{"id":7537,"date":"2025-10-09T15:43:19","date_gmt":"2025-10-09T12:43:19","guid":{"rendered":"https:\/\/unihost.com\/blog\/?p=7537"},"modified":"2026-03-18T13:41:27","modified_gmt":"2026-03-18T11:41:27","slug":"ai-startups-bare-metal-over-cloud-2025","status":"publish","type":"post","link":"https:\/\/unihost.com\/blog\/uk\/ai-startups-bare-metal-over-cloud-2025\/","title":{"rendered":"\u0427\u043e\u043c\u0443 AI-\u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0438 \u043e\u0431\u0438\u0440\u0430\u044e\u0442\u044c bare metal \u0437\u0430\u043c\u0456\u0441\u0442\u044c \u0445\u043c\u0430\u0440\u0438 \u0443 2025 \u0440\u043e\u0446\u0456"},"content":{"rendered":"<h2 data-start=\"281\" data-end=\"323\">\u0412\u0441\u0442\u0443\u043f: \u043d\u043e\u0432\u0430 \u0435\u0440\u0430 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438 \u0434\u043b\u044f AI<\/h2>\n<p data-start=\"325\" data-end=\"827\">2025 \u0440\u0456\u043a \u0441\u0442\u0430\u0432 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\u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u043d\u0438\u0445 \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0456\u0432 \u0456 \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u0438\u043b\u0438\u0441\u044f \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438, \u044f\u043a\u0438\u043c\u0438 \u0449\u043e\u0434\u043d\u044f \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u044e\u0442\u044c\u0441\u044f \u043c\u0456\u043b\u044c\u0439\u043e\u043d\u0438 \u043b\u044e\u0434\u0435\u0439. \u0417\u0430 \u043e\u0441\u0442\u0430\u043d\u043d\u0456 \u0434\u0432\u0430 \u0440\u043e\u043a\u0438 \u0440\u0438\u043d\u043e\u043a AI \u043f\u0435\u0440\u0435\u0436\u0438\u0432 \u0441\u043f\u0440\u0430\u0432\u0436\u043d\u0456\u0439 \u0456\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0456\u0439\u043d\u0438\u0439 \u0431\u0443\u043c: \u043b\u0438\u0448\u0435 \u0443 2024 \u0440\u043e\u0446\u0456 \u0432\u0435\u043d\u0447\u0443\u0440\u043d\u0456 \u0444\u043e\u043d\u0434\u0438 \u0432\u043a\u043b\u0430\u043b\u0438 \u043f\u043e\u043d\u0430\u0434 <strong data-start=\"731\" data-end=\"755\">70 \u043c\u0456\u043b\u044c\u044f\u0440\u0434\u0456\u0432 \u0434\u043e\u043b\u0430\u0440\u0456\u0432<\/strong> \u0443 \u043a\u043e\u043c\u043f\u0430\u043d\u0456\u0457 \u0446\u044c\u043e\u0433\u043e \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430, \u0456 \u0443 2025 \u0440\u043e\u0446\u0456 \u0446\u044f \u0446\u0438\u0444\u0440\u0430 \u043f\u0440\u043e\u0434\u043e\u0432\u0436\u0443\u0454 \u0437\u0440\u043e\u0441\u0442\u0430\u0442\u0438.<\/p>\n<p data-start=\"829\" data-end=\"923\">\u0414\u043b\u044f \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0456\u0432, \u044f\u043a\u0456 \u0441\u0442\u0432\u043e\u0440\u044e\u044e\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438 \u043d\u0430 \u0431\u0430\u0437\u0456 AI, \u043a\u043b\u044e\u0447\u043e\u0432\u0438\u043c \u0432\u0438\u043a\u043b\u0438\u043a\u043e\u043c \u0441\u0442\u0430\u0454 <strong data-start=\"902\" data-end=\"920\">\u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430<\/strong>:<\/p>\n<ul data-start=\"925\" data-end=\"1120\">\n<li data-start=\"925\" data-end=\"990\">\n<p data-start=\"927\" data-end=\"990\"><strong data-start=\"927\" data-end=\"947\">\u041d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/strong> \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0454 GPU-\u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0456\u0432 \u0437 \u0434\u0435\u0441\u044f\u0442\u043a\u0430\u043c\u0438 \u043a\u0430\u0440\u0442.<\/p>\n<\/li>\n<li data-start=\"991\" data-end=\"1068\">\n<p data-start=\"993\" data-end=\"1068\"><strong data-start=\"993\" data-end=\"1024\">\u041e\u0431\u0441\u043b\u0443\u0433\u043e\u0432\u0443\u0432\u0430\u043d\u043d\u044f \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456\u0432<\/strong> \u0432\u0438\u043c\u0430\u0433\u0430\u0454 \u0441\u0442\u0430\u0431\u0456\u043b\u044c\u043d\u043e\u0441\u0442\u0456 \u0442\u0430 \u043d\u0438\u0437\u044c\u043a\u043e\u0457 \u0437\u0430\u0442\u0440\u0438\u043c\u043a\u0438.<\/p>\n<\/li>\n<li data-start=\"1069\" data-end=\"1120\">\n<p data-start=\"1071\" data-end=\"1120\"><strong data-start=\"1071\" data-end=\"1088\">\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f<\/strong> \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0454 \u0433\u043d\u0443\u0447\u043a\u043e\u0457 \u0430\u0440\u0445\u0456\u0442\u0435\u043a\u0442\u0443\u0440\u0438.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1122\" data-end=\"1642\">\u041c\u0430\u0439\u0436\u0435 \u0432\u0441\u0456 \u043a\u043e\u043c\u0430\u043d\u0434\u0438 \u043f\u043e\u0447\u0438\u043d\u0430\u044e\u0442\u044c \u0456\u0437 \u0445\u043c\u0430\u0440\u0438. \u0426\u0435 \u043f\u0440\u0438\u0440\u043e\u0434\u043d\u0438\u0439 \u0432\u0438\u0431\u0456\u0440: \u043c\u043e\u0436\u043d\u0430 \u0448\u0432\u0438\u0434\u043a\u043e \u0440\u043e\u0437\u0433\u043e\u0440\u043d\u0443\u0442\u0438 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f, \u043f\u0440\u043e\u0442\u0435\u0441\u0442\u0443\u0432\u0430\u0442\u0438 \u0433\u0456\u043f\u043e\u0442\u0435\u0437\u0438, \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0438 \u0456\u043d\u0432\u0435\u0441\u0442\u043e\u0440\u0430\u043c MVP \u0456 \u043d\u0435 \u0432\u0438\u0442\u0440\u0430\u0447\u0430\u0442\u0438 \u0447\u0430\u0441 \u043d\u0430 \u0437\u0430\u043a\u0443\u043f\u0456\u0432\u043b\u044e \u043e\u0431\u043b\u0430\u0434\u043d\u0430\u043d\u043d\u044f. \u0410\u043b\u0435 \u0456\u0437 \u0437\u0440\u043e\u0441\u0442\u0430\u043d\u043d\u044f\u043c \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u0445\u043c\u0430\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0454 \u0431\u0443\u0442\u0438 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0438\u043c \u0440\u0456\u0448\u0435\u043d\u043d\u044f\u043c. \u0412\u0430\u0440\u0442\u0456\u0441\u0442\u044c GPU-\u0456\u043d\u0441\u0442\u0430\u043d\u0441\u0456\u0432 \u0441\u0442\u0430\u0454 \u043d\u0435\u043f\u043e\u0441\u0438\u043b\u044c\u043d\u043e\u044e, \u0437\u0430\u0442\u0440\u0438\u043c\u043a\u0438 \u0437\u0430\u0432\u0430\u0436\u0430\u044e\u0442\u044c \u0440\u043e\u0431\u043e\u0442\u0456 \u0441\u0435\u0440\u0432\u0456\u0441\u0456\u0432, \u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0435\u043c \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u0438\u0439. \u041d\u0430 \u0446\u044c\u043e\u043c\u0443 \u0435\u0442\u0430\u043f\u0456 \u0432\u0441\u0435 \u0431\u0456\u043b\u044c\u0448\u0435 \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0456\u0432 \u043e\u0431\u0438\u0440\u0430\u044e\u0442\u044c <strong data-start=\"1540\" data-end=\"1554\">bare metal<\/strong> \u2014 \u0432\u0438\u0434\u0456\u043b\u0435\u043d\u0456 \u0444\u0456\u0437\u0438\u0447\u043d\u0456 \u0441\u0435\u0440\u0432\u0435\u0440\u0438, \u044f\u043a\u0456 \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u044e\u0442\u044c \u043f\u043e\u0432\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0456 \u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0443\u0432\u0430\u043d\u0456 \u0432\u0438\u0442\u0440\u0430\u0442\u0438.<\/p>\n<h2 data-start=\"1649\" data-end=\"1696\">\u0425\u043c\u0430\u0440\u0430: \u0441\u0438\u043b\u044c\u043d\u0456 \u0441\u0442\u043e\u0440\u043e\u043d\u0438 \u0442\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u0456 \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043d\u044f<\/h2>\n<p data-start=\"1698\" data-end=\"1896\">\u041e\u0431\u043b\u0430\u0447\u043d\u0456 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0438, \u0442\u0430\u043a\u0456 \u044f\u043a <strong data-start=\"1725\" data-end=\"1732\">AWS<\/strong>, <strong data-start=\"1734\" data-end=\"1750\">Google Cloud<\/strong> \u0442\u0430 <strong data-start=\"1754\" data-end=\"1763\">Azure<\/strong>, \u0432\u0456\u0434\u0456\u0433\u0440\u0430\u043b\u0438 \u0432\u0435\u043b\u0438\u0447\u0435\u0437\u043d\u0443 \u0440\u043e\u043b\u044c \u0443 \u0440\u043e\u0437\u0432\u0438\u0442\u043a\u0443 AI. \u0412\u043e\u043d\u0438 \u0441\u0442\u0430\u043b\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u044e \u0442\u043e\u0447\u043a\u043e\u044e \u0432\u0445\u043e\u0434\u0443 \u0439 \u0434\u0430\u043b\u0438 \u0437\u043c\u043e\u0433\u0443 \u0442\u0438\u0441\u044f\u0447\u0430\u043c \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0456\u0432 \u0448\u0432\u0438\u0434\u043a\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u0442\u0438\u0441\u044f.<\/p>\n<h3 data-start=\"1898\" data-end=\"1919\">\u041f\u0435\u0440\u0435\u0432\u0430\u0433\u0438 \u0445\u043c\u0430\u0440\u0438:<\/h3>\n<ul data-start=\"1920\" data-end=\"2205\">\n<li data-start=\"1920\" data-end=\"1979\">\n<p data-start=\"1922\" data-end=\"1979\"><strong data-start=\"1922\" data-end=\"1941\">\u041c\u0438\u0442\u0442\u0454\u0432\u0438\u0439 \u0437\u0430\u043f\u0443\u0441\u043a<\/strong> \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u0438 \u0442\u0430 \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445 \u0437\u0430 \u0445\u0432\u0438\u043b\u0438\u043d\u0438.<\/p>\n<\/li>\n<li data-start=\"1980\" data-end=\"2058\">\n<p data-start=\"1982\" data-end=\"2058\"><strong data-start=\"1982\" data-end=\"2009\">\u0415\u043b\u0430\u0441\u0442\u0438\u0447\u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f<\/strong> \u2014 \u0434\u043e\u0434\u0430\u0439\u0442\u0435 \u0456\u043d\u0441\u0442\u0430\u043d\u0441\u0438, \u043a\u043e\u043b\u0438 \u0437\u0440\u043e\u0441\u0442\u0430\u0454 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f.<\/p>\n<\/li>\n<li data-start=\"2059\" data-end=\"2127\">\n<p data-start=\"2061\" data-end=\"2127\"><strong data-start=\"2061\" data-end=\"2084\">\u0415\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0441\u0435\u0440\u0432\u0456\u0441\u0456\u0432<\/strong> \u2014 \u0441\u0445\u043e\u0432\u0438\u0449\u0430, \u0431\u0430\u0437\u0438 \u0434\u0430\u043d\u0438\u0445, CI\/CD, \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0430.<\/p>\n<\/li>\n<li data-start=\"2128\" data-end=\"2205\">\n<p data-start=\"2130\" data-end=\"2205\"><strong data-start=\"2130\" data-end=\"2147\">\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u043b\u0430\u0442\u0438<\/strong> \u2014 \u043f\u043b\u0430\u0442\u0438 \u043b\u0438\u0448\u0435 \u0437\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u0435, \u0437\u0440\u0443\u0447\u043d\u043e \u0434\u043b\u044f \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0443\u0432\u0430\u043d\u043d\u044f.