{"id":9194,"date":"2021-05-12T08:31:42","date_gmt":"2021-05-12T01:31:42","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=9194"},"modified":"2023-03-08T16:07:24","modified_gmt":"2023-03-08T09:07:24","slug":"dien-toan-bien-thong-minh-hon-can-he-thong-mang-thong-minh-hon","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/dien-toan-bien-thong-minh-hon-can-he-thong-mang-thong-minh-hon-p9194\/","title":{"rendered":"\u0110i\u1ec7n to\u00e1n Bi\u00ean th\u00f4ng minh c\u1ea7n h\u1ec7 th\u1ed1ng m\u1ea1ng th\u00f4ng minh h\u01a1n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Khi s\u1ee9c m\u1ea1nh \u0111i\u1ec7n to\u00e1n \u0111ang d\u1ecbch chuy\u1ec3n sang r\u00eca m\u1ea1ng, NVIDIA c\u00f4ng b\u1ed1 n\u1ec1n t\u1ea3ng v\u00e0 h\u1ec7 sinh th\u00e1i EGX, bao g\u1ed3m vi\u1ec7c ch\u1ee9ng nh\u1eadn nh\u00e0 cung c\u1ea5p m\u00e1y ch\u1ee7, \u0111\u1ed1i t\u00e1c \u0111\u00e1m m\u00e2y lai v\u00e0 ph\u1ea7n m\u1ec1m GPU Operator m\u1edbi.<\/p>\n<p>Nhu c\u1ea7u v\u1ec1 \u0111i\u1ec7n to\u00e1n bi\u00ean (Edge Computing) \u0111ang t\u0103ng l\u00ean nhanh ch\u00f3ng v\u00ec m\u1ecdi ng\u01b0\u1eddi ng\u00e0y c\u00e0ng c\u00f3 nhu c\u1ea7u ph\u00e2n t\u00edch v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u1edf n\u01a1i n\u00f3 \u0111\u01b0\u1ee3c t\u1ea1o ra thay v\u00ec c\u1ed1 g\u1eafng g\u1eedi d\u1eef li\u1ec7u tr\u1edf l\u1ea1i trung t\u00e2m d\u1eef li\u1ec7u.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi kh\u00f4ng th\u1ec3 \u0111\u1ee3i d\u1eef li\u1ec7u di chuy\u1ec3n to\u00e0n b\u1ed9 \u0111\u1ebfn m\u1ed9t m\u00e1y ch\u1ee7 t\u1eadp trung, ch\u1edd \u0111\u1ee3i n\u00f3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch, r\u1ed3i sau \u0111\u00f3 l\u1ea1i ch\u1edd k\u1ebft qu\u1ea3 \u0111\u1ec3 g\u1eedi tr\u1edf l\u1ea1i n\u01a1i xu\u1ea5t ph\u00e1t.\u00a0Ch\u00fang c\u1ea7n d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch NGAY T\u1ee8C TH\u00cc, NGAY T\u1ea0I \u0110\u00c2Y!\u00a0\u0110\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u n\u00e0y, NVIDIA v\u1eeba c\u00f4ng b\u1ed1 m\u1edf r\u1ed9ng\u00a0n\u1ec1n t\u1ea3ng\u00a0v\u00e0 h\u1ec7 sinh th\u00e1i\u00a0EGX\u00a0c\u1ee7a h\u1ecd\u00a0, bao g\u1ed3m ch\u1ee9ng nh\u1eadn nh\u00e0 cung c\u1ea5p m\u00e1y ch\u1ee7, c\u00e1c \u0111\u1ed1i t\u00e1c \u0111\u00e1m m\u00e2y lai v\u00e0 ph\u1ea7n m\u1ec1m GPU Operator m\u1edbi cho ph\u00e9p tri\u1ec3n khai c\u00e1c <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> tr\u00ean \u0111\u00e1m m\u00e2y (cloud-native GPU server).\u00a0Khi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n ng\u00e0y c\u00e0ng ti\u1ebfn ra xa, ch\u00fang t\u00f4i nh\u1eadn th\u1ea5y r\u1eb1ng \u0111i\u1ec7n to\u00e1n bi\u00ean th\u00f4ng minh h\u01a1n c\u1ea7n k\u1ebft n\u1ed1i m\u1ea1ng th\u00f4ng minh h\u01a1n v\u00e0 do \u0111\u00f3, h\u1ec7 sinh th\u00e1i EGX s\u1ebd ph\u1ea3i bao g\u1ed3m c\u00e1c gi\u1ea3i ph\u00e1p m\u1ea1ng t\u1eeb Mellanox.