8%AE%D9%88%D8%AF_%D8%AA%D9%88%D8%AC%D9%87_%DA%86%D9%86%D8%AF_%D8%B3%D8%B1_%D8%AA%D9%81%DA%A9%D8%B1_%D8%A8%D8%A7_%D9%85%D8%AD%D9%88%D8%B1%DB%8C%D8%AA_%D9%84%DB%8C%D8%B2%D8%B1\"><\/span>\n<p>  4. \u062e\u0648\u062f \u062a\u0648\u062c\u0647 \u0686\u0646\u062f \u0633\u0631: \u062a\u0641\u06a9\u0631 \u0628\u0627 \u0645\u062d\u0648\u0631\u06cc\u062a \u0644\u06cc\u0632\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0627\u0628\u0631\u0642\u062f\u0631\u062a \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0627\u0633\u062a. \u0647\u0646\u06af\u0627\u0645 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u060c \u0645\u062f\u0644 \u0641\u0642\u0637 \u062f\u0631 \u0627\u0646\u0632\u0648\u0627 \u0628\u0647 \u0622\u0646 \u0646\u06af\u0627\u0647 \u0646\u0645\u06cc \u06a9\u0646\u062f. \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f <strong>\u062f\u0631 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0631 \u062c\u0645\u0644\u0647<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0686\u06cc\u0632<\/p>\n<p>\u0628\u06af\u0648\u06cc\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0647 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<blockquote>\n<p><em>&#8220;\u0633\u06af \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06af\u0631\u0633\u0646\u06af\u06cc \u067e\u0627\u0631\u0633 \u06a9\u0631\u062f.&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u0686\u0647 \u0645\u06cc \u06a9\u0646\u062f <em>&#8220;\u0622\u0646&#8221;<\/em> \u0645\u0631\u0627\u062c\u0639\u0647 \u0628\u0647\u061f \u0645\u062f\u0644 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0639\u0642\u0628 \u0646\u06af\u0627\u0647 \u06a9\u0646\u062f <em>&#8220;\u0633\u06af&#8221;<\/em> \u0648 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0633\u062a\u0627\u0631\u0647 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062e\u0648\u062f\u0622\u06af\u0627\u0647\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0627\u062f\u0646 \u06cc\u06a9 \u062c\u0641\u062a \u0639\u06cc\u0646\u06a9 \u0628\u0627 \u0642\u062f\u0631\u062a \u0628\u0627\u0644\u0627 \u0627\u0633\u062a-\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0644\u0645\u0627\u062a \u0645\u0647\u0645 \u0631\u0627 \u0628\u0632\u0631\u06af\u0646\u0645\u0627\u06cc\u06cc \u06a9\u0646\u062f \u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u062c\u0645\u0644\u0647 \u062f\u0648\u0631 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<p>\u0648\u062a <strong>\u0686\u0646\u062f \u0633\u0631<\/strong> \u0641\u0642\u0637 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0645\u06cc \u067e\u0648\u0634\u062f <em>\u0639\u06cc\u0646\u06a9 \u0645\u062a\u0639\u062f\u062f \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646<\/em>\u060c \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u0686\u06cc\u0632 \u0645\u062a\u0641\u0627\u0648\u062a \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u0646\u062f: \u0645\u0648\u0636\u0648\u0639 \u060c \u0644\u062d\u0646 \u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u0628\u0627\u0646 \u0648 \u063a\u06cc\u0631\u0647<\/p>\n<p>\u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0627\u06cc\u0646 \u0627\u0635\u0637\u0644\u0627\u062d \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u06cc\u062f <em>\u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u0686\u0646\u062f \u0633\u0631<\/em>\u0628\u0634\u0631 \u0641\u0642\u0637 \u0628\u0647 \u0622\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f <strong>\u0631\u0648\u0634 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0647 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0628\u0627\u06cc\u062f \u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_%D8%B4%D8%A8%DA%A9%D9%87_%D8%AA%D8%BA%D8%B0%DB%8C%D9%87_%D8%B1%D9%88_%D8%A8%D9%87_%D8%AC%D9%84%D9%88_%D8%AA%D9%81%DA%A9%D8%B1_%D8%B9%D9%85%DB%8C%D9%82_%D8%AA%D8%B1_%D8%AF%D8%B1_%D8%A7%DB%8C%D9%86%D8%AC%D8%A7_%D8%A7%D8%AA%D9%81%D8%A7%D9%82_%D9%85%DB%8C_%D8%A7%D9%81%D8%AA%D8%AF\"><\/span>\n<p>  5. \u0634\u0628\u06a9\u0647 \u062a\u063a\u0630\u06cc\u0647 \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648: \u062a\u0641\u06a9\u0631 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0633 \u0627\u0632 \u062a\u0648\u062c\u0647 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0631\u0648\u06cc \u0686\u0647 \u0686\u06cc\u0632\u06cc \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f \u060c \u0645\u062f\u0644 \u0622\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0645\u063a\u0632 \u06a9\u0648\u0686\u06a9 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f &#8211; \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0633\u0627\u062f\u0647 \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0647 \u0645\u0639\u0646\u06cc \u0631\u0627 \u0645\u062e\u0644\u0648\u0637 \u060c \u062a\u0628\u062f\u06cc\u0644 \u0648 \u0627\u0635\u0644\u0627\u062d \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<ul>\n<li>&#8220;\u06af\u0631\u0628\u0647&#8221; \u0648 &#8220;\u0628\u0686\u0647 \u06af\u0631\u0628\u0647&#8221; \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646\u062f<\/li>\n<li>&#8220;\u067e\u0648\u0633\u062a&#8221; \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0635\u062f\u0627 \u06cc\u0627 \u062f\u0631\u062e\u062a \u0628\u0627\u0634\u062f (\u0628\u0633\u062a\u0647 \u0628\u0647 \u0645\u062a\u0646)<\/li>\n<li>&#8220;Run Code&#8221; \u0628\u0627 &#8220;\u0631\u0641\u062a\u0646 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc&#8221; \u0628\u0633\u06cc\u0627\u0631 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0648 \u0639\u0645\u0642 \u0631\u0627 \u0628\u0647 \u062f\u0631\u06a9 \u0645\u062f\u0644 \u0645\u06cc \u0627\u0641\u0632\u0627\u06cc\u062f. \u0627\u0632 \u0646\u0638\u0631 \u0641\u0646\u06cc \u060c \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 a \u0645\u06cc \u0646\u0627\u0645\u06cc\u0645 <strong>\u0634\u0628\u06a9\u0647 \u0641\u06cc\u062f\u0631<\/strong>\u060c \u0627\u0645\u0627 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f <strong>\u0645\u0631\u062d\u0644\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0645\u06cc\u0642 \u062a\u0631<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_%D8%B9%D8%A7%D8%AF%DB%8C_%D8%B3%D8%A7%D8%B2%DB%8C_%D9%84%D8%A7%DB%8C%D9%87_%D8%A7%D8%AA%D8%B5%D8%A7%D9%84%D8%A7%D8%AA_%D8%A8%D8%A7%D9%82%DB%8C%D9%85%D8%A7%D9%86%D8%AF%D9%87_%D9%86%DA%AF%D9%87_%D8%AF%D8%A7%D8%B4%D8%AA%D9%86_%D8%A2%D9%86_%D9%87%D9%85%D9%87_%D9%85%D8%AA%D8%B9%D8%A7%D8%AF%D9%84\"><\/span>\n<p>  6. \u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc \u0644\u0627\u06cc\u0647 + \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647: \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0622\u0646 \u0647\u0645\u0647 \u0645\u062a\u0639\u0627\u062f\u0644<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0648\u0642\u062a\u06cc \u062f\u0631 \u062d\u0627\u0644 \u067e\u062e\u062a\u0646 \u0686\u06cc\u0632\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0647\u0633\u062a\u06cc\u062f \u060c \u0628\u0627\u06cc\u062f <strong>\u0627\u063a\u0644\u0628 \u0627\u0648\u0642\u0627\u062a \u0647\u0645 \u0628\u0632\u0646\u06cc\u062f \u0648 \u0647\u0631\u0686\u0647 \u0645\u06cc \u0631\u0648\u06cc\u062f \u0637\u0639\u0645 \u062f\u0647\u06cc\u062f<\/strong>\u060c \u06cc\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0637\u0639\u0645 \u062f\u0647\u0646\u062f\u0647 \u0647\u0627 \u06af\u0645 \u0634\u0648\u0646\u062f \u060c \u06cc\u0627 \u0628\u062f\u062a\u0631 \u0627\u0632 \u0622\u0646 &#8211; \u0633\u0648\u062e\u062a\u06af\u06cc!