{"id":528,"date":"2026-10-14T01:14:54","date_gmt":"2026-10-14T01:14:54","guid":{"rendered":"https:\/\/dev.stariy.com\/?p=528"},"modified":"2026-10-20T01:05:38","modified_gmt":"2026-10-20T01:05:38","slug":"ai-accelerators-memory-bandwidth","status":"publish","type":"post","link":"https:\/\/stariy.com\/uk\/technology-foundations\/ai-accelerators-memory-bandwidth\/","title":{"rendered":"AI-\u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0447\u0456 \u043f\u043e\u0437\u0430 TOPS: \u043f\u0430\u043c\u2019\u044f\u0442\u044c, \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0430 \u0437\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u0456 \u0440\u0435\u0430\u043b\u044c\u043d\u0456 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u041f\u043e\u0440\u0456\u0432\u043d\u044f\u043d\u043d\u044f AI-\u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0447\u0456\u0432 \u0447\u0430\u0441\u0442\u043e \u043f\u043e\u0447\u0438\u043d\u0430\u0454\u0442\u044c\u0441\u044f \u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0432\u0435\u043b\u0438\u043a\u043e\u0433\u043e \u0447\u0438\u0441\u043b\u0430: <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-tops\">TOPS<\/a>, FLOPS \u0430\u0431\u043e \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043e\u0433\u043e \u0432\u0438\u0440\u043e\u0431\u043d\u0438\u043a\u043e\u043c \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u044f. \u0426\u0456 \u043f\u043e\u043a\u0430\u0437\u043d\u0438\u043a\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u0431\u0443\u0442\u0438 \u043a\u043e\u0440\u0438\u0441\u043d\u0438\u043c\u0438, \u0430\u043b\u0435 \u043b\u0438\u0448\u0435 \u0442\u043e\u0434\u0456, \u043a\u043e\u043b\u0438 \u0432\u0456\u0434\u043e\u043c\u0456 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u0439 \u0443\u043c\u043e\u0432\u0438 \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u043d\u044f. \u0421\u0438\u0441\u0442\u0435\u043c\u0430, \u0449\u043e \u0432\u0438\u043a\u043e\u043d\u0443\u0454 \u0432\u0435\u043b\u0438\u0447\u0435\u0437\u043d\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u0430\u0440\u0438\u0444\u043c\u0435\u0442\u0438\u0447\u043d\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0439 \u043d\u0438\u0437\u044c\u043a\u043e\u0457 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0456, \u0443\u0441\u0435 \u043e\u0434\u043d\u043e \u043c\u043e\u0436\u0435 \u0431\u0443\u0442\u0438 \u043d\u0435\u0432\u0434\u0430\u043b\u0438\u043c \u0432\u0438\u0431\u043e\u0440\u043e\u043c, \u044f\u043a\u0449\u043e <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a046\">\u043c\u043e\u0434\u0435\u043b\u044c<\/a> \u043d\u0435 \u0432\u043c\u0456\u0449\u0443\u0454\u0442\u044c\u0441\u044f \u0432 \u043f\u0430\u043c\u2019\u044f\u0442\u044c, \u0434\u0430\u043d\u0456 \u043f\u0435\u0440\u0435\u043c\u0456\u0449\u0443\u044e\u0442\u044c\u0441\u044f \u043d\u0430\u0434\u0442\u043e \u043f\u043e\u0432\u0456\u043b\u044c\u043d\u043e \u0430\u0431\u043e \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u0438\u0439 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0438\u0439 \u0448\u043b\u044f\u0445 \u0449\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043d\u044c\u043e \u0437\u0440\u0456\u043b\u0438\u0439.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u0435 \u0437\u0430\u043f\u0438\u0442\u0430\u043d\u043d\u044f \u2014 \u043d\u0435 \u00ab\u0423 \u044f\u043a\u043e\u0433\u043e \u0447\u0438\u043f\u0430 \u043d\u0430\u0439\u0431\u0456\u043b\u044c\u0448\u0435 \u0447\u0438\u0441\u043b\u043e?