{"id":465412,"date":"2025-07-01T15:11:14","date_gmt":"2025-07-01T15:11:14","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=465412"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=465412","title":{"rendered":"<span>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 LLM \u0441 \u043d\u0443\u043b\u044f<\/span>"},"content":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<figure class=\"full-width\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/9d3\/402\/047\/9d3402047356f9bb00104fabedfeaae4.png\" width=\"3000\" height=\"475\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/getpro\/habr\/upload_files\/9d3\/402\/047\/9d3402047356f9bb00104fabedfeaae4.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/9d3\/402\/047\/9d3402047356f9bb00104fabedfeaae4.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<p>\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e \u0432\u0430\u0448\u0435\u043c\u0443 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044e \u043a\u0443\u0440\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u044f \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b \u043d\u0430 \u0421\u0442\u0435\u043f\u0438\u043a\u0435 &#8212; <a href=\"https:\/\/stepik.org\/a\/231306\" rel=\"noopener noreferrer nofollow\">\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 LLM \u0441 \u043d\u0443\u043b\u044f<\/a>.<\/p>\n<p>\u0412 \u043a\u0443\u0440\u0441\u0435 \u0432\u0430\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u043e\u0438\u0442 \u0441 \u043d\u0443\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e LLM \u0438 \u0432\u0441\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0435\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b:<\/p>\n<ul>\n<li>\n<p>\u0422\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0442\u043e\u0440 (BPE)<\/p>\n<\/li>\n<li>\n<p>\u042d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438 (\u0422\u043e\u043a\u0435\u043d\u043e\u0432 \u0438 \u041f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0435)<\/p>\n<\/li>\n<li>\n<p>\u0411\u043b\u043e\u043a \u0414\u0435\u043a\u043e\u0434\u0435\u0440\u0430:<\/p>\n<ul>\n<li>\n<p>Multi-Head Attention<\/p>\n<\/li>\n<li>\n<p>FeedForward-\u0441\u043b\u043e\u0438<\/p>\n<\/li>\n<li>\n<p>\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f<\/p>\n<\/li>\n<\/ul>\n<p>\u041f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u0434 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432, \u043c\u044b \u0441\u043e\u0431\u0435\u0440\u0435\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f pre-train&#8217;\u0430 \u0434\u0430\u0442\u0430\u0441\u0435\u0442 \u0438 \u043e\u0431\u0443\u0447\u0438\u043c \u0441\u0432\u043e\u044e LLM.<\/p>\n<p>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0431\u0443\u0434\u0435\u0442 \u0432\u0435\u0441\u0442\u0438\u0441\u044c \u043d\u0430 Python \u0438 \u043d\u0438\u0437\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 PyTorch.<\/p>\n<p>\u041a\u0443\u0440\u0441 \u043f\u043b\u0430\u0442\u043d\u044b\u0439. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0435 \u043d\u0435\u0434\u0435\u043b\u0438 \u043f\u043e \u043f\u0440\u043e\u043c\u043e\u043a\u043e\u0434\u0443 <a href=\"https:\/\/stepik.org\/a\/231306\/pay?promo=8d65e11c8db288a4\" rel=\"noopener noreferrer nofollow\">FIRST<\/a> \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043a\u0438\u0434\u043a\u0430 50%.<\/p>\n<figure class=\"full-width\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/70f\/c50\/0df\/70fc500dfbbf073e33fffd83c3dc46bd.png\" width=\"3500\" height=\"946\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/getpro\/habr\/upload_files\/70f\/c50\/0df\/70fc500dfbbf073e33fffd83c3dc46bd.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/70f\/c50\/0df\/70fc500dfbbf073e33fffd83c3dc46bd.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<p><!----><!----><\/div>\n<p><!----><!----><br \/> \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/918568\/\"> https:\/\/habr.com\/ru\/articles\/918568\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<figure class=\"full-width\"><\/figure>\n<p>\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e \u0432\u0430\u0448\u0435\u043c\u0443 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044e \u043a\u0443\u0440\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u044f \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b \u043d\u0430 \u0421\u0442\u0435\u043f\u0438\u043a\u0435 &#8212; <a href=\"https:\/\/stepik.org\/a\/231306\" rel=\"noopener noreferrer nofollow\">\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 LLM \u0441 \u043d\u0443\u043b\u044f<\/a>.<\/p>\n<p>\u0412 \u043a\u0443\u0440\u0441\u0435 \u0432\u0430\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u043e\u0438\u0442 \u0441 \u043d\u0443\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e LLM \u0438 \u0432\u0441\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0435\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b:<\/p>\n<ul>\n<li>\n<p>\u0422\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0442\u043e\u0440 (BPE)<\/p>\n<\/li>\n<li>\n<p>\u042d\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0438 (\u0422\u043e\u043a\u0435\u043d\u043e\u0432 \u0438 \u041f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0435)<\/p>\n<\/li>\n<li>\n<p>\u0411\u043b\u043e\u043a \u0414\u0435\u043a\u043e\u0434\u0435\u0440\u0430:<\/p>\n<ul>\n<li>\n<p>Multi-Head Attention<\/p>\n<\/li>\n<li>\n<p>FeedForward-\u0441\u043b\u043e\u0438<\/p>\n<\/li>\n<li>\n<p>\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f<\/p>\n<\/li>\n<\/ul>\n<p>\u041f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u0434 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432, \u043c\u044b \u0441\u043e\u0431\u0435\u0440\u0435\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f pre-train&#8217;\u0430 \u0434\u0430\u0442\u0430\u0441\u0435\u0442 \u0438 \u043e\u0431\u0443\u0447\u0438\u043c \u0441\u0432\u043e\u044e LLM.<\/p>\n<p>\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0431\u0443\u0434\u0435\u0442 \u0432\u0435\u0441\u0442\u0438\u0441\u044c \u043d\u0430 Python \u0438 \u043d\u0438\u0437\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 PyTorch.<\/p>\n<p>\u041a\u0443\u0440\u0441 \u043f\u043b\u0430\u0442\u043d\u044b\u0439. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0435 \u043d\u0435\u0434\u0435\u043b\u0438 \u043f\u043e \u043f\u0440\u043e\u043c\u043e\u043a\u043e\u0434\u0443 <a href=\"https:\/\/stepik.org\/a\/231306\/pay?promo=8d65e11c8db288a4\" rel=\"noopener noreferrer nofollow\">FIRST<\/a> \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043a\u0438\u0434\u043a\u0430 50%.<\/p>\n<figure class=\"full-width\"><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<p><!----><!----><\/div>\n<p><!----><!----><br \/> \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/918568\/\"> https:\/\/habr.com\/ru\/articles\/918568\/<\/a><br \/><\/br><\/br><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-465412","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/465412","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=465412"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/465412\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=465412"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=465412"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=465412"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}