Yang Chaobin delivering a keynote at HUAWEI CONNECT 2026<\/span><\/p>\n<\/p><\/div>\nTrong ki\u1ebfn trúc \u0111i\u1ec7n toán truy\u1ec1n th\u1ed1ng, m\u1ee9c s\u1eed d\u1ee5ng tài nguyên gi\u1ea3m khi quy mô c\u1ee5m t\u0103ng lên. Ch\u1ec9 kho\u1ea3ng 20% n\u0103ng l\u1ef1c \u0111i\u1ec7n toán c\u1ee7a m\u1ed9t c\u1ee5m 100.000 NPU \u0111\u01b0\u1ee3c các mô hình th\u1ef1c s\u1ef1 s\u1eed d\u1ee5ng, trong khi m\u1ed9t l\u01b0\u1ee3ng l\u1edbn n\u0103ng l\u1ef1c \u0111i\u1ec7n toán v\u1eabn nhàn r\u1ed7i trong quá trình truy\u1ec1n d\u1eef li\u1ec7u. M\u1ed9t mô hình 10 nghìn t\u1ef7 tham s\u1ed1, \u0111òi h\u1ecfi l\u01b0\u1ee3ng d\u1eef li\u1ec7u trung gian kh\u1ed5ng l\u1ed3 \u0111\u1ec3 hu\u1ea5n luy\u1ec7n, v\u01b0\u1ee3t xa dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb c\u1ee7a m\u1ed9t b\u1ed9 t\u0103ng t\u1ed1c \u0111\u01a1n l\u1ebb trong các ki\u1ebfn trúc truy\u1ec1n th\u1ed1ng. K\u1ebft n\u1ed1i và truy\u1ec1n thông gi\u1eefa các thành ph\u1ea7n trong m\u1ed9t c\u1ee5m \u0111ã tr\u1edf thành nút th\u1eaft hi\u1ec7u n\u0103ng quan tr\u1ecdng \u0111\u1ed1i v\u1edbi các h\u1ec7 th\u1ed1ng \u0111i\u1ec7n toán.<\/p>\n
Theo ông Yang, gi\u1ea3i pháp c\u1ee7a Huawei cho nút th\u1eaft này là ki\u1ebfn trúc \u0111i\u1ec7n toán m\u1edbi, d\u1ef1a trên công ngh\u1ec7 k\u1ebft n\u1ed1i UnifiedBus, t\u1ea1o \u0111i\u1ec1u ki\u1ec7n ph\u1ed1i h\u1ee3p gi\u1eefa các c\u1ee5m và SuperPoD. <\/b>Ki\u1ebfn trúc này \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111áp \u1ee9ng s\u1ef1 bùng n\u1ed5 nhu c\u1ea7u n\u0103ng l\u1ef1c tính toán \u0111ang n\u1ed5i lên khi các \u1ee9ng d\u1ee5ng tác nhân m\u1edbi \u0111\u01b0\u1ee3c tung ra th\u1ecb tr\u01b0\u1eddng. Các h\u1ec7 th\u1ed1ng \u0111i\u1ec7n toán d\u1ef1a trên UnifiedBus có b\u1ed1n \u0111\u1eb7c \u0111i\u1ec3m chính:<\/p>\n\n- Giao th\u1ee9c th\u1ed1ng nh\u1ea5t và ng\u1eef ngh\u0129a b\u1ed9 nh\u1edb: <\/b>H\u01a1n 10 giao th\u1ee9c k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c h\u1ee3p nh\u1ea5t d\u01b0\u1edbi giao th\u1ee9c UnifiedBus, giúp nâng b\u0103ng thông k\u1ebft n\u1ed1i t\u1eeb m\u1ee9c 100 GB\/s lên m\u1ee9c TB\/s và gi\u1ea3m \u0111\u1ed9 tr\u1ec5 th\u1eddi gian kh\u1ee9 h\u1ed3i (RTT) t\u1eeb 7 micro giây xu\u1ed1ng 2 micro giây. Giao th\u1ee9c này c\u0169ng cho phép \u0111\u1ecba ch\u1ec9 hóa b\u1ed9 nh\u1edb toàn c\u1ee5c th\u1ed1ng nh\u1ea5t trong các SuperPoD.\n<\/li>\n