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h3><strong>IoT th\u00fac \u0111\u1ea9y nhu c\u1ea7u v\u1ec1 \u0111i\u1ec7n to\u00e1n bi\u00ean &#8211; \u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi 5G v\u00e0 AI<\/strong><\/h3>\n<p>S\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a Internet of Things (IoT), m\u1ea1ng kh\u00f4ng d\u00e2y 5G v\u00e0 AI \u0111\u1ec1u \u0111ang th\u00fac \u0111\u1ea9y s\u1ef1 d\u1ecbch chuy\u1ec3n c\u1ee7a m\u00e1y t\u00ednh ra r\u00eca m\u1ea1ng.\u00a0IoT s\u1ebd d\u1eabn \u0111\u1ebfn xu\u1ea5t hi\u1ec7n nhi\u1ec1u thi\u1ebft b\u1ecb h\u01a1n &#8211; v\u00e0 th\u00f4ng minh h\u01a1n &#8211; ch\u00fang \u0111ang t\u1ea1o ra v\u00e0 ti\u00eau th\u1ee5 nhi\u1ec1u d\u1eef li\u1ec7u h\u01a1n ngay t\u1ea1i v\u1ecb tr\u00ed c\u1ee7a ch\u00fang, kh\u00e1c xa v\u1edbi c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u truy\u1ec1n th\u1ed1ng.\u00a0Xe t\u1ef1 h\u00e0nh, camera th\u00f4ng minh, ki-\u1ed1t b\u00e1n h\u00e0ng, thi\u1ebft b\u1ecb y t\u1ebf, c\u1ea3m bi\u1ebfn t\u00f2a nh\u00e0, m\u00e1y t\u00ednh ti\u1ec1n th\u00f4ng minh, th\u1ebb \u0111\u1ecbnh v\u1ecb v\u00e0 t\u1ea5t nhi\u00ean l\u00e0 \u0111i\u1ec7n tho\u1ea1i s\u1ebd s\u1edbm t\u1ea1o ra d\u1eef li\u1ec7u t\u1eeb h\u00e0ng t\u1ef7 \u0111i\u1ec3m \u0111\u1ea7u cu\u1ed1i.\u00a0D\u1eef li\u1ec7u n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c thu th\u1eadp, l\u1ecdc v\u00e0 ph\u00e2n t\u00edch, sau \u0111\u00f3 th\u01b0\u1eddng l\u00e0 k\u1ebft qu\u1ea3 ch\u1eaft l\u1ecdc \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ebfn m\u1ed9t trung t\u00e2m d\u1eef li\u1ec7u kh\u00e1c ho\u1eb7c \u0111i\u1ec3m cu\u1ed1i \u1edf m\u1ed9t n\u01a1i kh\u00e1c.\u00a0Vi\u1ec7c g\u1eedi t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u tr\u1edf l\u1ea1i trung t\u00e2m d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng c\u00f3 b\u1ea5t k\u1ef3 x\u1eed l\u00fd bi\u00ean n\u00e0o kh\u00f4ng ch\u1ec9 l\u00e0m t\u0103ng qu\u00e1 nhi\u1ec1u \u0111\u1ed9 tr\u1ec5, m\u00e0 th\u01b0\u1eddng l\u00e0 qu\u00e1 nhi\u1ec1u d\u1eef li\u1ec7u \u0111\u1ec3 truy\u1ec1n qua c\u00e1c k\u1ebft n\u1ed1i WAN.\u00a0\u0110\u00f4i khi trung t\u00e2m d\u1eef li\u1ec7u th\u1eadm ch\u00ed kh\u00f4ng c\u00f3 \u0111\u1ee7 ch\u1ed7 \u0111\u1ec3 l\u01b0u tr\u1eef t\u1ea5t c\u1ea3 nh\u1eefng g\u00ec ch\u01b0a \u0111\u01b0\u1ee3c ch\u1eaft l\u1ecdc.<\/p>\n<p>5G mang l\u1ea1i b\u0103ng th\u00f4ng cao h\u01a1n v\u00e0 \u0111\u1ed9 tr\u1ec5 th\u1ea5p h\u01a1n, cho ph\u00e9p thu th\u1eadp d\u1eef li\u1ec7u nhanh h\u01a1n v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi cho c\u00e1c thi\u1ebft b\u1ecb IoT.