<\/p>\n<p>\u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u06a9\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u0624\u0644\u0641\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u0627\u0642\u06cc\u0645\u0627\u0646\u062f\u0647<\/strong> \u0645\u0648\u0627\u062f \u0627\u0635\u0644\u06cc \u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0645\u062e\u0644\u0648\u0637 \u06a9\u0646\u06cc\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0634\u0631\u0648\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li>\n<strong>\u0639\u0627\u062f\u06cc \u0633\u0627\u0632\u06cc<\/strong> \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0627\u0639\u062f\u0627\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062e\u06cc\u0644\u06cc \u0628\u0632\u0631\u06af \u060c \u062e\u06cc\u0644\u06cc \u06a9\u0648\u0686\u06a9 \u06cc\u0627 \u062e\u06cc\u0644\u06cc \u0639\u062c\u06cc\u0628 \u0646\u06cc\u0633\u062a\u0646\u062f<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0647\u062a\u0631 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f \u060c \u067e\u0627\u06cc\u062f\u0627\u0631 \u0628\u0645\u0627\u0646\u062f \u0648 <strong>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0632\u0631\u06af \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f<\/strong>\u0628\u0634\u0631 \u0634\u0645\u0627 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0622\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f <strong>\u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0645\u062a\u0639\u0627\u062f\u0644 \u0648 \u06cc\u06a9\u062f\u0633\u062a<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_%D8%B1%D9%85%D8%B2%DA%AF%D8%B4%D8%A7%DB%8C%DB%8C_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D9%88%D9%84%DB%8C%D8%AF_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C\"><\/span>\n<p>  7. \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc (\u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc)<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0648\u0631\u0648\u062f\u06cc \u0634\u0645\u0627 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0647 \u0639\u0642\u0628 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646\u062c\u0627\u0633\u062a <strong>\u0631\u0645\u0632<\/strong> \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f. \u062a\u0645\u0627\u0645 \u0627\u0641\u06a9\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f <strong>\u0646\u0634\u0627\u0646\u0647 \u0628\u0639\u062f\u06cc<\/strong>\u060c \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u062f\u0631 \u06cc\u06a9 \u0632\u0645\u0627\u0646 \u060c \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u06cc\u06a9 \u062c\u0645\u0644\u0647 \u06a9\u0627\u0645\u0644 \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0627\u06cc\u0646 \u0639\u0628\u0627\u0631\u062a \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0628\u062f\u0647\u06cc\u062f:<\/p>\n<blockquote>\n<p><em>&#8220;\u0631\u0648\u0632\u06cc&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u0627\u0645\u0644 \u0634\u0648\u062f:<\/p>\n<blockquote>\n<p><em>&#8220;\u0632\u0645\u0627\u0646 \u060c \u0627\u0698\u062f\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a &#8230;&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0645\u0639\u06a9\u0648\u0633 \u0628\u0639\u062f\u06cc \u060c \u0633\u067e\u0633 \u06cc\u06a9\u06cc \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0635\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <strong>\u062a\u0648\u0644\u06cc\u062f \u0632\u0628\u0627\u0646\u06cc<\/strong>\u0628\u0634\u0631<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%84%D8%A7%D8%B2%D9%85_%D9%86%DB%8C%D8%B3%D8%AA_%D9%87%D9%85%D9%87_%DA%86%DB%8C%D8%B2_%D8%B1%D8%A7_%D8%A7%D8%B2_%D8%A7%D8%A8%D8%AA%D8%AF%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF\"><\/span>\n<p>  \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062e\u0628\u0631 \u062e\u0648\u0628\u061f \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u06a9\u062f\u06af\u0630\u0627\u0631\u06cc \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0647\u0627 \u0628\u0627 \u062f\u0633\u062a \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u0646\u062f <strong>\u067e\u06cc\u062a\u0648\u0631\u0686<\/strong> \u0648\u062a <strong>\u062a\u0627\u0646\u0633\u0648\u0631 \u067e\u0631<\/strong> \u0628\u0627 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u067e\u0644\u0627\u06af\u06cc\u0646 \u0648 \u0628\u0627\u0632\u06cc \u0627\u0632 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u0628\u0644\u0648\u06a9 \u0647\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u062e\u062a \u0628\u0627 \u0644\u06af\u0648 \u0628\u0647 \u062c\u0627\u06cc \u062d\u06a9 \u06a9\u0631\u062f\u0646 \u0628\u0644\u0648\u06a9 \u0627\u0632 \u0633\u0646\u06af \u0627\u0633\u062a.<\/p>\n<p>\u0634\u0645\u0627 \u0641\u0642\u0637 \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u062f <strong>\u0622\u0646\u0686\u0647 \u0647\u0631 \u0642\u0637\u0639\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f<\/strong>\u060c \u0686\u06af\u0648\u0646\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0647\u0645 \u0648\u0635\u0644 \u06a9\u0646\u06cc\u0645 \u060c \u0648 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06a9\u0644 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%BA%D8%B0%DB%8C%D9%87_LLM_%D8%AF%D8%B1%D9%85%D8%A7%D9%86_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span>\n<p>  \u062a\u063a\u0630\u06cc\u0647 LLM: \u062f\u0631\u0645\u0627\u0646 \u062f\u0627\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\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%2Fimages.unsplash.com%2Fphoto-1741795746404-41018f3f7327%3Ffm%3Djpg%26q%3D60%26w%3D3000%26ixlib%3Drb-4.1.0%26ixid%3DM3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%253D%253D\" alt=\"\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\" loading=\"lazy\" width=\"760\" height=\"506\" title=\"\"><\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u0648\u0627\u0642\u0639\u06cc\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<br \/>\u0645\u0647\u0645 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0686\u0642\u062f\u0631 \u0645\u062f\u0644 \u0634\u0645\u0627 \u0641\u0627\u0646\u062a\u0632\u06cc \u0627\u0633\u062a \u060c \u0686\u06cc\u0632\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0646\u0645\u06cc \u06af\u0648\u06cc\u062f \u0645\u06af\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u06cc\u0632\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u062f\u06cc\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632 \u0628\u0647 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u062e\u0648\u062f \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f. \u06cc\u06a9 \u0645\u0648\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0634\u062a\u0627\u0642. \u0627\u06cc\u0646 \u0628\u0627 \u062f\u0627\u0646\u0634 \u062f\u0627\u062e\u0644\u06cc \u0647\u0645\u0631\u0627\u0647 \u0646\u06cc\u0633\u062a-\u06a9\u0627\u0645\u0644\u0627\u064b \u0627\u0632 \u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u062f \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0633\u0637\u0644 \u0632\u0628\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u060c \u0633\u0637\u0644 \u0632\u0628\u0627\u0644\u0647 \u0631\u0627 \u062a\u0641 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0637\u0644\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u060c \u062e\u0648\u0628 &#8230; \u067e\u0633 \u062c\u0627\u062f\u0648 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0642\u0633\u0645\u062a \u0633\u0627\u062e\u062a \u06cc\u06a9 LLM \u0628\u0627\u0634\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%D9%87_%DA%86%D9%87_%D9%86%D9%88%D8%B9_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A7%DB%8C_%D9%86%DB%8C%D8%A7%D8%B2_%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F\"><\/span>\n<p>  \u0628\u0647 \u0686\u0647 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646 \u060c \u0645\u062f\u0644 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u0627\u0646\u0633\u0627\u0646 \u0628\u062e\u0648\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0637\u0627\u0644\u0628 \u0646\u0648\u0634\u062a\u0627\u0631\u06cc \u0631\u0627 \u0628\u0644\u0639\u06cc\u062f &#8211; \u0647\u0631 \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627 \u0635\u062d\u0628\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li>\u06a9\u062a\u0627\u0628 \u0647\u0627-\u062f\u0627\u0633\u062a\u0627\u0646 \u060c \u063a\u06cc\u0631 \u062f\u0627\u0633\u062a\u0627\u0646\u06cc \u060c \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u060c \u0631\u0645\u0627\u0646 \u0647\u0627\u06cc \u0645\u0628\u0647\u0645 \u0648 \u0645\u0628\u0647\u0645-\u0627\u06cc\u0646 \u0647\u0645\u0647 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a<\/li>\n<li>\u0648\u06cc\u06a9\u06cc \u067e\u062f\u06cc\u0627-\u062f\u0627\u0646\u0634 \u0639\u0645\u0648\u0645\u06cc \u060c \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647<\/li>\n<li>\u0645\u0642\u0627\u0644\u0627\u062a \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc &#8211; \u0628\u0631\u0627\u06cc \u0644\u062d\u0646 \u0631\u0633\u0645\u06cc \u0648 \u0627\u06cc\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647<\/li>\n<li>\u0645\u06a9\u0627\u0644\u0645\u0627\u062a &#8211; \u06af\u0641\u062a\u06af\u0648 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0686\u06af\u0648\u0646\u0647 \u0645\u0631\u062f\u0645 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0635\u062d\u0628\u062a \u06a9\u0646\u0646\u062f<\/li>\n<li>\u06a9\u062f &#8211; \u0628\u0644\u0647 \u060c \u062d\u062a\u06cc \u0632\u0628\u0627\u0646\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u062e\u0634\u06cc \u0627\u0632 \u0631\u0698\u06cc\u0645 \u063a\u0630\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f!<\/li>\n<li>\u0645\u0642\u0627\u0644\u0627\u062a \u0648 \u0648\u0628\u0644\u0627\u06af \u0647\u0627 &#8211; \u0646\u0638\u0631\u0627\u062a \u0645\u062a\u0646\u0648\u0639 \u060c \u062a\u0646 \u0648 \u0633\u0628\u06a9 \u0646\u0648\u0634\u062a\u0646<\/li>\n<\/ul>\n<p>\u0627\u06cc\u062f\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u062f\u0644 \u0628\u0648\u0641\u0647 \u0627\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u0627\u0646\u0633\u0627\u0646\u06cc \u0628\u062f\u0647\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0646\u0647 \u062a\u0646\u0647\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u060c \u0628\u0644\u06a9\u0647 \u06af\u0631\u0627\u0645\u0631 \u060c \u0638\u0631\u0627\u0641\u062a \u060c \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u060c \u0632\u0645\u06cc\u0646\u0647 \u0648 \u0645\u0646\u0637\u0642 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%85%D8%A7_%D9%81%D9%82%D8%B7_%D8%A8%D9%87_%D8%A2%D9%86_%D8%BA%D8%B0%D8%A7_%D9%86%D8%AF%D9%87%DB%8C%D8%AF_%E2%80%A6\"><\/span>\n<p>  \u0627\u0645\u0627 \u0641\u0642\u0637 \u0628\u0647 \u0622\u0646 \u063a\u0630\u0627 \u0646\u062f\u0647\u06cc\u062f &#8230;<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631\u0633\u062a \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0627\u062c\u0627\u0632\u0647 \u0646\u0645\u06cc \u062f\u0647\u06cc\u062f \u06a9\u0648\u062f\u06a9 \u0628\u0627 \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0627\u0632 \u0642\u0637\u0639\u0627\u062a \u067e\u0627\u0632\u0644 \u0646\u0627\u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627\u0632\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u06a9\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0628\u0627 \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0646\u062f \u060c \u0646\u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0641\u06cc\u0644\u062a\u0631 \u0646\u0634\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f. \u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u067e\u0627\u0632\u0644 \u06a9\u0627\u0645\u0644 \u0628\u0647 \u0642\u0637\u0639\u0627\u062a \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u062a\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u0646\u062f \u060c \u0645\u062f\u0644 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0645\u0646\u0633\u062c\u0645 \u0648 \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0648 \u0645\u0631\u062a\u0628\u0637 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0631\u0627\u062d\u0644 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u0646\u0642\u0627\u0637 \u0645\u062e\u062a\u0635\u0631 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<strong>\u062f\u0642\u062a<\/strong>: \u0635\u062d\u062a \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u0642\u0627\u0644\u0628 \u0628\u0646\u062f\u06cc<\/strong>: \u0646\u0645\u0627\u062f\u0647\u0627 \u0648 \u0639\u0644\u0627\u0645\u062a \u0647\u0627\u06cc \u063a\u06cc\u0631\u0645\u0639\u0645\u0648\u0644 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u062a\u0639\u0635\u0628 \u0648 \u06af\u0641\u062a\u0627\u0631 \u0645\u0636\u0631<\/strong>: \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0648\u0647\u06cc\u0646 \u0622\u0645\u06cc\u0632 \u06cc\u0627 \u06af\u0645\u0631\u0627\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n<li>\n<strong>\u062a\u06a9\u0630\u06cc\u0628<\/strong>: \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0639\u0635\u0628 \u060c \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/strong>: \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u0633\u0627\u0633 \u0645\u0627\u0646\u0646\u062f \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ol>\n<p>\u0686\u0642\u062f\u0631 \u062f\u0627\u062f\u0647 \u0635\u062d\u0628\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645\u061f<br \/>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0628\u0647 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u062a\u0639\u062f\u0627\u062f \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 (\u0646\u0634\u0627\u0646\u0647 \u0647\u0627)<br \/>GPT-3 175 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f ~ 0.5 \u062a\u0631\u06cc\u0644\u06cc\u0648\u0646 \u062a\u0648\u06a9\u0646<br \/>Llama 2 70 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f ~ 2 \u062a\u0631\u06cc\u0644\u06cc\u0648\u0646 \u0646\u0634\u0627\u0646\u0647<br \/>Falcon 180 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f ~ 3.5 \u062a\u0631\u06cc\u0644\u06cc\u0648\u0646 \u0646\u0634\u0627\u0646\u0647<\/p>\n<p>\u06cc\u0627\u062f\u0622\u0648\u0631\u06cc:<br \/>1 \u062a\u0648\u06a9\u0646 \u2248 \u06cc\u06a9 \u06a9\u0644\u0645\u0647<br \/>100000 \u062a\u0648\u06a9\u0646 \u2248 \u06cc\u06a9 \u0631\u0645\u0627\u0646 \u06a9\u0627\u0645\u0644<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 GPT-3 \u0645\u0639\u0627\u062f\u0644 5 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0631\u0645\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u0627\u0646\u062f.<\/p>\n<p>\u0627\u0645\u0627 \u0648\u062d\u0634\u062a \u0646\u06a9\u0646\u06cc\u062f &#8211; \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0628\u0632\u0631\u06af \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06a9\u0645\u062a\u0631\u06cc \u0648 \u0645\u0642\u062f\u0627\u0631 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0631\u0642\u0627\u0628\u062a \u0645\u062d\u0644\u06cc \u0628\u0647 \u062c\u0627\u06cc \u0627\u0644\u0645\u067e\u06cc\u06a9.