- H\u1ee3p tác \u0111i\u1ec7n toán d\u1ecb th\u1ec3: <\/b>UnifiedBus k\u1ebft n\u1ed1i tr\u1ef1c ti\u1ebfp CPU, NPU, b\u1ed9 nh\u1edb và \u1ed5 c\u1ee9ng th\u1ec3 r\u1eafn (SSD) \u0111\u1ec3 cho phép các thành ph\u1ea7n này truy c\u1eadp phi t\u1eadp trung, ngang hàng gi\u1eefa chúng và k\u1ebft h\u1ee3p CPU-NPU linh ho\u1ea1t. Ngoài ra, c\u01a1 ch\u1ebf t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng theo t\u1ea7ng cho Transformer cho phép phân tách Attention-FFN (AFD).\n<\/li>\n
- L\u01b0u tr\u1eef phân t\u1ea7ng v\u1edbi tính n\u0103ng g\u1ed9p tài nguyên toàn c\u1ee5c: <\/b>UnifiedBus s\u1eed d\u1ee5ng c\u01a1 ch\u1ebf gom nhóm tài nguyên t\u1eeb các lo\u1ea1i ph\u01b0\u01a1ng ti\u1ec7n l\u01b0u tr\u1eef khác nhau \u0111\u1ec3 h\u1ed7 tr\u1ee3 l\u01b0u vào b\u1ed9 nh\u1edb \u0111\u1ec7m các tr\u1ea1ng thái kích ho\u1ea1t. B\u1ed9 nh\u1edb T\u1ed1c \u0111\u1ed9 d\u1eef li\u1ec7u kép (DDR) \u0111óng vai trò là b\u1ed9 nh\u1edb thay th\u1ebf cho các NPU, giúp gi\u1ea3m \u0111\u1ed9 tr\u1ec5 cho các d\u1ecbch v\u1ee5 tìm ki\u1ebfm, \u0111\u1ec1 xu\u1ea5t và qu\u1ea3ng cáo, \u0111\u1ed3ng th\u1eddi t\u0103ng g\u1ea5p \u0111ôi hi\u1ec7u n\u0103ng truy xu\u1ea5t vector cho 100 t\u1ef7 m\u1ee5c d\u1eef li\u1ec7u có hàng nghìn chi\u1ec1u. \u0110i\u1ec1u này c\u0169ng giúp gi\u1ea3m yêu c\u1ea7u v\u1ec1 dung l\u01b0\u1ee3ng HBM trên m\u1ed7i NPU trong vi\u1ec7c hu\u1ea5n luy\u1ec7n các mô hình 10 nghìn t\u1ef7 tham s\u1ed1, \u0111\u1ed3ng th\u1eddi c\u1ea3i thi\u1ec7n t\u1ef7 l\u1ec7 s\u1eed d\u1ee5ng FLOP c\u1ee7a mô hình c\u1ee5m (MFU).\n<\/li>\n
- K\u1ebft n\u1ed1i quang \u0111i\u1ec7n t\u1eed và m\u1ea1ng linh ho\u1ea1t:<\/b> UnifiedBus \u0111óng vai trò là "xa l\u1ed9 d\u1eef li\u1ec7u" toàn c\u1ea7u có b\u0103ng thông siêu cao, \u0111\u1ed9 tr\u1ec5 siêu th\u1ea5p, cho phép m\u1edf r\u1ed9ng n\u0103ng l\u1ef1c tính toán linh ho\u1ea1t.<\/li>\n<\/ul>\n
Ti\u1ebfp \u0111ó, ông Yang gi\u1edbi thi\u1ec7u các s\u1ea3n ph\u1ea9m k\u1ebft n\u1ed1i UnifiedBus m\u1edbi nh\u1ea5t c\u1ee7a Huawei<\/b>, bao ph\u1ee7 k\u1ebft n\u1ed1i trong t\u1ee7, gi\u1eefa các t\u1ee7 và gi\u1eefa các c\u1ee5m. \u0110i\u1ec1u này cho phép m\u1edf r\u1ed9ng quy mô linh ho\u1ea1t t\u1eeb m\u1ed9t t\u1ee7 \u0111\u01a1n lên c\u1ee5m m\u1ed9t tri\u1ec7u NPU.<\/p>\n\n- Trong t\u1ee7, UnifiedBus LinkBlade lo\u1ea1i b\u1ecf t\u1ed5n hao m\u1ea1ch nh\u1edd thi\u1ebft k\u1ebf không cáp, giúp gi\u1ea3m kho\u1ea3ng 196 km cáp \u0111\u1ed3ng trong m\u1ed9t SuperPoD 4.096 NPU.\n<\/li>\n