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"2207\" data-end=\"2240\">\u041e\u0431\u043c\u0435\u0436\u0435\u043d\u043d\u044f \u0434\u043b\u044f AI-\u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0456\u0432:<\/h3>\n<ul data-start=\"2241\" data-end=\"2760\">\n<li data-start=\"2241\" data-end=\"2373\">\n<p data-start=\"2243\" data-end=\"2373\"><strong data-start=\"2243\" data-end=\"2266\">\u0412\u0438\u0441\u043e\u043a\u0430 \u0432\u0430\u0440\u0442\u0456\u0441\u0442\u044c GPU<\/strong> \u2014 \u043e\u0440\u0435\u043d\u0434\u0430 \u043e\u0434\u043d\u043e\u0433\u043e NVIDIA H100 \u0443 2025 \u0440\u043e\u0446\u0456 \u043a\u043e\u0448\u0442\u0443\u0454 <strong data-start=\"2314\" data-end=\"2333\">12\u201315 \u0442\u0438\u0441.$\/\u043c\u0456\u0441<\/strong>. \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0456\u0437 8 \u043a\u0430\u0440\u0442 = \u043f\u043e\u043d\u0430\u0434 100 \u0442\u0438\u0441.$.<\/p>\n<\/li>\n<li data-start=\"2374\" data-end=\"2463\">\n<p data-start=\"2376\" data-end=\"2463\"><strong data-start=\"2376\" data-end=\"2396\">\u0414\u0435\u0444\u0456\u0446\u0438\u0442 \u0440\u0435\u0441\u0443\u0440\u0441\u0456\u0432<\/strong> \u2014 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0456 GPU \u0431\u0440\u043e\u043d\u044e\u044e\u0442\u044c \u043d\u0430\u043f\u0435\u0440\u0435\u0434; \u043a\u043e\u043c\u0430\u043d\u0434\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u0447\u0435\u043a\u0430\u0442\u0438 \u0442\u0438\u0436\u043d\u044f\u043c\u0438.<\/p>\n<\/li>\n<li data-start=\"2464\" data-end=\"2548\">\n<p data-start=\"2466\" data-end=\"2548\"><strong data-start=\"2466\" data-end=\"2493\">\u041d\u0435\u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0443\u0432\u0430\u043d\u0456 \u0440\u0430\u0445\u0443\u043d\u043a\u0438<\/strong> \u2014 \u0437\u0431\u043e\u0440\u0438 \u0437\u0430 \u0442\u0440\u0430\u0444\u0456\u043a \u0456 \u0441\u0445\u043e\u0432\u0438\u0449\u0435 \u0437\u0434\u0430\u0442\u043d\u0456 \u043f\u043e\u0434\u0432\u043e\u0457\u0442\u0438 \u0432\u0438\u0442\u0440\u0430\u0442\u0438.<\/p>\n<\/li>\n<li data-start=\"2549\" data-end=\"2652\">\n<p data-start=\"2551\" data-end=\"2652\"><strong data-start=\"2551\" data-end=\"2569\">Vendor lock-in<\/strong> \u2014 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445 \u0456 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432 \u0456\u043d\u0448\u0443 \u0445\u043c\u0430\u0440\u0443 \u043a\u043e\u0448\u0442\u0443\u0454 \u0441\u043e\u0442\u043d\u0456 \u0442\u0438\u0441\u044f\u0447 \u0456 \u0442\u0440\u0438\u0432\u0430\u0454 \u043c\u0456\u0441\u044f\u0446\u044f\u043c\u0438.<\/p>\n<\/li>\n<li data-start=\"2653\" data-end=\"2760\">\n<p data-start=\"2655\" data-end=\"2760\"><strong data-start=\"2655\" data-end=\"2677\">\u041e\u0431\u043c\u0435\u0436\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c<\/strong> \u2014 \u043d\u0435\u043c\u043e\u0436\u043b\u0438\u0432\u043e \u0432\u0456\u043b\u044c\u043d\u043e \u0441\u0442\u0430\u0432\u0438\u0442\u0438 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u0438, \u0432\u0435\u0440\u0441\u0456\u0457 CUDA \u0447\u0438 \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0456 \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0438.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2762\" data-end=\"2907\">\ud83d\udc49 \u0414\u043b\u044f \u0440\u0430\u043d\u043d\u0456\u0445 \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0456\u0432 \u0445\u043c\u0430\u0440\u0430 \u0456\u0434\u0435\u0430\u043b\u044c\u043d\u0430. \u0410\u043b\u0435 \u043a\u043e\u043b\u0438 \u0437\u0440\u043e\u0441\u0442\u0430\u044e\u0442\u044c \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u0442\u0430 \u043e\u0431\u0441\u044f\u0433\u0438 \u0434\u0430\u043d\u0438\u0445, \u0432\u043e\u043d\u0430 \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u044e\u0454\u0442\u044c\u0441\u044f \u0437 \u00ab\u0440\u044f\u0442\u0456\u0432\u043d\u0438\u043a\u0430\u00bb \u043d\u0430 \u0444\u0430\u043a\u0442\u043e\u0440 \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043d\u044f.<\/p>\n<h2 data-start=\"2914\" data-end=\"2959\">Bare Metal: \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u0431\u0435\u0437 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0456\u0441\u0456\u0432<\/h2>\n<p data-start=\"2961\" data-end=\"3128\">Bare metal \u2014 \u0446\u0435 \u0432\u0438\u0434\u0456\u043b\u0435\u043d\u0438\u0439 \u0444\u0456\u0437\u0438\u0447\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0435\u0440, \u043f\u043e\u0432\u043d\u0456\u0441\u0442\u044e \u043f\u0435\u0440\u0435\u0434\u0430\u043d\u0438\u0439 \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0456\u0454\u043d\u0442\u0443. \u0416\u043e\u0434\u043d\u043e\u0457 \u0432\u0456\u0440\u0442\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457, \u0436\u043e\u0434\u043d\u0438\u0445 \u00ab\u0448\u0443\u043c\u043d\u0438\u0445 \u0441\u0443\u0441\u0456\u0434\u0456\u0432\u00bb, \u0436\u043e\u0434\u043d\u043e\u0433\u043e \u0441\u043f\u0456\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0440\u0435\u0441\u0443\u0440\u0441\u0456\u0432.<\/p>\n<h3 data-start=\"3130\" data-end=\"3153\">\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u043f\u0435\u0440\u0435\u0432\u0430\u0433\u0438:<\/h3>\n<ul data-start=\"3154\" data-end=\"3564\">\n<li data-start=\"3154\" data-end=\"3220\">\n<p data-start=\"3156\" data-end=\"3220\"><strong data-start=\"3156\" data-end=\"3176\">\u0412\u0438\u0434\u0456\u043b\u0435\u043d\u0456 \u0440\u0435\u0441\u0443\u0440\u0441\u0438<\/strong> \u2014 \u0441\u0442\u0430\u0431\u0456\u043b\u044c\u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0431\u0435\u0437 \u043f\u0440\u043e\u0441\u0456\u0434\u0430\u043d\u044c.