\u00bb, \u0430 \u00ab\u0429\u043e \u0437\u0430\u0432\u0430\u0436\u0430\u0454 \u0446\u044c\u043e\u043c\u0443 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044e \u0434\u0430\u0432\u0430\u0442\u0438 \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430 \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u0438\u0445 latency, \u0432\u0438\u0442\u0440\u0430\u0442 \u0456 \u0441\u043f\u043e\u0436\u0438\u0432\u0430\u043d\u043e\u0457 \u043f\u043e\u0442\u0443\u0436\u043d\u043e\u0441\u0442\u0456?\u00bb<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041c\u0456\u0441\u0442\u043a\u0456\u0441\u0442\u044c \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u0454, \u0447\u0438 \u0432\u043c\u0456\u0441\u0442\u0438\u0442\u044c\u0441\u044f \u043c\u043e\u0434\u0435\u043b\u044c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0456, \u0441\u0442\u0430\u043d runtime \u0456 key-value cache \u0441\u043f\u043e\u0436\u0438\u0432\u0430\u044e\u0442\u044c \u043f\u0430\u043c\u2019\u044f\u0442\u044c \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0447\u0430. \u0414\u043e\u0432\u0448\u0456 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0438 \u0439 \u0431\u0456\u043b\u044c\u0448\u0430 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u043e\u0434\u043d\u043e\u0447\u0430\u0441\u043d\u0438\u0445 \u0437\u0430\u043f\u0438\u0442\u0456\u0432 \u0437\u0431\u0456\u043b\u044c\u0448\u0443\u044e\u0442\u044c \u0440\u043e\u0431\u043e\u0447\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445. \u042f\u043a\u0449\u043e \u0432\u0456\u043d \u043d\u0435 \u0432\u043c\u0456\u0449\u0443\u0454\u0442\u044c\u0441\u044f, \u0441\u0438\u0441\u0442\u0435\u043c\u0456 \u043c\u043e\u0436\u0435 \u0437\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u0438\u0441\u044f \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0438\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u0456\u0436 \u043f\u0440\u0438\u0441\u0442\u0440\u043e\u044f\u043c\u0438 \u0430\u0431\u043e \u043f\u0435\u0440\u0435\u043c\u0456\u0449\u0443\u0432\u0430\u0442\u0438 \u0434\u0430\u043d\u0456 \u043f\u043e\u0432\u0456\u043b\u044c\u043d\u0456\u0448\u0438\u043c \u0448\u043b\u044f\u0445\u043e\u043c. \u041e\u0431\u0438\u0434\u0432\u0430 \u0432\u0430\u0440\u0456\u0430\u043d\u0442\u0438 \u0443\u0441\u043a\u043b\u0430\u0434\u043d\u044e\u044e\u0442\u044c \u043e\u0431\u043c\u0456\u043d \u0434\u0430\u043d\u0438\u043c\u0438 \u0439 \u0435\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0456\u044e.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0443\u0447\u0430\u0441\u043d\u0456 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438 \u0434\u043b\u044f data center \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u0447\u043e\u043c\u0443 \u043c\u0456\u0441\u0442\u043a\u0456\u0441\u0442\u044c \u043f\u0430\u043c\u2019\u044f\u0442\u0456 \u0441\u0442\u0430\u043b\u0430 \u043e\u0434\u043d\u0456\u0454\u044e \u0437 \u043a\u043b\u044e\u0447\u043e\u0432\u0438\u0445 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a. NVIDIA \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443\u0454 141 GB HBM3e \u0434\u043b\u044f H200, \u0430 \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0430\u0445 \u043d\u0430\u0432\u043e\u0434\u0438\u0442\u044c \u0431\u0456\u043b\u044c\u0448\u0456 \u043c\u0456\u0441\u0442\u043a\u043e\u0441\u0442\u0456 \u0434\u043b\u044f \u043f\u0456\u0437\u043d\u0456\u0448\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c Blackwell. AMD \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443\u0454 \u0434\u043e 288 GB HBM3E \u0434\u043b\u044f \u0441\u0435\u0440\u0456\u0457 MI350. \u0426\u0456 \u0446\u0438\u0444\u0440\u0438 \u043d\u0435 \u0434\u043e\u0432\u043e\u0434\u044f\u0442\u044c, \u044f\u043a\u0438\u0439 \u043f\u0440\u0438\u0441\u0442\u0440\u0456\u0439 \u0432\u0438\u0433\u0440\u0430\u0454 \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u043c\u0443 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u0456: \u0432\u043e\u043d\u0438 \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u0449\u043e \u0443\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f \u0431\u0456\u043b\u044c\u0448\u0438\u0445 \u0440\u043e\u0431\u043e\u0447\u0438\u0445 \u043d\u0430\u0431\u043e\u0440\u0456\u0432 \u043f\u043e\u0431\u043b\u0438\u0437\u0443 \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0432\u0430\u043b\u044c\u043d\u0438\u0445 \u0431\u043b\u043e\u043a\u0456\u0432 \u0441\u0442\u0430\u043b\u043e \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u043e\u044e \u043c\u0435\u0442\u043e\u044e \u043f\u0440\u043e\u0454\u043a\u0442\u0443\u0432\u0430\u043d\u043d\u044f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0430 \u0437\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u0454 \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044c \u043f\u043e\u0434\u0430\u0447\u0456 \u0434\u0430\u043d\u0438\u0445<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0456\u0434 \u0447\u0430\u0441 <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a014\">inference<\/a> <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a009\">\u0432\u0435\u043b\u0438\u043a\u0456 \u043c\u043e\u0432\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456<\/a> \u0431\u0430\u0433\u0430\u0442\u043e\u0440\u0430\u0437\u043e\u0432\u043e \u043f\u0435\u0440\u0435\u043c\u0456\u0449\u0443\u044e\u0442\u044c \u0432\u0430\u0433\u0438 \u0439 \u0441\u0442\u0430\u043d \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043c\u2019\u044f\u0442\u044c. \u041d\u0430 \u0434\u0435\u044f\u043a\u0438\u0445 \u0435\u0442\u0430\u043f\u0430\u0445 \u0430\u0440\u0438\u0444\u043c\u0435\u0442\u0438\u0447\u043d\u0456 \u0431\u043b\u043e\u043a\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u0447\u0435\u043a\u0430\u0442\u0438 \u043d\u0430 \u0434\u0430\u043d\u0456, \u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0432\u0430\u0442\u0438 \u0434\u043e\u0434\u0430\u0442\u043a\u043e\u0432\u043e\u0457 \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u043d\u043e\u0457 \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0432\u0430\u043b\u044c\u043d\u043e\u0457 \u043f\u043e\u0442\u0443\u0436\u043d\u043e\u0441\u0442\u0456. High-bandwidth memory \u043f\u043e\u043a\u043b\u0438\u043a\u0430\u043d\u0430 \u0437\u043c\u0435\u043d\u0448\u0438\u0442\u0438 \u0446\u0435 \u0432\u0443\u0437\u044c\u043a\u0435 \u043c\u0456\u0441\u0446\u0435.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA \u043d\u0430\u0432\u043e\u0434\u0438\u0442\u044c 4.8 TB\/s \u0434\u043b\u044f H200 \u0456 \u0434\u043e 8 TB\/s \u0434\u043b\u044f \u043a\u043e\u043d\u0444\u0456\u0433\u0443\u0440\u0430\u0446\u0456\u0439 B200\/B300. AMD \u043d\u0430\u0432\u043e\u0434\u0438\u0442\u044c \u0434\u043e 8 TB\/s \u0434\u043b\u044f MI350. \u0426\u0435 \u043f\u0456\u043a\u043e\u0432\u0456 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438 \u0437\u0430 \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0445 \u0443\u043c\u043e\u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443. \u041d\u0430\u0439\u043a\u0440\u0430\u0449\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0457\u0445 \u0434\u043b\u044f \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u043c\u043e\u0436\u043b\u0438\u0432\u043e\u0433\u043e \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043d\u044f, \u0430 \u043d\u0435 \u0434\u043b\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u0456\u0439\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-o004\">throughput<\/a> \u0437\u0430\u0441\u0442\u043e\u0441\u0443\u043d\u043a\u0443.