- Gi\u1eefa các t\u1ee7, UnifiedBus LinkDevice h\u1ed7 tr\u1ee3 176 c\u1ed5ng, v\u1edbi b\u0103ng thông 1,6 Tbit\/s trên m\u1ed7i c\u1ed5ng, mang l\u1ea1i k\u1ebft n\u1ed1i hoàn toàn b\u1eb1ng quang v\u1edbi t\u1ed5ng b\u0103ng thông 280 Tbit\/s. \u0110ây là thi\u1ebft b\u1ecb k\u1ebft n\u1ed1i giao th\u1ee9c bus t\u1ed1c \u0111\u1ed9 cao có b\u0103ng thông cao nh\u1ea5t và s\u1ed1 l\u01b0\u1ee3ng c\u1ed5ng l\u1edbn nh\u1ea5t trong ngành, v\u1edbi \u0111\u1ed9 tr\u1ec5 RTT th\u1ea5p ch\u1ec9 2 micro giây.\n<\/li>\n
- Gi\u1eefa các c\u1ee5m, b\u1ed9 chuy\u1ec3n m\u1ea1ch UnifiedBus UBG cung c\u1ea5p kh\u1ea3 n\u0103ng phân nhánh (radix fan-out) quy mô l\u1edbn lên t\u1edbi 1.024, có ngh\u0129a là thi\u1ebft b\u1ecb này có th\u1ec3 h\u1ed7 tr\u1ee3 SuperCluster m\u1ed9t tri\u1ec7u NPU và h\u01b0\u1edbng t\u1edbi h\u1ed7 tr\u1ee3 các mô hình có hàng ch\u1ee5c nghìn t\u1ef7 tham s\u1ed1.<\/li>\n<\/ul>\n
Ông Yang c\u0169ng \u0111ã ra m\u1eaft SuperCluster AI tác nhân ch\u1ea1y b\u1eb1ng UnifiedBus c\u1ee7a Huawei, <\/b>bao g\u1ed3m các SuperPoD TaiShan 950 và Atlas 960, h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef b\u1ed9 nh\u1edb OceanStor M900 và thi\u1ebft b\u1ecb chuy\u1ec3n m\u1ea1ch Xinghe UBG. C\u1ee5m này cho phép h\u1ee3p tác tính toán \u0111a d\u1ea1ng và g\u1ed9p tài nguyên theo nhi\u1ec1u c\u1ea5p \u0111\u1ed9.<\/p>\n
Không ch\u1ec9 SuperPoD, Huawei còn \u1ee9ng d\u1ee5ng công ngh\u1ec7 UnifiedBus vào các thi\u1ebft b\u1ecb tính toán c\u1ee7a mình<\/b> . <\/b>Công ty \u0111ã phát tri\u1ec3n m\u1ed9t lo\u1ea1t thi\u1ebft b\u1ecb m\u1edbi d\u1ef1a trên UnifiedBus (h\u1ed7 tr\u1ee3 t\u1eeb m\u1ed9t \u0111\u1ebfn tám NPU), cùng các mô-\u0111un Kunpeng và Ascend, cho phép các doanh nghi\u1ec7p v\u1eeba và nh\u1ecf ch\u1ea1y các mô hình hàng nghìn t\u1ef7 tham s\u1ed1 t\u1ea1i ch\u1ed7.<\/p>\n
V\u1ec1 h\u1ec7 sinh thái, ông Yang cho bi\u1ebft Ascend \u0111ang h\u1ee3p tác v\u1edbi các khung mã ngu\u1ed3n m\u1edf nh\u01b0 DeepSeek Harness, OpenCode và openJiuwen \u0111\u1ec3 phát tri\u1ec3n các plugin tác nhân v\u1ec1 qu\u1ea3n lý thông minh, t\u0103ng t\u1ed1c suy lu\u1eadn và khung b\u1ea3o m\u1eadt hoàn toàn theo h\u01b0\u1edbng mã ngu\u1ed3n m\u1edf.<\/p>\n