<\/p>\n<\/li>\n<li data-start=\"3221\" data-end=\"3291\">\n<p data-start=\"3223\" data-end=\"3291\"><strong data-start=\"3223\" data-end=\"3242\">\u041f\u043e\u0432\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c<\/strong> \u2014 root-\u0434\u043e\u0441\u0442\u0443\u043f, \u043a\u0430\u0441\u0442\u043e\u043c\u043d\u0430 \u041e\u0421, \u0431\u0443\u0434\u044c-\u044f\u043a\u0456 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u0438.<\/p>\n<\/li>\n<li data-start=\"3292\" data-end=\"3373\">\n<p data-start=\"3294\" data-end=\"3373\"><strong data-start=\"3294\" data-end=\"3319\">\u041f\u0440\u043e\u0437\u043e\u0440\u0435 \u0446\u0456\u043d\u043e\u0443\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f<\/strong> \u2014 \u0436\u043e\u0434\u043d\u0438\u0445 \u043f\u0440\u0438\u0445\u043e\u0432\u0430\u043d\u0438\u0445 \u0432\u0438\u0442\u0440\u0430\u0442 \u043d\u0430 \u0442\u0440\u0430\u0444\u0456\u043a \u0447\u0438 \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f.<\/p>\n<\/li>\n<li data-start=\"3374\" data-end=\"3468\">\n<p data-start=\"3376\" data-end=\"3468\"><strong data-start=\"3376\" data-end=\"3406\">\u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c<\/strong> \u2014 \u043d\u0430 10\u201320% \u0448\u0432\u0438\u0434\u0448\u0435 \u043f\u043e\u0440\u0456\u0432\u043d\u044f\u043d\u043e \u0437 \u0432\u0456\u0440\u0442\u0443\u0430\u043b\u0456\u0437\u043e\u0432\u0430\u043d\u0438\u043c\u0438 \u0456\u043d\u0441\u0442\u0430\u043d\u0441\u0430\u043c\u0438.<\/p>\n<\/li>\n<li data-start=\"3469\" data-end=\"3564\">\n<p data-start=\"3471\" data-end=\"3564\"><strong data-start=\"3471\" data-end=\"3499\">\u0417\u0440\u0443\u0447\u043d\u0456\u0441\u0442\u044c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u043b\u0430\u0454\u043d\u0441\u0443<\/strong> \u2014 \u043b\u0435\u0433\u0448\u0435 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0430\u0442\u0438 \u0432\u0438\u043c\u043e\u0433\u0430\u043c \u0449\u043e\u0434\u043e \u043b\u043e\u043a\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0442\u0430 \u0431\u0435\u0437\u043f\u0435\u043a\u0438 \u0434\u0430\u043d\u0438\u0445.<\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"3571\" data-end=\"3609\">\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u043f\u0440\u0438\u0447\u0438\u043d\u0438 \u0432\u0438\u0431\u043e\u0440\u0443 bare metal<\/h2>\n<p data-start=\"3611\" data-end=\"3633\"><strong data-start=\"3611\" data-end=\"3631\">\u0415\u043a\u043e\u043d\u043e\u043c\u0456\u044f \u0431\u044e\u0434\u0436\u0435\u0442\u0443<\/strong><\/p>\n<ul data-start=\"3634\" data-end=\"3751\">\n<li data-start=\"3634\" data-end=\"3686\">\n<p data-start=\"3636\" data-end=\"3686\">\u0425\u043c\u0430\u0440\u0430: \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0456\u0437 8 GPU \u043a\u043e\u0448\u0442\u0443\u0454 80\u2013120 \u0442\u0438\u0441.$\/\u043c\u0456\u0441.<\/p>\n<\/li>\n<li data-start=\"3687\" data-end=\"3751\">\n<p data-start=\"3689\" data-end=\"3751\">Bare metal: \u0442\u0430\u043a\u0438\u0439 \u0441\u0430\u043c\u0438\u0439 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u2014 20\u201330 \u0442\u0438\u0441.$\/\u043c\u0456\u0441 \u0444\u0456\u043a\u0441\u043e\u0432\u0430\u043d\u043e.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3753\" data-end=\"3774\"><strong data-start=\"3753\" data-end=\"3772\">\u0414\u043e\u0441\u0442\u0443\u043f\u043d\u0456\u0441\u0442\u044c GPU<\/strong><\/p>\n<ul data-start=\"3775\" data-end=\"3891\">\n<li data-start=\"3775\" data-end=\"3829\">\n<p data-start=\"3777\" data-end=\"3829\">\u0425\u043c\u0430\u0440\u0430: H100\/A100 \u0447\u0430\u0441\u0442\u043e \u0437\u0430\u0440\u0435\u0437\u0435\u0440\u0432\u043e\u0432\u0430\u043d\u0456 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0446\u0456\u044f\u043c\u0438.<\/p>\n<\/li>\n<li data-start=\"3830\" data-end=\"3891\">\n<p data-start=\"3832\" data-end=\"3891\">Bare metal: GPU \u0433\u0430\u0440\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0456, \u044f\u043a\u0449\u043e \u0441\u0435\u0440\u0432\u0435\u0440 \u0443\u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0442\u043e\u0432\u0430\u043d\u0438\u0439.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3893\" data-end=\"3931\"><strong data-start=\"3893\" data-end=\"3929\">\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0456 \u043d\u0438\u0437\u044c\u043a\u0430 \u0437\u0430\u0442\u0440\u0438\u043c\u043a\u0430<\/strong><\/p>\n<ul data-start=\"3932\" data-end=\"4003\">\n<li data-start=\"3932\" data-end=\"4003\">\n<p data-start=\"3934\" data-end=\"4003\">\u0412\u0456\u0434\u0441\u0443\u0442\u043d\u0456\u0441\u0442\u044c \u0432\u0456\u0440\u0442\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 = +10\u201320% \u0448\u0432\u0438\u0434\u043a\u043e\u0441\u0442\u0456 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u0439 inference.