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0422\u043e\u0447\u043d\u0456\u0441\u0442\u044c \u0437\u043c\u0456\u043d\u044e\u0454 \u0456 \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044c, \u0456 \u0437\u043c\u0456\u0441\u0442 \u043f\u043e\u0440\u0456\u0432\u043d\u044f\u043d\u043d\u044f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0424\u043e\u0440\u043c\u0430\u0442\u0438 \u043d\u0438\u0436\u0447\u043e\u0457 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u0437\u043c\u0435\u043d\u0448\u0438\u0442\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u043f\u0430\u043c\u2019\u044f\u0442\u0456 \u0442\u0430 \u0437\u0431\u0456\u043b\u044c\u0448\u0438\u0442\u0438 throughput, \u0430\u043b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043b\u0435\u0436\u0438\u0442\u044c \u0432\u0456\u0434 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0456, \u043c\u0435\u0442\u043e\u0434\u0443 <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a029\">quantization<\/a>, \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0438\u0445 kernels \u0456 \u043f\u0440\u0438\u0439\u043d\u044f\u0442\u043d\u043e\u0457 \u0432\u0442\u0440\u0430\u0442\u0438 \u044f\u043a\u043e\u0441\u0442\u0456. \u0417\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e\u043a\u0430\u0437\u043d\u0438\u043a FP4 \u0430\u0431\u043e INT8 \u043d\u0435 \u0432\u0430\u0440\u0442\u043e \u043f\u0440\u044f\u043c\u043e \u043f\u043e\u0440\u0456\u0432\u043d\u044e\u0432\u0430\u0442\u0438 \u0437 \u0432\u0438\u043c\u043e\u0433\u043e\u044e FP16, \u043d\u0430\u0447\u0435 \u0439\u0434\u0435\u0442\u044c\u0441\u044f \u043f\u0440\u043e \u043e\u0434\u043d\u0430\u043a\u043e\u0432\u0456 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u2019\u044f\u0441\u0443\u0439\u0442\u0435, \u044f\u043a\u0443 \u0442\u043e\u0447\u043d\u0456\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454 \u043d\u0430\u0441\u043f\u0440\u0430\u0432\u0434\u0456, \u0447\u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e \u043e\u0446\u0456\u043d\u044e\u0432\u0430\u043b\u0438 accuracy \u043f\u0456\u0441\u043b\u044f \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0442\u0430 \u044f\u043a\u0456 \u0447\u0430\u0441\u0442\u0438\u043d\u0438 <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-w001\">workflow<\/a> \u0437\u0430\u043b\u0438\u0448\u0430\u044e\u0442\u044c\u0441\u044f \u043d\u0430 \u0432\u0438\u0449\u0456\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0456. \u041f\u0456\u043a\u043e\u0432\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u043d\u0438\u0437\u044c\u043a\u043e\u0457 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0456 \u043c\u0430\u0454 \u0446\u0456\u043d\u043d\u0456\u0441\u0442\u044c \u043b\u0438\u0448\u0435 \u0442\u043e\u0434\u0456, \u043a\u043e\u043b\u0438 \u0437\u0430\u0441\u0442\u043e\u0441\u0443\u043d\u043e\u043a \u043c\u043e\u0436\u0435 \u0457\u0457 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0442\u0438 \u0431\u0435\u0437 \u043f\u043e\u0440\u0443\u0448\u0435\u043d\u043d\u044f \u0446\u0456\u043b\u044c\u043e\u0432\u043e\u0433\u043e \u0440\u0456\u0432\u043d\u044f \u044f\u043a\u043e\u0441\u0442\u0456.