Ông Yang kh\u1eb3ng \u0111\u1ecbnh: "Huawei cam k\u1ebft \u0111\u1ed5i m\u1edbi \u1edf c\u1ea5p h\u1ec7 th\u1ed1ng, xây d\u1ef1ng danh m\u1ee5c s\u1ea3n ph\u1ea9m n\u1ec1n t\u1ea3ng \u0111i\u1ec7n toán, \u0111\u1ed3ng th\u1eddi h\u01b0\u1edbng t\u1edbi mã ngu\u1ed3n m\u1edf và h\u1ec7 th\u1ed1ng m\u1edf. Chúng tôi s\u1ebd ti\u1ebfp t\u1ee5c h\u1ee3p tác v\u1edbi khách hàng, \u0111\u1ed1i tác và nhà phát tri\u1ec3n \u0111\u1ec3 thúc \u0111\u1ea9y h\u1ec7 sinh thái này phát tri\u1ec3n m\u1ea1nh m\u1ebd, \u0111\u1ed3ng th\u1eddi mang \u0111\u1ebfn cho th\u1ebf gi\u1edbi m\u1ed9t l\u1ef1a ch\u1ecdn m\u1edbi v\u1ec1 n\u0103ng l\u1ef1c tính toán".<\/p>\n
<\/div>\n","protected":false},"excerpt":{"rendered":"
TH\u01af\u1ee2NG H\u1ea2I, ngày 22 tháng 9 n\u0103m 2026 \/PRNewswire\/ — Trong bài phát bi\u1ec3u quan tr\u1ecdng v\u1ec1 \u0111\u1ed5i m\u1edbi ki\u1ebfn trúc \u0111i\u1ec7n toán t\u1ea1i HUAWEI CONNECT 2026, ông Yang Chaobin, Thành viên th\u01b0\u1eddng tr\u1ef1c H\u1ed9i \u0111\u1ed3ng Qu\u1ea3n tr\u1ecb kiêm Giám \u0111\u1ed1c \u0111i\u1ec1u hành Nhóm Kinh doanh ICT c\u1ee7a Huawei, \u0111ã công b\u1ed1 nh\u1eefng thông tin […]\n","protected":false},"author":2604,"featured_media":51600,"comment_status":"open","ping_status":"closed","sticky":false,"template":"Default","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[2293],"tags":[],"class_list":["post-51599","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pr-newswire"],"yoast_head":"\n
Huawei gi\u1edbi thi\u1ec7u ki\u1ebfn tr\u00fac \u0111i\u1ec7n to\u00e1n UnifiedBus m\u1edbi cho c\u00e1c SuperPoD v\u00e0 c\u1ee5m \u0111i\u1ec7n to\u00e1n<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/saigonbiz.com\/vn\/huawei-gioi-thieu-kien-truc-dien-toan-unifiedbus-moi-cho-cac-superpod-va-cum-dien-toan\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Huawei gi\u1edbi thi\u1ec7u ki\u1ebfn tr\u00fac \u0111i\u1ec7n to\u00e1n UnifiedBus m\u1edbi cho c\u00e1c SuperPoD v\u00e0 c\u1ee5m \u0111i\u1ec7n to\u00e1n\" \/>\n<meta property=\"og:description\" content=\"TH\u01af\u1ee2NG H\u1ea2I, ngày 22 tháng 9 n\u0103m 2026 \/PRNewswire\/ — Trong bài phát bi\u1ec3u quan tr\u1ecdng v\u1ec1 \u0111\u1ed5i m\u1edbi\" \/>\n<meta property=\"og:url\" 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