<\/p>\n<p>\u06a9\u0648\u0686\u06a9 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. \u0633\u0631\u06cc\u0639 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0645\u0642\u06cc\u0627\u0633 \u0639\u0627\u0642\u0644\u0627\u0646\u0647<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0628\u062e\u0634\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0627\u0631 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f &#8211; \u0627\u0645\u062a\u062d\u0627\u0646 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u062e\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f \u060c \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u0631\u0633\u06cc \u067e\u0627\u0633\u062e \u0647\u0627 \u0628\u0627 \u0646\u06af\u0627\u0647 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u06a9\u0644\u06cc\u062f \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0627\u06cc\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a \u060c \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u063a\u06cc\u0628 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062f\u0627\u0646\u06cc\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0639\u0645\u06cc\u0645 \u06cc\u0627\u0628\u062f \u060c \u0646\u0647 \u0641\u0642\u0637 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0633\u067e\u0631\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"TL_%D8%9B_DR_%E2%80%93_%D9%82%D9%88%D8%A7%D9%86%DB%8C%D9%86_%D8%B7%D9%84%D8%A7%DB%8C%DB%8C_%D8%AF%D8%B1_%D8%B2%D9%85%DB%8C%D9%86%D9%87_%D8%AF%D8%B1%D9%85%D8%A7%D9%86_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  TL \u061b DR &#8211; \u0642\u0648\u0627\u0646\u06cc\u0646 \u0637\u0644\u0627\u06cc\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0631\u0645\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u06cc\u0641\u06cc\u062a> \u06a9\u0645\u06cc\u062a (\u0627\u0645\u0627 \u0628\u0644\u0647 \u060c \u0645\u0642\u062f\u0627\u0631 \u0646\u06cc\u0632 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f)<\/p>\n<p>Variety King \u0627\u0633\u062a: \u0634\u0627\u0645\u0644 \u062a\u0646 \u060c \u0633\u0628\u06a9 \u060c \u062f\u0627\u0645\u0646\u0647 \u0647\u0627<\/p>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0645\u0648\u0627\u062f \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0648\u0639\u062f\u0647 \u063a\u0630\u0627\u06cc\u06cc \u0644\u0630\u06cc\u0630 \u062a\u0645\u06cc\u0632 \u06a9\u0646\u06cc\u062f<\/p>\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u06cc\u0634\u0631\u0641\u062a \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/p>\n<p>\u062f\u0631 \u0635\u0648\u0631\u062a \u0644\u0632\u0648\u0645 \u06a9\u0648\u0686\u06a9 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f &#8211; \u062f\u0631 \u0635\u0648\u0631\u062a \u0622\u0645\u0627\u062f\u0647 \u0628\u0648\u062f\u0646 \u0645\u0642\u06cc\u0627\u0633<\/p>\n<p>\u0648 \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u067e\u0631 \u0632\u0631\u0642 \u0648 \u0628\u0631\u0642 \u0646\u06cc\u0633\u062a \u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0628\u0639\u062f\u06cc \u0627\u0633\u062a.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AC%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%AC%D8%A7%D8%AF%D9%88_%DA%AF%D8%B1%D8%A7%D9%86_%D9%85%DB%8C_%D8%B4%D9%88%D8%AF\"><\/span>\n<p>  \u0622\u0645\u0648\u0632\u0634: \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u062c\u0627\u062f\u0648 \u06af\u0631\u0627\u0646 \u0645\u06cc \u0634\u0648\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\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%2Fplus.unsplash.com%2Fpremium_photo-1680700308598-d7a669a4c3ae%3Fq%3D80%26w%3D1974%26auto%3Dformat%26fit%3Dcrop%26ixlib%3Drb-4.1.0%26ixid%3DM3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%253D%253D\" alt=\"\u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\" loading=\"lazy\" width=\"1974\" height=\"1481\" title=\"\"><\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0634\u0645\u0627 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u062e\u0648\u062f \u0631\u0627 \u0633\u0627\u062e\u062a\u0647 \u0627\u06cc\u062f. \u0628\u0631\u0627\u0642 \u0627\u0633\u062a \u060c \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a \u060c \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0634 \u06af\u0631\u0633\u0646\u0647 \u0627\u0633\u062a. \u0627\u06a9\u0646\u0648\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0622\u0646 \u0645\u06cc \u0622\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f <em>\u062f\u0631 \u0648\u0627\u0642\u0639 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f<\/em>\u0648 \u0647\u0634\u062f\u0627\u0631 \u0627\u0633\u067e\u0648\u06cc\u0644\u0631: \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0634\u062f\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0622\u0645\u0648\u0632\u0634 LLM \u0645\u0627\u0646\u0646\u062f \u0627\u0631\u0633\u0627\u0644 \u0645\u062f\u0644 \u062e\u0648\u062f \u0628\u0647 \u0645\u062f\u0631\u0633\u0647 \u0627\u0633\u062a &#8230; \u0628\u0647 \u062c\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0647\u0631\u06af\u0632 \u0645\u062a\u0648\u0642\u0641 \u0646\u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u0627\u0645\u062a\u062d\u0627\u0646\u0627\u062a \u0648\u062d\u0634\u06cc\u0627\u0646\u0647 \u0627\u0633\u062a \u0648 \u0634\u0647\u0631\u06cc\u0647 \u062f\u0631 \u0622\u0646 \u067e\u0631\u062f\u0627\u062e\u062a \u0645\u06cc \u0634\u0648\u062f <strong>\u0633\u0627\u0639\u062a GPU \u0648 \u0628\u0631\u0642<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%AE%D9%87_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%AF%D9%88_%D9%82%D8%B3%D9%85%D8%AA%DB%8C\"><\/span>\n<p>  \u0686\u0631\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0648 \u0642\u0633\u0645\u062a\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0647 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0628\u0632\u0631\u06af \u060c \u0628\u0627\u0631\u0647\u0627 \u0648 \u0628\u0627\u0631\u0647\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D9%BE%D8%A7%D8%B3_%D8%B1%D9%88_%D8%A8%D9%87_%D8%AC%D9%84%D9%88_%E2%80%93_%D8%AD%D8%AF%D8%B3_%D8%B2%D8%AF%D9%86\"><\/span>\n<p>  <strong>1. \u067e\u0627\u0633 \u0631\u0648 \u0628\u0647 \u062c\u0644\u0648<\/strong> &#8211; \u062d\u062f\u0633 \u0632\u062f\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f &#8211; \u062c\u0645\u0644\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f:<\/p>\n<blockquote>\n<p><em>&#8220;\u062e\u0648\u0631\u0634\u06cc\u062f \u062f\u0631 &#8230; \u0637\u0644\u0648\u0639 \u0645\u06cc \u06a9\u0646\u062f &#8230;&#8221;<\/em><\/p>\n<\/blockquote>\n<p>\u0633\u067e\u0633 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0644\u0645\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u062d\u062f\u0633 \u0628\u0632\u0646\u062f. \u0634\u0627\u06cc\u062f \u06af\u0641\u062a\u0647 \u0634\u0648\u062f:<\/p>\n<blockquote>\n<p><em>&#8220;\u0647\u0648\u06cc\u062c&#8221;<\/em> \ud83d\ude43<\/p>\n<\/blockquote>\n<p>\u062e\u0648\u0628 \u060c \u0639\u0627\u0644\u06cc \u0646\u06cc\u0633\u062a \u0627\u0645\u0627 \u0627\u0634\u06a9\u0627\u0644\u06cc \u0646\u062f\u0627\u0631\u062f &#8211; \u0647\u0646\u0648\u0632 \u0647\u0645 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%D9%BE%D8%A7%D8%B3_%D8%A8%D9%87_%D8%B9%D9%82%D8%A8_%E2%80%93_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D8%A7%D8%B2_%D8%A7%D8%B4%D8%AA%D8%A8%D8%A7%D9%87%D8%A7%D8%AA\"><\/span>\n<p>  <strong>2. \u067e\u0627\u0633 \u0628\u0647 \u0639\u0642\u0628<\/strong> &#8211; \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0634\u062a\u0628\u0627\u0647\u0627\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646\u062c\u0627 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0631\u0634\u062f \u0648\u0627\u0642\u0639\u06cc \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f.