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Benchmark \u043c\u0430\u0454 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0430\u0442\u0438 \u0440\u043e\u0431\u043e\u0442\u0456<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MLCommons \u043e\u043f\u0438\u0441\u0443\u0454 MLPerf Inference \u044f\u043a \u0432\u0456\u0434\u043a\u0440\u0438\u0442\u0438\u0439, \u0440\u0435\u0446\u0435\u043d\u0437\u043e\u0432\u0430\u043d\u0438\u0439 \u0442\u0430 \u0430\u0440\u0445\u0456\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 benchmarks. \u0419\u043e\u0433\u043e \u0446\u0456\u043d\u043d\u0456\u0441\u0442\u044c \u043d\u0435 \u0432 \u0442\u043e\u043c\u0443, \u0449\u043e \u043e\u0434\u043d\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044f \u043d\u0430\u0437\u0430\u0432\u0436\u0434\u0438 \u0440\u0430\u043d\u0436\u0443\u0454 \u0432\u0441\u0435 \u043e\u0431\u043b\u0430\u0434\u043d\u0430\u043d\u043d\u044f, \u0430 \u0432 \u0442\u043e\u043c\u0443, \u0449\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0442\u0435\u0441\u0442\u0443\u044e\u0442\u044c \u0437\u0430 \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438, \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u044f\u043c\u0438 \u0439 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0406\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u0435 \u043e\u0431\u0441\u043b\u0443\u0433\u043e\u0432\u0443\u0432\u0430\u043d\u043d\u044f \u0437\u0430\u043f\u0438\u0442\u0456\u0432, offline batch inference, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u044f \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u044c \u0456 \u0440\u043e\u0437\u043f\u0456\u0437\u043d\u0430\u0432\u0430\u043d\u043d\u044f \u043c\u043e\u0432\u043b\u0435\u043d\u043d\u044f \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0443\u044e\u0442\u044c \u0440\u0456\u0437\u043d\u0456 \u0447\u0430\u0441\u0442\u0438\u043d\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u0438. \u041d\u0430\u0432\u0456\u0442\u044c \u0434\u043b\u044f \u043c\u043e\u0432\u043d\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u043e\u0432\u0436\u0438\u043d\u0430 \u0432\u0445\u0456\u0434\u043d\u043e\u0433\u043e \u0439 \u0432\u0438\u0445\u0456\u0434\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0443, batch size \u0442\u0430 \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043d\u044f latency \u043c\u043e\u0436\u0443\u0442\u044c \u0437\u043c\u0456\u043d\u044e\u0432\u0430\u0442\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u041f\u043e\u0440\u0456\u0432\u043d\u044e\u0439\u0442\u0435 \u043f\u043e\u0434\u0430\u043d\u0456 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438 \u043b\u0438\u0448\u0435 \u0442\u043e\u0434\u0456, \u043a\u043e\u043b\u0438 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f, \u0446\u0456\u043b\u044c\u043e\u0432\u0430 accuracy \u0456 \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u0439 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0430\u044e\u0442\u044c \u0432\u0430\u0448\u043e\u043c\u0443 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044e.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041f\u2019\u044f\u0442\u044c \u0441\u043a\u043b\u0430\u0434\u043e\u0432\u0438\u0445 \u0432\u0438\u0431\u043e\u0440\u0443 \u043e\u0431\u043b\u0430\u0434\u043d\u0430\u043d\u043d\u044f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u041c\u0456\u0441\u0442\u043a\u0456\u0441\u0442\u044c:<\/strong> \u0447\u0438 \u0432\u043c\u0456\u0441\u0442\u044f\u0442\u044c\u0441\u044f \u043c\u043e\u0434\u0435\u043b\u044c, cache \u0456 \u0446\u0456\u043b\u044c\u043e\u0432\u0438\u0439 \u0440\u0456\u0432\u0435\u043d\u044c \u043e\u0434\u043d\u043e\u0447\u0430\u0441\u043d\u0438\u0445 \u0437\u0430\u043f\u0438\u0442\u0456\u0432 \u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443 \u043f\u0430\u043c\u2019\u044f\u0442\u044c?