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4005\" data-end=\"4034\"><strong data-start=\"4005\" data-end=\"4032\">\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0456 \u043a\u0430\u0441\u0442\u043e\u043c\u0456\u0437\u0430\u0446\u0456\u044f<\/strong><\/p>\n<ul data-start=\"4035\" data-end=\"4126\">\n<li data-start=\"4035\" data-end=\"4126\">\n<p data-start=\"4037\" data-end=\"4126\">Root-\u0434\u043e\u0441\u0442\u0443\u043f: \u0432\u043b\u0430\u0441\u043d\u0456 CUDA, \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 (PyTorch, JAX, TensorRT), \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0456 \u0437\u0431\u0456\u0440\u043a\u0438.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4128\" data-end=\"4153\"><strong data-start=\"4128\" data-end=\"4151\">\u041a\u043e\u043c\u043f\u043b\u0430\u0454\u043d\u0441 \u0456 \u0431\u0435\u0437\u043f\u0435\u043a\u0430<\/strong><\/p>\n<ul data-start=\"4154\" data-end=\"4264\">\n<li data-start=\"4154\" data-end=\"4264\">\n<p data-start=\"4156\" data-end=\"4264\">\u0424\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0456 \u043a\u043e\u043c\u043f\u0430\u043d\u0456\u0457, \u043c\u0435\u0434\u0442\u0435\u0445 \u0456 \u0434\u0435\u0440\u0436\u0430\u0432\u043d\u0456 \u043f\u0440\u043e\u0454\u043a\u0442\u0438 \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u044e\u0442\u044c \u0432\u0438\u0434\u0456\u043b\u0435\u043d\u0438\u0445 \u0441\u0435\u0440\u0432\u0435\u0440\u0456\u0432. Bare metal \u0440\u043e\u0431\u0438\u0442\u044c \u0446\u0435 \u043f\u0440\u043e\u0441\u0442\u0438\u043c.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4266\" data-end=\"4292\"><strong data-start=\"4266\" data-end=\"4290\">\u041f\u0440\u043e\u0433\u043d\u043e\u0437\u043e\u0432\u0430\u043d\u0456 \u0432\u0438\u0442\u0440\u0430\u0442\u0438<\/strong><\/p>\n<ul data-start=\"4293\" data-end=\"4416\">\n<li data-start=\"4293\" data-end=\"4350\">\n<p data-start=\"4295\" data-end=\"4350\">\u0423 \u0445\u043c\u0430\u0440\u0456 \u0440\u0430\u0445\u0443\u043d\u043a\u0438 \u0437\u0430\u0432\u0436\u0434\u0438 \u0431\u0456\u043b\u044c\u0448\u0456 \u0447\u0435\u0440\u0435\u0437 \u0442\u0440\u0430\u0444\u0456\u043a \u0456 \u0441\u0445\u043e\u0432\u0438\u0449\u0430.<\/p>\n<\/li>\n<li data-start=\"4351\" data-end=\"4416\">\n<p data-start=\"4353\" data-end=\"4416\">Bare metal = \u0444\u0456\u043a\u0441\u043e\u0432\u0430\u043d\u0430 \u0449\u043e\u043c\u0456\u0441\u044f\u0447\u043d\u0430 \u0446\u0456\u043d\u0430, \u0437\u0440\u0443\u0447\u043d\u043e \u0434\u043b\u044f \u0456\u043d\u0432\u0435\u0441\u0442\u043e\u0440\u0456\u0432.<\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"4423\" data-end=\"4465\">\u042f\u043a \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c bare metal<\/h2>\n<ul data-start=\"4467\" data-end=\"4842\">\n<li data-start=\"4467\" data-end=\"4558\">\n<p data-start=\"4469\" data-end=\"4558\"><strong data-start=\"4469\" data-end=\"4489\">\u041d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/strong> \u2014 LLM \u0442\u0430 CV \u0442\u0440\u0435\u043d\u0443\u044e\u0442\u044c\u0441\u044f \u0442\u0438\u0436\u043d\u044f\u043c\u0438; bare metal \u0437\u043c\u0435\u043d\u0448\u0443\u0454 \u0432\u0438\u0442\u0440\u0430\u0442\u0438 \u043d\u0430 50%.<\/p>\n<\/li>\n<li data-start=\"4559\" data-end=\"4668\">\n<p data-start=\"4561\" data-end=\"4668\"><strong data-start=\"4561\" data-end=\"4581\">\u041f\u0440\u043e\u0434\u0430\u043a\u0448\u043d-\u0441\u0435\u0440\u0432\u0456\u0441\u0438<\/strong> \u2014 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0456 \u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0438 \u0437 \u043c\u0456\u043b\u044c\u0439\u043e\u043d\u0430\u043c\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456\u0432 \u0446\u0456\u043d\u0443\u044e\u0442\u044c \u0441\u0442\u0430\u0431\u0456\u043b\u044c\u043d\u0456\u0441\u0442\u044c \u0431\u0435\u0437 \u00ab\u0441\u0443\u0441\u0456\u0434\u0456\u0432\u00bb.<\/p>\n<\/li>\n<li data-start=\"4669\" data-end=\"4759\">\n<p data-start=\"4671\" data-end=\"4759\"><strong data-start=\"4671\" data-end=\"4689\">\u0414\u0430\u0442\u0430-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0438<\/strong> \u2014 \u043f\u0435\u0442\u0430\u0431\u0430\u0439\u0442\u0438 \u0434\u0430\u043d\u0438\u0445 \u0434\u0435\u0448\u0435\u0432\u0448\u0435 \u043e\u0431\u0440\u043e\u0431\u043b\u044f\u0442\u0438 \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0438\u0445 \u0434\u0438\u0441\u043a\u0430\u0445 bare metal.<\/p>\n<\/li>\n<li data-start=\"4760\" data-end=\"4842\">\n<p data-start=\"4762\" data-end=\"4842\"><strong data-start=\"4762\" data-end=\"4783\">\u0420\u0435\u0433\u0443\u043b\u044c\u043e\u0432\u0430\u043d\u0456 \u0440\u0438\u043d\u043a\u0438<\/strong> \u2014 \u0444\u0456\u043d\u0442\u0435\u0445, \u043c\u0435\u0434\u0442\u0435\u0445, \u0434\u0435\u0440\u0436\u0441\u0435\u043a\u0442\u043e\u0440 \u0432\u0438\u043c\u0430\u0433\u0430\u044e\u0442\u044c \u0432\u0438\u0434\u0456\u043b\u0435\u043d\u0456 \u0441\u0435\u0440\u0432\u0435\u0440\u0438.<\/p>\n<\/li>\n<\/ul>\n<h3 data-start=\"4844\" data-end=\"4871\">\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0437\u0430 \u0433\u0430\u043b\u0443\u0437\u044f\u043c\u0438:<\/h3>\n<ol data-start=\"4872\" data-end=\"5456\">\n<li data-start=\"4872\" data-end=\"4938\">\n<p data-start=\"4875\" data-end=\"4938\"><strong data-start=\"4875\" data-end=\"4888\">NLP \u0456 LLM<\/strong> \u2014 \u0442\u0438\u0436\u043d\u0456 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u2192 \u0443\u0434\u0432\u0456\u0447\u0456 \u0434\u0435\u0448\u0435\u0432\u0448\u0435, \u043d\u0456\u0436 \u0443 \u0445\u043c\u0430\u0440\u0456.