<br \/>\u0645\u062f\u0644 \u062d\u062f\u0633 \u062e\u0648\u062f \u0631\u0627 (&#8220;\u0647\u0648\u06cc\u062c&#8221;) \u0628\u0627 \u067e\u0627\u0633\u062e \u0635\u062d\u06cc\u062d (&#8220;\u0634\u0631\u0642&#8221;) \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f <strong>\u0686\u0642\u062f\u0631 \u0627\u0634\u062a\u0628\u0627\u0647<\/strong> \u0628\u0648\u062f \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <strong>\u0636\u0631\u0631<\/strong>\u0628\u0634\u0631<br \/>\u0633\u067e\u0633 \u060c \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u0646\u0637\u0642 \u062e\u0648\u062f \u0628\u0647 \u0639\u0642\u0628 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u0646\u0641\u0631 (\u06cc\u0627 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f \u0647\u0627) \u0627\u0632 \u0634\u0645\u0627\u0631\u0647 \u06af\u06cc\u0631\u06cc \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f &#8211; <strong>\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/strong>&#8211; \u062f\u0641\u0639\u0647 \u0628\u0639\u062f \u062d\u062f\u0633 \u0628\u0647\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0639\u0642\u0628 \u0648 \u062c\u0644\u0648 \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\u0628\u06cc\u0634 \u0627\u0632 <strong>\u062f\u0633\u062a\u0647<\/strong> (\u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627)<\/li>\n<li>\u0627\u0632 \u0637\u0631\u06cc\u0642 <strong>\u062f\u0648\u0631\u0647<\/strong> (\u0639\u0628\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647)<\/li>\n<li>\u0648 \u062f\u0648\u0631 <strong>\u062a\u06a9\u0631\u0627\u0631<\/strong> (\u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u062a\u0645\u0631\u06cc\u0646\u06cc)<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062a\u0631\u06cc\u0646 \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632 \u062c\u0647\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0633\u0631\u0639\u062a \u0631\u0639\u062f \u0648 \u0628\u0631\u0642 &#8211; \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627\u0648\u0646 \u0628\u0627\u0631 \u0645\u0631\u062a\u06a9\u0628 \u0645\u0631\u062a\u06a9\u0628 \u0645\u0631\u062a\u0628\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%85%D8%A7_%D8%A7%DB%8C%D9%86_%D8%A7%D8%B1%D8%B2%D8%A7%D9%86_%D9%86%DB%8C%D8%B3%D8%AA\"><\/span>\n<p>  \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0631\u0632\u0627\u0646 \u0646\u06cc\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0622\u0645\u0648\u0632\u0634 LLMS \u0645\u062f\u0631\u0646 \u0641\u0642\u0637 \u0645\u0627\u0644\u06cc\u0627\u062a \u0630\u0647\u0646\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0646\u06cc\u0633\u062a &#8211; \u0627\u06cc\u0646 \u06cc\u06a9 \u0647\u06cc\u0648\u0644\u0627 \u0645\u0646\u0628\u0639 \u0627\u0633\u062a. \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>\n<strong>GPU \u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627<\/strong> (\u062a\u0631\u062c\u06cc\u062d\u0627\u064b \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9)<\/li>\n<li>\n<strong>\u062a\u0646 \u062d\u0627\u0641\u0638\u0647<\/strong> (RAM \u060c VRAM \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0631\u06cc\u0639)<\/li>\n<li>\n<strong>\u0635\u0628\u0631<\/strong> (\u0645\u06af\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0627\u0628\u0631 \u0631\u0627 \u0628\u0633\u0648\u0632\u0627\u0646\u06cc\u062f)<\/li>\n<\/ul>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0631\u062f\u0645 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f\u061f \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AA%D9%82%D9%88%DB%8C%D8%AA_%DA%A9%D9%86%D9%86%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B1%D8%A2%DB%8C%DB%8C\"><\/span>\n<p>  \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%D9%85%D9%88%D8%A7%D8%B2%DB%8C_%D8%B3%D8%A7%D8%B2%DB%8C\"><\/span>\n<p>  <strong>\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0647 \u062a\u06a9\u0647 \u0647\u0627 \u0628\u0634\u06a9\u0646\u06cc\u062f \u0648 \u0647\u0645\u0632\u0645\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0686\u0646\u062f\u06cc\u0646 GPU \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u062e\u062a\u0646 \u062e\u0627\u0646\u0647 \u0628\u0627 \u062a\u06cc\u0645 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0646\u0641\u0631\u0627\u062f\u06cc \u0627\u0633\u062a.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A7%D8%B2%D8%B1%D8%B3%DB%8C_%D8%B4%DB%8C%D8%A8\"><\/span>\n<p>  <strong>\u0628\u0627\u0632\u0631\u0633\u06cc \u0634\u06cc\u0628<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u0628\u0647 \u062c\u0627\u06cc \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 (\u06a9\u0647 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0631\u062f) \u060c \u0645\u062f\u0644 &#8220;\u067e\u0627\u0633\u06af\u0627\u0647 \u0647\u0627&#8221; \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0639\u062f\u0627\u064b \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u062a\u062c\u0627\u0631\u062a \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0627\u0633\u062a: <strong>\u062d\u0627\u0641\u0638\u0647 \u06a9\u0645\u062a\u0631<\/strong>\u060c \u06a9\u0645\u06cc <strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u06cc\u0634\u062a\u0631<\/strong>\u0628\u0634\u0631<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%D8%A8%DB%8C%D8%B4_%D8%A7%D8%B2_%D8%AD%D8%AF_%D9%BE%D8%A7%D8%B1%D8%A7%D9%85%D8%AA%D8%B1%DB%8C\"><\/span>\n<p>  <strong>\u062a\u0646\u0638\u06cc\u0645 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u0627\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u062d\u0648\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647<\/strong> &#8211; \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u06a9\u0628\u0627\u0631\u0647<\/li>\n<li>\n<strong>\u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong> &#8211; \u0686\u0642\u062f\u0631 \u062a\u0647\u0627\u062c\u0645\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u062f\u0627\u0646\u0634 \u062e\u0648\u062f<\/li>\n<li>\n<strong>\u0645\u06cc\u0632\u0627\u0646 \u062a\u0631\u06a9 \u062a\u062d\u0635\u06cc\u0644<\/strong> &#8211; \u0647\u0631 \u0686\u0646\u062f \u0648\u0642\u062a \u06cc\u06a9 \u0628\u0627\u0631 \u0686\u06cc\u0632\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0645\u0648\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0631\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u0633\u0631\u06cc\u0639\u062a\u0631 \u060c \u0627\u0631\u0632\u0627\u0646 \u062a\u0631 \u0648 \u0645\u0624\u062b\u0631\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f. \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f \u060c \u0648 \u0645\u062f\u0644 \u0634\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0686\u06cc\u0632\u06cc \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f &#8211; \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0637\u0648\u0637\u06cc \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AA%D9%88%D9%82%D9%81_%D9%86%D8%B4%D9%88%DB%8C%D8%AF_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D9%85%D9%86%D9%87_%D8%AE%D9%88%D8%AF\"><\/span>\n<p>  \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u0648\u0642\u0641 \u0646\u0634\u0648\u06cc\u062f: \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u062e\u0648\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0634\u0645\u0627 &#8220;\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0639\u0645\u0648\u0645\u06cc&#8221; (\u06cc\u0627 \u0628\u0647 \u0647\u0631 \u0632\u0628\u0627\u0646\u06cc \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f) \u0635\u062d\u0628\u062a \u06a9\u0646\u06cc\u062f \u060c \u0648\u0642\u062a \u0622\u0646 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a <strong>\u0628\u0647 \u0622\u0646 \u06cc\u06a9 \u062a\u062e\u0635\u0635 \u0628\u062f\u0647\u06cc\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u0628\u0647 \u0627\u06cc\u0646 \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f <strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<\/strong>\u060c \u0648 \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u06cc\u06a9 \u0698\u0646\u0631\u0627\u0644\u06cc\u0633\u062a \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<br \/>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u06af\u0648\u06cc\u06cc\u0645 \u0634\u0645\u0627 \u0645\u062f\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0632\u0628\u0627\u0646 \u0627\u0633\u0627\u0633\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f \u060c \u0627\u0645\u0627 \u0634\u0645\u0627 \u0622\u0646 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f:<\/p>\n<ul>\n<li>\u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u062d\u0642\u0648\u0642\u06cc \u067e\u0627\u0633\u062e \u062f\u0647\u06cc\u062f<\/li>\n<li>\u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc SQL \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f<\/li>\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0639\u0644\u0627\u0626\u0645 \u067e\u0632\u0634\u06a9\u06cc<\/li>\n<li>\u0686\u062a \u0647\u0627\u06cc \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u0631\u0627 \u0627\u062f\u0627\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u06a9\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u062e\u0627\u0635 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f <strong>\u0646\u0647<\/strong> \u0628\u0627\u06cc\u062f \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. \u0634\u0645\u0627 \u0641\u0642\u0637 <strong>\u0628\u0627 \u0647\u0645 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0646<\/strong> \u0627\u06cc\u0646-\u0622\u0646 \u0631\u0627 \u0627\u0632 \u0637\u0627\u0642\u0686\u0647 \u0634\u0645\u0627 \u062a\u0647\u06cc\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0627 \u06cc\u06a9 \u0644\u0646\u0632 \u0645\u062a\u0645\u0631\u06a9\u0632 \u062f\u0648\u0628\u0627\u0631\u0647 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f.<\/li>\n<\/ul>\n<p>\u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0645\u06cc \u062f\u0627\u0646\u062f <em>\u0686\u06af\u0648\u0646\u0647<\/em> \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u060c \u0646\u0648\u0634\u062a\u0646 \u0648 \u0639\u0642\u0644. \u0627\u06a9\u0646\u0648\u0646 \u060c \u0634\u0645\u0627 \u0641\u0642\u0637 \u0622\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u062f <strong>\u0622\u0646\u0686\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a<\/strong> \u062f\u0631 \u062f\u0627\u0645\u0646\u0647 \u0634\u0645\u0627<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u06a9\u0627\u0631\u0648\u0631\u0632\u0627\u0646 \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u062f\u0627\u062f\u0646 \u0686\u0646\u062f \u0647\u0641\u062a\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0631 \u0645\u062d\u0644 \u06a9\u0627\u0631 \u0627\u0633\u062a. \u0628\u0647 \u0632\u0648\u062f\u06cc \u060c \u0622\u0646\u0647\u0627 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0634\u0645\u0627 \u0635\u062d\u0628\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0627\u0632 \u0634\u0631\u0627\u06cc\u0637 \u0634\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0645\u0627\u0646\u0646\u062f \u06cc\u06a9 \u062d\u0631\u0641\u0647 \u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"tl_%D8%9B_dr_%E2%80%93_%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%B1%D8%A7_%D8%A8%D9%87_%D8%AE%D8%A7%D8%B7%D8%B1_%D8%A8%D8%B3%D9%BE%D8%A7%D8%B1\"><\/span>\n<p>  tl \u061b dr &#8211; \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0628\u0633\u067e\u0627\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<strong>\u0622\u0645\u0648\u0632\u0634<\/strong> \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u062f. \u0627\u06cc\u0646 \u06af\u0631\u0627\u0646 \u060c \u0622\u0647\u0633\u062a\u0647 \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0646\u06af\u06cc\u0646 \u0627\u0633\u062a \u0627\u0645\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<li>\u0634\u0645\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f <strong>\u067e\u0627\u0633<\/strong> (\u062d\u062f\u0633 \u0632\u062f\u0646) \u0648 <strong>\u067e\u0627\u0633 \u0639\u0642\u0628<\/strong> (\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc) \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0634\u0645\u0627 \u062e\u0648\u0628 \u0646\u0634\u0648\u062f.<\/li>\n<li>\u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <strong>\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc<\/strong>\u0628\u0627 <strong>\u0628\u0627\u0632\u0631\u0633\u06cc \u0634\u06cc\u0628<\/strong>\u0648\u062a <strong>\u062a\u0646\u0638\u06cc\u0645 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc.<\/li>\n<li>\u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u062a\u0648\u0642\u0641 \u0646\u0634\u0648 &#8211;<strong>\u0628\u0627 \u0647\u0645 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0646<\/strong> \u0645\u062f\u0644 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u062e\u0635\u0635 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0634\u0645\u0627.<\/li>\n<\/ul>\n<hr\/>\n<p>\u06a9\u0627\u0645\u0644\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u060c \u0635\u06cc\u0642\u0644\u06cc \u0648 \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u0627\u0632 \u0627\u0646\u0633\u0627\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f <strong>\u0627\u0641\u06a9\u0627\u0631 \u067e\u0627\u06cc\u0627\u0646\u06cc<\/strong>\u060c \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u0634\u0627\u0645\u0644 <em>\u0645\u0634\u0627\u0648\u0631\u0647 \u0648\u0627\u0642\u0639 \u0628\u06cc\u0646\u0627\u0646\u0647<\/em> \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u062f\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u0627\u06cc\u0646 \u06cc\u06a9 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0635\u0627\u062f\u0642\u0627\u0646\u0647 \u0631\u0627 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0631\u0648\u062d \u062a\u0634\u0648\u06cc\u0642 \u0631\u0627 \u0632\u0646\u062f\u0647 \u0646\u06af\u0647 \u0645\u06cc \u062f\u0627\u0631\u062f \u060c \u0645\u06cc \u062f\u0647\u062f &#8211; \u0628\u0647 \u0639\u0644\u0627\u0648\u0647 \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 &#8220;\u062d\u062f\u0627\u0642\u0644 \u062a\u0646\u0638\u06cc\u0645&#8221; \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0627 \u0645\u062f\u0644\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0645\u0627\u0646\u0646\u062f <code>minGPT<\/code>\u0628\u0634\u0631<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%BE%D8%A7%DB%8C%D8%A7%D9%86%DB%8C\"><\/span>\n<p>  \u0627\u0641\u06a9\u0627\u0631 \u067e\u0627\u06cc\u0627\u0646\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 (LLM) \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u062d\u0631\u06a9\u062a \u062c\u0633\u0648\u0631\u0627\u0646\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u062e\u062a \u0645\u0648\u062a\u0648\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0627\u0632 \u0641\u0644\u0632 \u062e\u0627\u0645 \u0627\u0633\u062a. \u0634\u0645\u0627 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u062f <em>\u0646\u06cc\u0627\u0632<\/em> \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 &#8211; \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0632 \u0642\u0628\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f &#8211; \u0627\u0645\u0627 \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u060c \u0645\u06cc \u062f\u0627\u0646\u06cc\u062f <em>\u062f\u0642\u06cc\u0642\u0627\u064b<\/em> \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0642\u0637\u0639\u0647 \u0628\u0647 \u0642\u0637\u0639\u0647. \u0648 \u0622\u0646 \u0646\u0648\u0639 \u062f\u0627\u0646\u0634\u061f \u0627\u06cc\u0646 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a<\/p>\n<p>\u0622\u06cc\u0627 \u0634\u0645\u0627:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u062f\u0627\u0646\u0634 \u0622\u0645\u0648\u0632 AI \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631 (\u0648 \u0646\u0647 \u0641\u0642\u0637 \u062a\u0645\u0627\u0634\u0627\u06cc \u0622\u0645\u0648\u0632\u0634)<\/li>\n<li>\u06cc\u06a9 \u0627\u0633\u062a\u0627\u0631\u062a\u0627\u067e \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u062e\u0627\u0635 \u0648 \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647<\/li>\n<li>\u06cc\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0630\u0647\u0646 \u06a9\u0646\u062c\u06a9\u0627\u0648 \u06a9\u0647 \u0639\u0627\u0634\u0642 \u062d\u0641\u0631 \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0686\u06af\u0648\u0646\u06af\u06cc \u062a\u06cc\u06a9 \u0632\u062f\u0646 \u0627\u0648\u0636\u0627\u0639 \u0627\u0633\u062a<\/li>\n<\/ul>\n<p>&#8230; \u0633\u0627\u062e\u062a\u0646 LLM \u062e\u0648\u062f \u0634\u0645\u0627 \u0627\u0633\u062a <strong>\u0627\u06a9\u0646\u0648\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0647\u0631 \u0632\u0645\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a<\/strong>\u0628\u0634\u0631<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B2_%D8%B4%DB%8C%D8%B1%D8%AC%D9%87_%D8%B4%D8%AF%D9%86_%D8%AF%D8%B1%D8%9F\"><\/span>\n<p>  \u0627\u0632 \u0634\u06cc\u0631\u062c\u0647 \u0634\u062f\u0646 \u062f\u0631\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u062f \u062d\u062a\u06cc \u06cc\u06a9 LLM \u0627\u0633\u0627\u0633\u06cc \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 &#8220;\u0628\u0633\u062a\u0647 \u0627\u0633\u062a\u0627\u0631\u062a&#8221; \u0634\u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%87%D8%A7%D8%B1%D8%AA_%D9%87%D8%A7%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C\"><\/span>\n<p>  <strong>\u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u067e\u06cc\u062a\u0648\u0646<\/strong>: \u0632\u0628\u0627\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0631\u0627\u06cc \u0647\u0645\u0647 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc ML<\/li>\n<li>\n<strong>\u0627\u0639\u0645\u0627\u0642<\/strong>: \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627<\/li>\n<li>\n<strong>Pytorch \u06cc\u0627 Tensorflow<\/strong>: \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0648 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/li>\n<li>\u062f\u0631\u06a9 \u0627\u0633\u0627\u0633\u06cc \u0627\u0632:\n<ul>\n<li>\u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u060c \u0645\u0627\u062a\u0631\u06cc\u0633 \u0647\u0627 \u060c \u0634\u06cc\u0628 (\u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0645\u062f\u0631\u0633\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc + \u0634\u0647\u0648\u062f!)<\/li>\n<li>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%88_%D9%85%D9%86%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  <strong>\u0627\u0628\u0632\u0627\u0631 \u0648 \u0645\u0646\u0627\u0628\u0639<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0628\u0648\u0647\u0627 <strong>\u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647<\/strong> (\u0645\u0627\u0646\u0646\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062c\u0641\u062a \u0628\u0627\u06cc\u062a \u06cc\u0627 \u062c\u0645\u0644\u0647)<\/li>\n<li>\u06a9\u0648\u0686\u06a9 \u060c \u062a\u0645\u06cc\u0632 <strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/strong> (\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0628\u0647 2 \u062a\u0631\u06cc\u0644\u06cc\u0648\u0646 \u0646\u0634\u0627\u0646\u0647 \u0646\u06cc\u0627\u0632\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f)<\/li>\n<li>\u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u0633\u0627\u0633\u06cc: \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 a <strong>\u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u062a\u06a9<\/strong> (NVIDIA GTX 1660+ \u06cc\u0627 \u0647\u0631 GPU \u0627\u0628\u0631 \u0645\u0627\u0646\u0646\u062f Google Colab \u06cc\u0627 Labda Labs)<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B7%D8%B1%D8%B2_%D9%81%DA%A9%D8%B1\"><\/span>\n<p>  <strong>\u0637\u0631\u0632 \u0641\u06a9\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0635\u0628\u0631<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u062d\u062a\u06cc \u0645\u062f\u0644\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0632\u0645\u0627\u0646 \u0645\u06cc \u0628\u0631\u062f.<\/li>\n<li>\n<strong>\u06a9\u0646\u062c\u06a9\u0627\u0648\u06cc<\/strong>: \u0634\u0645\u0627 \u0628\u0647 \u0627\u0634\u06a9\u0627\u0644\u0627\u062a \u06af\u06cc\u062c \u06a9\u0646\u0646\u062f\u0647 \u0636\u0631\u0628\u0647 \u0645\u06cc \u0632\u0646\u06cc\u062f &#8211; \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0644\u062d\u0638\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\n<strong>\u062a\u062f\u0627\u0648\u0645<\/strong>: \u0634\u0645\u0627 <em>\u0627\u0631\u0627\u062f\u0647<\/em> \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u062a\u0633\u0644\u06cc\u0645 \u0634\u0648\u0645 \u0646\u06a9\u0646<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A2%DB%8C%D8%A7_%D8%A8%D9%87_%D8%AF%D9%86%D8%A8%D8%A7%D9%84_%D9%BE%D8%A7%DB%8C%DB%8C%D9%86_%D9%86%DA%AF%D9%87_%D8%AF%D8%A7%D8%B4%D8%AA%D9%86_%D9%87%D8%B2%DB%8C%D9%86%D9%87_%D9%87%D8%A7_%D9%87%D8%B3%D8%AA%DB%8C%D8%AF%D8%9F\"><\/span>\n<p>  \u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u067e\u0627\u06cc\u06cc\u0646 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627 \u0647\u0633\u062a\u06cc\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0633\u0641\u0631 LLM \u062e\u0648\u062f \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0628\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0646\u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p>\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f <strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u0631\u06cc\u0632<\/strong> \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0635\u0648\u0644-\u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u06cc\u06a9 \u0644\u067e \u062a\u0627\u067e \u06cc\u0627 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0627\u0628\u0631 \u0622\u0632\u0627\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0639\u0627\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%F0%9F%94%B9_minGPT_%D8%AA%D9%88%D8%B3%D8%B7_%D8%A2%D9%86%D8%AF%D8%B1%D9%87_%DA%A9%D8%A7%D8%B1%D9%BE%D8%AA%DB%8C\"><\/span>\n<p>  \ud83d\udd39 <code>minGPT<\/code> \u062a\u0648\u0633\u0637 \u0622\u0646\u062f\u0631\u0647 \u06a9\u0627\u0631\u067e\u062a\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0628\u0627\u0632\u067e\u0631\u062f\u0627\u062e\u062a \u062d\u062f\u0627\u0642\u0644 \u0648 \u0622\u0645\u0648\u0632\u0634\u06cc GPT<\/li>\n<li>\u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u062f\u0631 pytorch \u062a\u0645\u06cc\u0632 \u0648 \u0633\u0627\u062f\u0647<\/li>\n<li>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f <strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9<\/strong> \u0645\u0627\u0646\u0646\u062f <em>\u0634\u06a9\u0633\u067e\u06cc\u0631<\/em> \u06cc\u0627 <em>\u0642\u0637\u0639\u0647 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646<\/em>\n<\/li>\n<li>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u062c\u0631\u0627 \u0634\u0648\u062f <strong>\u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/strong> \u0628\u0627 VRAM 4-8 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/li>\n<li>\u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0646\u0634\u0627\u0646\u0647 \u06af\u0630\u0627\u0631\u06cc \u060c \u062a\u0648\u062c\u0647 \u060c \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627 \u060c \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0648 \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634-\u0628\u062f\u0648\u0646 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f<\/li>\n<\/ul>\n<p><strong>\u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc Mingpt:<\/strong><\/p>\n<ul>\n<li>CPU: \u0647\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0645\u062f\u0631\u0646 \u0686\u0646\u062f \u0647\u0633\u062a\u0647 \u0627\u06cc (I5\/I7 \u06cc\u0627 Ryzen 5\/7)<\/li>\n<li>RAM: \u062d\u062f\u0627\u0642\u0644 8-16 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a<\/li>\n<li>GPU: GTX 1660 TI \u060c RTX 3060 \u06cc\u0627 \u0628\u0647\u062a\u0631 &#8211; \u06cc\u0627 Google Colab \u0628\u0627 Tesla T4 \u0631\u0627\u06cc\u06af\u0627\u0646 (\u06cc\u0627 \u0631\u062f\u06cc\u0641 \u067e\u0631\u062f\u0627\u062e\u062a \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 A100\/V100)<\/li>\n<\/ul>\n<p>\u0633\u0627\u06cc\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0631\u062a \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641:<\/p>\n<ul>\n<li>\n<strong>\u0646\u0627\u0646\u0648\u062a<\/strong> &#8211; \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0631\u0646 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0627 \u0631\u0639\u062f \u0648 \u0628\u0631\u0642 Pytorch \u0648 \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0628\u0647\u062a\u0631<\/li>\n<li>\n<strong>\u0627\u0633\u062a\u0633\u062a\u0627\u0646\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9<\/strong> -LLM \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u0633\u062a\u0627\u0646 \u0647\u0627\u06cc \u062f\u0648\u0633\u062a\u0627\u0646\u0647 \u06a9\u0648\u062f\u06a9 \u060c \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0648\u0627\u062d\u062f<\/li>\n<li>\n<strong>\u062a\u0642\u0637\u06cc\u0631 \u06a9\u0631\u062f\u0646<\/strong> \u06cc\u0627 <strong>gpt-neo mini<\/strong> -\u0645\u062f\u0644 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0631\u0632\u0627\u0646 \u0642\u06cc\u0645\u062a \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D9%86%D8%A7%D8%A8%D8%B1%D8%A7%DB%8C%D9%86_%E2%80%A6_%D8%A2%DB%8C%D8%A7_%D8%A7%D8%B1%D8%B2%D8%B4_%D8%A2%D9%86_%D8%B1%D8%A7_%D8%AF%D8%A7%D8%B1%D8%AF%D8%9F\"><\/span>\n<p>  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 &#8230; \u0622\u06cc\u0627 \u0627\u0631\u0632\u0634 \u0622\u0646 \u0631\u0627 \u062f\u0627\u0631\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631 \u0628\u0639\u062f \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0627\u0645 \u06cc\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062a\u062c\u0627\u0631\u06cc \u0647\u0633\u062a\u06cc\u062f \u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0647\u062a\u0631 \u0627\u0633\u062a <strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0648\u062c\u0648\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u0627\u0645\u0627 \u0627\u06af\u0631 \u0647\u062f\u0641 \u0634\u0645\u0627 \u0628\u0627\u0634\u062f <strong>\u062f\u0631\u06a9<\/strong>\u0628\u0627 <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>\u0628\u0627 <strong>\u062e\u0644\u0648\u062a<\/strong>\u060c \u06cc\u0627 <strong>\u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc<\/strong>\u060c \u067e\u0633 \u0628\u0644\u0647 &#8211;<strong>\u06a9\u0627\u0645\u0644\u0627\u064b \u0627\u0631\u0632\u0634\u0634 \u0631\u0627 \u062f\u0627\u0631\u062f<\/strong>\u0628\u0634\u0631<\/p>\n<p>\u0634\u0645\u0627 \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u06cc\u06a9\u06cc \u0627\u0632 \u062a\u062d\u0648\u0644 \u062a\u0631\u06cc\u0646 \u0641\u0646 \u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0645\u0627 \u0628\u06cc\u0646\u0634 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f \u060c \u0628\u0644\u06a9\u0647 \u062e\u0648\u062f \u0631\u0627 \u0646\u06cc\u0632 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u0646\u0648\u0622\u0648\u0631\u06cc \u060c \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0648 \u062d\u062a\u06cc \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u062f\u0631 \u0622\u0646\u062c\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0628\u0647 \u0686\u0627\u0644\u0634 \u0628\u06a9\u0634\u06cc\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%81%DA%A9%D8%A7%D8%B1_%D9%86%D9%87%D8%A7%DB%8C%DB%8C\"><\/span>\n<p>  \u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0634\u0645\u0627 <strong>\u0628\u0647 \u0645\u0631\u06a9\u0632 \u062f\u0627\u062f\u0647 \u0627\u062d\u062a\u06cc\u0627\u062c \u0646\u062f\u0627\u0631\u06cc\u062f<\/strong> \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639<\/li>\n<li>\u0634\u0645\u0627 <strong>\u0628\u0647 \u062f\u06a9\u062a\u0631\u0627 \u0627\u062d\u062a\u06cc\u0627\u062c \u0646\u062f\u0627\u0631\u06cc\u062f<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0627\u06cc\u0646<\/li>\n<li>\u0634\u0645\u0627 <strong>\u0641\u0642\u0637 \u0628\u0647 \u06a9\u0646\u062c\u06a9\u0627\u0648\u06cc \u060c \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0645\u0646\u0627\u0633\u0628 \u0648 \u062a\u0645\u0627\u06cc\u0644 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f<\/strong>\n<\/li>\n<\/ul>\n<hr\/>\n<p>\u0622\u06cc\u0627 \u0634\u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u062e\u062a \u0645\u063a\u0632 \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f\u061f<br \/>\u0686\u0648\u0646 \u0627\u06a9\u0646\u0648\u0646 &#8230; \u0634\u0645\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u067e\u0633 \u0627\u0632 \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af \u060c \u0647\u0631 \u06af\u0648\u0646\u0647 \u062a\u0631\u0633 \u0627\u0632 LLMS \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u062a\u0645\u0627\u0645 \u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u06cc\u06a9 \u0630\u0647\u0646 \u06a9\u0646\u062c\u06a9\u0627\u0648 \u0648 \u06a9\u0645\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a &#8211; \u0647\u06cc\u0686 \u062f\u0627\u0646\u0634 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0644\u0627\u0632\u0645 \u0627\u0633\u062a! \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0634\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u06cc \u0633\u0627\u062f\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":109825,"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-109824","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\/109824","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=109824"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/109824\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/109825"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=109824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=109824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=109824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}