<\/li>\n\n\n\n<li><strong>\u041f\u0435\u0440\u0435\u043c\u0456\u0449\u0435\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445:<\/strong> \u0447\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0430 \u0437\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u0430\u0431\u043e interconnect \u043e\u0431\u043c\u0435\u0436\u0443\u0432\u0430\u0442\u0438 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f?<\/li>\n\n\n\n<li><strong>\u0422\u043e\u0447\u043d\u0456\u0441\u0442\u044c:<\/strong> \u044f\u043a\u0456 \u0442\u0438\u043f\u0438 \u0434\u0430\u043d\u0438\u0445 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0443\u044e\u0442\u044c\u0441\u044f \u043d\u0430 \u0432\u0441\u044c\u043e\u043c\u0443 \u0448\u043b\u044f\u0445\u0443 \u0431\u0435\u0437 \u043d\u0435\u043f\u0440\u0438\u0439\u043d\u044f\u0442\u043d\u043e\u0457 \u0432\u0442\u0440\u0430\u0442\u0438 \u044f\u043a\u043e\u0441\u0442\u0456?<\/li>\n\n\n\n<li><strong>\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0435 \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0435\u043d\u043d\u044f:<\/strong> \u0447\u0438 \u0434\u043e\u0441\u0442\u0430\u0442\u043d\u044c\u043e \u0437\u0440\u0456\u043b\u0456 framework, kernels, drivers \u0442\u0430 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 deployment \u0434\u043b\u044f \u0446\u0456\u0454\u0457 \u043c\u043e\u0434\u0435\u043b\u0456?<\/li>\n\n\n\n<li><strong>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u0438:<\/strong> \u044f\u043a\u0456 \u0432\u0438\u043c\u0456\u0440\u044f\u043d\u0456 latency, throughput, \u0441\u043f\u043e\u0436\u0438\u0432\u0430\u043d\u0430 \u043f\u043e\u0442\u0443\u0436\u043d\u0456\u0441\u0442\u044c \u0456 \u0432\u0438\u0442\u0440\u0430\u0442\u0438 \u0437\u0430 \u0432\u0430\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0456\u043b\u044e \u0437\u0430\u043f\u0438\u0442\u0456\u0432?<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0425\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438 \u043e\u0431\u043b\u0430\u0434\u043d\u0430\u043d\u043d\u044f \u0437\u0432\u0443\u0436\u0443\u044e\u0442\u044c \u043f\u043e\u0448\u0443\u043a. \u0420\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u0435 \u043e\u0446\u0456\u043d\u044e\u0432\u0430\u043d\u043d\u044f \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u0454 \u0432\u0438\u0431\u0456\u0440. \u0414\u043b\u044f \u043c\u0435\u043d\u0448\u0438\u0445 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0438\u0445 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u044c \u0447\u0438\u0442\u0430\u0439\u0442\u0435 <a href=\"https:\/\/stariy.com\/uk\/technology-foundations\/local-ai-npu-gpu-cloud\/\">\u00ab\u041e\u0431\u043b\u0430\u0434\u043d\u0430\u043d\u043d\u044f \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e AI: NPU, GPU \u0447\u0438 cloud?\u00bb<\/a>. \u0417\u0430\u0433\u0430\u043b\u044c\u043d\u0456\u0448\u0438\u0439 \u043c\u0435\u0442\u043e\u0434 \u043e\u0446\u0456\u043d\u044e\u0432\u0430\u043d\u043d\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u0432 \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0456 <a href=\"https:\/\/stariy.com\/uk\/workflows\/evaluate-ai-agent-before-it-can-act\/\">\u00ab\u042f\u043a \u043e\u0446\u0456\u043d\u0438\u0442\u0438 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u00bb<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041f\u0435\u0440\u0448\u043e\u0434\u0436\u0435\u0440\u0435\u043b\u0430<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.nvidia.com\/en-gb\/data-center\/h200\/\">NVIDIA H200 product specifications<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.nvidia.com\/enterprise-reference-architectures\/whitepaper\/hgx-servers-and-spectrum-x.pdf\">NVIDIA HGX enterprise reference