<\/p>\n<\/li>\n<li data-start=\"4939\" data-end=\"5025\">\n<p data-start=\"4942\" data-end=\"5025\"><strong data-start=\"4942\" data-end=\"4970\">Computer Vision (\u043c\u0435\u0434\u0442\u0435\u0445)<\/strong> \u2014 \u0430\u043d\u0430\u043b\u0456\u0437 \u041c\u0420\u0422\/\u041a\u0422 \u2192 \u0432\u0438\u0441\u043e\u043a\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c + \u043a\u043e\u043c\u043f\u043b\u0430\u0454\u043d\u0441.<\/p>\n<\/li>\n<li data-start=\"5026\" data-end=\"5113\">\n<p data-start=\"5029\" data-end=\"5113\"><strong data-start=\"5029\" data-end=\"5049\">\u0424\u0456\u043d\u0442\u0435\u0445 antifraud<\/strong> \u2014 \u043c\u0456\u043b\u044c\u0439\u043e\u043d\u0438 \u0442\u0440\u0430\u043d\u0437\u0430\u043a\u0446\u0456\u0439 \u0443 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0447\u0430\u0441\u0456 \u2192 \u043c\u0456\u043d\u0456\u043c\u0430\u043b\u044c\u043d\u0456 \u0437\u0430\u0442\u0440\u0438\u043c\u043a\u0438.<\/p>\n<\/li>\n<li data-start=\"5114\" data-end=\"5194\">\n<p data-start=\"5117\" data-end=\"5194\"><strong data-start=\"5117\" data-end=\"5137\">\u0413\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0456 SaaS<\/strong> \u2014 \u0432\u0456\u0434\u0435\u043e\/\u0430\u0443\u0434\u0456\u043e\/\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f \u2192 \u0437\u043c\u0435\u043d\u0448\u0435\u043d\u043d\u044f \u0432\u0438\u0442\u0440\u0430\u0442 \u043d\u0430 \u0442\u0440\u0430\u0444\u0456\u043a.<\/p>\n<\/li>\n<li data-start=\"5195\" data-end=\"5282\">\n<p data-start=\"5198\" data-end=\"5282\"><strong data-start=\"5198\" data-end=\"5208\">EdTech<\/strong> \u2014 \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u0435 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u0434\u043b\u044f \u0442\u0438\u0441\u044f\u0447 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0456\u0432 \u2192 \u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0443\u0432\u0430\u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f.<\/p>\n<\/li>\n<li data-start=\"5283\" data-end=\"5381\">\n<p data-start=\"5286\" data-end=\"5381\"><strong data-start=\"5286\" data-end=\"5326\">\u0420\u043e\u0431\u043e\u0442\u043e\u0442\u0435\u0445\u043d\u0456\u043a\u0430 \u0439 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u0438\u0439 \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442<\/strong> \u2014 \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0447\u0430\u0441\u0456 \u2192 \u0441\u0435\u0440\u0432\u0435\u0440\u0438 \u0431\u043b\u0438\u0436\u0447\u0435 \u0434\u043e edge.<\/p>\n<\/li>\n<li data-start=\"5382\" data-end=\"5456\">\n<p data-start=\"5385\" data-end=\"5456\"><strong data-start=\"5385\" data-end=\"5406\">\u0411\u0456\u043e\u0442\u0435\u0445 \u0456 \u0433\u0435\u043d\u043e\u043c\u0456\u043a\u0430<\/strong> \u2014 \u0441\u043e\u0442\u043d\u0456 \u0422\u0411 \u0434\u0430\u043d\u0438\u0445 \u2192 \u0434\u0435\u0448\u0435\u0432\u0448\u0456 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0456 \u043e\u0431\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044f.<\/p>\n<\/li>\n<\/ol>\n<h2 data-start=\"5463\" data-end=\"5499\">\u041f\u043e\u0440\u0456\u0432\u043d\u044f\u043d\u043d\u044f: \u0445\u043c\u0430\u0440\u0430 vs bare metal<\/h2>\n<div class=\"_tableContainer_1rjym_1\">\n<div class=\"group _tableWrapper_1rjym_13 flex w-fit flex-col-reverse\" tabindex=\"-1\">\n<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"5501\" data-end=\"6159\">\n<thead data-start=\"5501\" data-end=\"5594\">\n<tr data-start=\"5501\" data-end=\"5594\">\n<th data-start=\"5501\" data-end=\"5523\" data-col-size=\"sm\"><strong data-start=\"5503\" data-end=\"5515\">\u041a\u0440\u0438\u0442\u0435\u0440\u0456\u0439<\/strong><\/th>\n<th data-start=\"5523\" data-end=\"5558\" data-col-size=\"sm\"><strong data-start=\"5525\" data-end=\"5534\">\u0425\u043c\u0430\u0440\u0430<\/strong><\/th>\n<th data-start=\"5558\" data-end=\"5594\" data-col-size=\"sm\"><strong data-start=\"5560\" data-end=\"5574\">Bare Metal<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"5690\" data-end=\"6159\">\n<tr data-start=\"5690\" data-end=\"5782\">\n<td data-start=\"5690\" data-end=\"5712\" data-col-size=\"sm\"><strong data-start=\"5692\" data-end=\"5700\">\u0426\u0456\u043d\u0430<\/strong><\/td>\n<td data-start=\"5712\" data-end=\"5746\" data-col-size=\"sm\">50\u2013100 \u0442\u0438\u0441.$\/\u043c\u0456\u0441 \u0437\u0430 GPU-\u043a\u043b\u0430\u0441\u0442\u0435\u0440<\/td>\n<td data-start=\"5746\" data-end=\"5782\" data-col-size=\"sm\">15\u201330 \u0442\u0438\u0441.$\/\u043c\u0456\u0441 \u0444\u0456\u043a\u0441\u043e\u0432\u0430\u043d\u043e<\/td>\n<\/tr>\n<tr data-start=\"5783\" data-end=\"5875\">\n<td data-start=\"5783\" data-end=\"5805\" data-col-size=\"sm\"><strong data-start=\"5785\" data-end=\"5803\">\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c<\/strong><\/td>\n<td data-start=\"5805\" data-end=\"5839\" data-col-size=\"sm\">\u0412\u0438\u0442\u0440\u0430\u0442\u0438 \u043d\u0430 \u0432\u0456\u0440\u0442\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u044e<\/td>\n<td data-start=\"5839\" data-end=\"5875\" data-col-size=\"sm\">\u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430 \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044c<\/td>\n<\/tr>\n<tr data-start=\"5876\" data-end=\"5972\">\n<td data-start=\"5876\" data-end=\"5898\" data-col-size=\"sm\"><strong data-start=\"5878\" data-end=\"5895\">\u0414\u043e\u0441\u0442\u0443\u043f \u0434\u043e GPU<\/strong><\/td>\n<td data-start=\"5898\" data-end=\"5932\" data-col-size=\"sm\">\u041a\u0432\u043e\u0442\u0438, \u0447\u0435\u0440\u0433\u0438<\/td>\n<td data-start=\"5932\" data-end=\"5972\" data-col-size=\"sm\">\u0413\u0430\u0440\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u043e, \u044f\u043a\u0449\u043e \u0441\u0435\u0440\u0432\u0435\u0440 \u043e\u0441\u043d\u0430\u0449\u0435\u043d\u0438\u0439<\/td>\n<\/tr>\n<tr data-start=\"5973\" data-end=\"6066\">\n<td data-start=\"5973\" data-end=\"5995\" data-col-size=\"sm\"><strong data-start=\"5975\" data-end=\"5987\">\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c<\/strong><\/td>\n<td data-start=\"5995\" data-end=\"6029\" data-col-size=\"sm\">\u041e\u0431\u043c\u0435\u0436\u0435\u043d\u0438\u0439<\/td>\n<td data-start=\"6029\" data-end=\"6066\" data-col-size=\"sm\">Root-\u0434\u043e\u0441\u0442\u0443\u043f, \u043f\u043e\u0432\u043d\u0430 \u043a\u0430\u0441\u0442\u043e\u043c\u0456\u0437\u0430\u0446\u0456\u044f<\/td>\n<\/tr>\n<tr data-start=\"6067\" data-end=\"6159\">\n<td data-start=\"6067\" data-end=\"6089\" data-col-size=\"sm\"><strong data-start=\"6069\" data-end=\"6082\">\u041a\u043e\u043c\u043f\u043b\u0430\u0454\u043d\u0441<\/strong><\/td>\n<td data-start=\"6089\" data-end=\"6123\" data-col-size=\"sm\">\u0421\u043a\u043b\u0430\u0434\u043d\u043e \u0440\u0435\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438<\/td>\n<td data-start=\"6123\" data-end=\"6159\" data-col-size=\"sm\">\u041b\u0435\u0433\u043a\u043e \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0438\u0442\u0438<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<h2 data-start=\"6166\" data-end=\"6187\">\u0422\u0440\u0435\u043d\u0434\u0438 2025\u20132030<\/h2>\n<ul data-start=\"6189\" data-end=\"6723\">\n<li data-start=\"6189\" data-end=\"6275\">\n<p data-start=\"6191\" data-end=\"6275\"><strong data-start=\"6191\" data-end=\"6206\">\u0414\u0435\u0444\u0456\u0446\u0438\u0442 GPU<\/strong> \u2014 H100\/A100 \u0437\u0430\u043b\u0438\u0448\u0430\u044e\u0442\u044c\u0441\u044f \u0440\u0456\u0434\u043a\u0456\u0441\u0442\u044e \u2192 bare metal-\u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0438 \u0432\u0438\u0433\u0440\u0430\u044e\u0442\u044c.<\/p>\n<\/li>\n<li data-start=\"6276\" data-end=\"6366\">\n<p data-start=\"6278\" data-end=\"6366\"><strong data-start=\"6278\" data-end=\"6290\">Green AI<\/strong> \u2014 \u0435\u043d\u0435\u0440\u0433\u043e\u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0441\u0442\u0430\u0454 \u043e\u0431\u043e\u0432\u2019\u044f\u0437\u043a\u043e\u0432\u043e\u044e \u2192 bare metal \u0437\u043c\u0435\u043d\u0448\u0443\u0454 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f.<\/p>\n<\/li>\n<li data-start=\"6367\" data-end=\"6496\">\n<p data-start=\"6369\" data-end=\"6496\"><strong data-start=\"6369\" data-end=\"6390\">\u041b\u043e\u043a\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u044f \u0434\u0430\u043d\u0438\u0445<\/strong> \u2014 GDPR \u0456 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0456 \u0437\u0430\u043a\u043e\u043d\u0438 \u0432\u0438\u043c\u0430\u0433\u0430\u044e\u0442\u044c \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f \u0432 \u0440\u0435\u0433\u0456\u043e\u043d\u0456 \u2192 bare metal \u043c\u043e\u0436\u043d\u0430 \u0440\u043e\u0437\u0433\u043e\u0440\u043d\u0443\u0442\u0438 \u0442\u0430\u043c, \u0434\u0435 \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u043e.<\/p>\n<\/li>\n<li data-start=\"6497\" data-end=\"6581\">\n<p data-start=\"6499\" data-end=\"6581\"><strong data-start=\"6499\" data-end=\"6521\">\u0413\u0456\u0431\u0440\u0438\u0434\u043d\u0456 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0456\u0457<\/strong> \u2014 \u0441\u0442\u0430\u0440\u0442 \u0443 \u0445\u043c\u0430\u0440\u0456, \u0434\u043e\u0432\u0433\u043e\u0442\u0440\u0438\u0432\u0430\u043b\u0456 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u043d\u0430 bare metal.<\/p>\n<\/li>\n<li data-start=\"6582\" data-end=\"6723\">\n<p data-start=\"6584\" data-end=\"6723\"><strong data-start=\"6584\" data-end=\"6603\">\u0417\u0440\u043e\u0441\u0442\u0430\u043d\u043d\u044f \u0440\u0438\u043d\u043a\u0443<\/strong> \u2014 \u0437\u0430 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0430\u043c\u0438 McKinsey, \u0434\u043e 2030 \u0440\u043e\u043a\u0443 AI \u0434\u043e\u0434\u0430\u0441\u0442\u044c \u0441\u0432\u0456\u0442\u043e\u0432\u0456\u0439 \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u0446\u0456 13 \u0442\u0440\u043b\u043d$, \u0456 bare metal \u0441\u0442\u0430\u043d\u0435 \u043a\u043b\u044e\u0447\u043e\u0432\u0438\u043c \u0435\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u043c.