architecture<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.amd.com\/en\/technologies\/cdna.html\">AMD CDNA architecture and MI350 specifications<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/mlcommons.org\/2025\/09\/mlperf-inference-v5-1-results\/\">MLPerf Inference v5.1<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u041f\u0440\u0438\u043c\u0456\u0442\u043a\u0430 \u043f\u0440\u043e \u0434\u0436\u0435\u0440\u0435\u043b\u0430 \u0439 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0456\u044e: \u0446\u0435 \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u043b\u044c\u043d\u0438\u0439 \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b Stariy.com \u043f\u0440\u043e \u043e\u0431\u043b\u0430\u0434\u043d\u0430\u043d\u043d\u044f. \u0417\u0430\u0433\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u0456\u0434\u0445\u0456\u0434 \u0434\u043e \u043f\u0440\u043e\u0454\u043a\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u0441\u0444\u043e\u0440\u043c\u043e\u0432\u0430\u043d\u043e \u0437 \u0443\u0440\u0430\u0445\u0443\u0432\u0430\u043d\u043d\u044f\u043c<\/em> AI Agents in Depth: Design Principles and Engineering Practice <em>\u0430\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u0430 Bojie Li \u0442\u0430 \u0441\u043f\u0456\u0432\u0430\u0432\u0442\u043e\u0440\u0456\u0432, \u0449\u043e \u043f\u043e\u0448\u0438\u0440\u044e\u0454\u0442\u044c\u0441\u044f \u0437\u0430 Apache License 2.0. \u0422\u0435\u043a\u0441\u0442 \u0456 \u0430\u043d\u0430\u043b\u0456\u0437 \u0440\u043e\u0437\u0440\u043e\u0431\u043b\u0435\u043d\u043e \u043d\u0435\u0437\u0430\u043b\u0435\u0436\u043d\u043e.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041f\u0456\u043a\u043e\u0432\u0430 \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0432\u0430\u043b\u044c\u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u2014 \u043b\u0438\u0448\u0435 \u043e\u0434\u043d\u0430 \u0437\u0456 \u0441\u043a\u043b\u0430\u0434\u043e\u0432\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0456 AI. \u0427\u0438 \u0432\u043c\u0456\u0449\u0443\u0454\u0442\u044c\u0441\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0443 \u043f\u0430\u043c\u2019\u044f\u0442\u044c, \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u0430 \u0437\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u043f\u0430\u043c\u2019\u044f\u0442\u0456, \u0442\u043e\u0447\u043d\u0456\u0441\u0442\u044c, \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0435 \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0435\u043d\u043d\u044f \u0439 \u0441\u0430\u043c\u0435 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u0447\u0430\u0441\u0442\u043e \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u044e\u0442\u044c \u0442\u0435, \u0449\u043e \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456 \u0432\u0456\u0434\u0447\u0443\u0432\u0430\u044e\u0442\u044c \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0446\u0456.<\/p>\n","protected":false},"author":1,"featured_media":529,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[],"class_list":["post-528","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology-foundations"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI-\u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0447\u0456: \u0449\u043e \u0432\u0430\u0436\u043b\u0438\u0432\u043e \u043a\u0440\u0456\u043c TOPS<\/title>\n<meta name=\"description\" content=\"\u0427\u043e\u043c\u0443 \u043f\u0456\u0434 \u0447\u0430\u0441 \u0432\u0438\u0431\u043e\u0440\u0443 AI-\u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0447\u0430 \u0432\u0430\u0436\u043b\u0438\u0432\u0456 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