<\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"6730\" data-end=\"6743\">\u0412\u0438\u0441\u043d\u043e\u0432\u043e\u043a<\/h2>\n<p data-start=\"6745\" data-end=\"6980\">\u0423 2025 \u0440\u043e\u0446\u0456 AI-\u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0438 \u0432\u0441\u0435 \u0447\u0430\u0441\u0442\u0456\u0448\u0435 \u043e\u0431\u0438\u0440\u0430\u044e\u0442\u044c bare metal. \u041f\u0440\u0438\u0447\u0438\u043d\u0438 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u0456: \u0446\u0435 \u0434\u0435\u0448\u0435\u0432\u0448\u0435, \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u043e\u0432\u0430\u043d\u0456\u0448\u0435, \u0448\u0432\u0438\u0434\u0448\u0435 \u0439 \u0431\u0435\u0437\u043f\u0435\u0447\u043d\u0456\u0448\u0435. \u0425\u043c\u0430\u0440\u0430 \u0437\u0430\u043b\u0438\u0448\u0430\u0454\u0442\u044c\u0441\u044f \u043a\u043e\u0440\u0438\u0441\u043d\u0438\u043c \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0456\u0432, \u0430\u043b\u0435 bare metal \u0441\u0442\u0430\u0454 \u043e\u0441\u043d\u043e\u0432\u043e\u044e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f \u0439 \u0440\u043e\u0437\u0432\u0438\u0442\u043a\u0443.<\/p>\n<p data-start=\"7007\" data-end=\"7211\"><strong data-start=\"7007\" data-end=\"7018\">Unihost<\/strong> \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0454 \u0432\u0438\u0434\u0456\u043b\u0435\u043d\u0456 GPU bare metal-\u0441\u0435\u0440\u0432\u0435\u0440\u0438 \u0437 \u043a\u0430\u0441\u0442\u043e\u043c\u043d\u0438\u043c\u0438 \u043a\u043e\u043d\u0444\u0456\u0433\u0443\u0440\u0430\u0446\u0456\u044f\u043c\u0438 \u0442\u0430 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u043e\u044e 24\/7. \u041c\u0438 \u0434\u043e\u043f\u043e\u043c\u0430\u0433\u0430\u0454\u043c\u043e AI-\u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043c \u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044f\u043a\u0430 \u043f\u0440\u0438\u0448\u0432\u0438\u0434\u0448\u0443\u0454 \u0440\u043e\u0437\u0432\u0438\u0442\u043e\u043a \u0431\u0456\u0437\u043d\u0435\u0441\u0443 \u0439 \u0437\u043d\u0438\u0436\u0443\u0454 \u0432\u0438\u0442\u0440\u0430\u0442\u0438.<\/p>\n<p data-start=\"7213\" data-end=\"7357\"><strong data-start=\"7216\" data-end=\"7263\">\u0417\u0431\u0435\u0440\u0456\u0442\u044c \u0441\u0432\u0456\u0439 bare metal-\u0441\u0435\u0440\u0432\u0435\u0440 \u0432\u0436\u0435 \u0441\u044c\u043e\u0433\u043e\u0434\u043d\u0456<\/strong> \u0456 \u043f\u0435\u0440\u0435\u043a\u043e\u043d\u0430\u0439\u0442\u0435\u0441\u044f: \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043c\u043e\u0436\u0435 \u0441\u0442\u0430\u0442\u0438 \u0432\u0430\u0448\u0438\u043c \u0433\u043e\u043b\u043e\u0432\u043d\u0438\u043c \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u043d\u0438\u043c \u043f\u0435\u0440\u0435\u0432\u0430\u0433\u043e\u044e.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412\u0441\u0442\u0443\u043f: \u043d\u043e\u0432\u0430 \u0435\u0440\u0430 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438 \u0434\u043b\u044f AI 2025 \u0440\u0456\u043a \u0441\u0442\u0430\u0432 \u0440\u043e\u043a\u043e\u043c \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u044f \u0442\u0430 \u0437\u0440\u0456\u043b\u043e\u0441\u0442\u0456 \u0434\u043b\u044f \u0456\u043d\u0434\u0443\u0441\u0442\u0440\u0456\u0457 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443. \u0413\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456, \u043c\u043e\u0432\u043d\u0456 \u0430\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0438, \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u043a\u043e\u043c\u043f\u2019\u044e\u0442\u0435\u0440\u043d\u043e\u0433\u043e \u0437\u043e\u0440\u0443 \u0442\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0438 \u0434\u043b\u044f \u043e\u0431\u0440\u043e\u0431\u043a\u0438 \u0434\u0430\u043d\u0438\u0445 \u0443\u0436\u0435 \u0434\u0430\u0432\u043d\u043e \u0432\u0438\u0439\u0448\u043b\u0438 \u0437\u0430 \u043c\u0435\u0436\u0456 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u043d\u0438\u0445 \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0456\u0432 \u0456 \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u0438\u043b\u0438\u0441\u044f \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438, \u044f\u043a\u0438\u043c\u0438 \u0449\u043e\u0434\u043d\u044f \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u044e\u0442\u044c\u0441\u044f \u043c\u0456\u043b\u044c\u0439\u043e\u043d\u0438 \u043b\u044e\u0434\u0435\u0439. \u0417\u0430 \u043e\u0441\u0442\u0430\u043d\u043d\u0456 \u0434\u0432\u0430 \u0440\u043e\u043a\u0438 \u0440\u0438\u043d\u043e\u043a AI \u043f\u0435\u0440\u0435\u0436\u0438\u0432 \u0441\u043f\u0440\u0430\u0432\u0436\u043d\u0456\u0439 \u0456\u043d\u0432\u0435\u0441\u0442\u0438\u0446\u0456\u0439\u043d\u0438\u0439 \u0431\u0443\u043c: [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":5986,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32,48],"tags":[],"class_list":["post-7537","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business_uk","category-ai","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0427\u043e\u043c\u0443 AI-\u0441\u0442\u0430\u0440\u0442\u0430\u043f\u0438 \u043e\u0431\u0438\u0440\u0430\u044e\u0442\u044c bare metal \u0437\u0430\u043c\u0456\u0441\u0442\u044c \u0445\u043c\u0430\u0440\u0438 \u0443 2025 \u0440\u043e\u0446\u0456 - Unihost.com Blog<\/title>\n<meta name=\"description\" content=\"\u0427\u043e\u043c\u0443 \u0443 2025 \u0440\u043e\u0446\u0456 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