\u00a0D\u1eef li\u1ec7u tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng \u0111\u01b0\u1ee3c thu th\u1eadp ho\u1eb7c kh\u00f4ng th\u1ec3 chia s\u1ebb, hi\u1ec7n \u0111\u00e3 c\u00f3 s\u1eb5n qua m\u1ea1ng.\u00a0K\u1ebft n\u1ed1i kh\u00f4ng d\u00e2y nhanh h\u01a1n cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng m\u1edbi s\u1eed d\u1ee5ng v\u00e0 ph\u1ea3n h\u1ed3i d\u1eef li\u1ec7u \u1edf r\u00eca m\u1ea1ng, theo th\u1eddi gian th\u1ef1c, thay v\u00ec \u0111\u1ee3i d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef t\u1eadp trung r\u1ed3i ph\u00e2n t\u00edch sau (n\u1ebfu ch\u00fang c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch).<\/p>\n<p>AI c\u00f3 ngh\u0129a l\u00e0 th\u00f4ng tin h\u1eefu \u00edch h\u01a1n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c l\u1ea5y t\u1eeb t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u m\u1edbi, th\u00fac \u0111\u1ea9y c\u00e1c quy\u1ebft \u0111\u1ecbnh nhanh ch\u00f3ng.\u00a0L\u01b0\u1ee3ng d\u1eef li\u1ec7u IoT qu\u00e1 l\u1edbn kh\u00f4ng th\u1ec3 ph\u00e2n t\u00edch \u0111\u01b0\u1ee3c b\u1edfi con ng\u01b0\u1eddi v\u00e0 n\u00f3 \u0111\u00f2i h\u1ecfi c\u00f4ng ngh\u1ec7 AI \u0111\u1ec3 &#8220;t\u00e1ch g\u1ea1o ra kh\u1ecfi v\u1ecf tr\u1ea5u&#8221; (ngh\u0129a l\u00e0 l\u1ecdc t\u00edn hi\u1ec7u ra kh\u1ecfi ti\u1ebfng \u1ed3n nhi\u1ec5u).\u00a0Quy\u1ebft \u0111\u1ecbnh v\u00e0 th\u00f4ng tin chi ti\u1ebft t\u1eeb AI sau \u0111\u00f3 cung c\u1ea5p ngu\u1ed3n d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng \u1edf c\u1ea3 r\u00eca v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u trung t\u00e2m.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/05\/tgmc-blog-609b927050f6c.png\" alt=\"Internet of Things (IoT) v\u00e0 \u1ed5 \u0111\u0129a kh\u00f4ng d\u00e2y 5G t\u0103ng c\u01b0\u1eddng tri\u1ec3n khai \u0111i\u1ec7n to\u00e1n AI \u1edf v\u1ecb tr\u00ed ti\u00ean ti\u1ebfn\" \/><\/p>\n<p>H\u00ecnh 1: Internet of Things (IoT) v\u00e0 m\u1ea1ng kh\u00f4ng d\u00e2y 5G t\u0103ng c\u01b0\u1eddng tri\u1ec3n khai \u0111i\u1ec7n to\u00e1n AI \u1edf r\u00eca m\u1ea1ng.<\/p>\n<h3><strong>NVIDIA EGX cho ph\u00e9p AI \u1edf v\u00f9ng bi\u00ean<\/strong><\/h3>\n<p>Nhi\u1ec1u AI workload t\u1ea1i bi\u00ean &#8211; ch\u1eb3ng h\u1ea1n nh\u01b0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh, x\u1eed l\u00fd video v\u00e0 robot &#8211; \u0111\u00f2i h\u1ecfi s\u1ee9c m\u1ea1nh x\u1eed l\u00fd song song l\u1edbn, m\u1ed9t l\u0129nh v\u1ef1c m\u00e0 GPU NVIDIA chi\u1ebfm \u01b0u th\u1ebf tuy\u1ec7t \u0111\u1ed1i.\u00a0\u0110\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u x\u1eed l\u00fd AI ti\u00ean ti\u1ebfn h\u01a1n, NVIDIA \u0111\u00e3 gi\u1edbi thi\u1ec7u n\u1ec1n t\u1ea3ng EGX c\u1ee7a h\u1ecd v\u00e0o th\u00e1ng 5.\u00a0N\u1ec1n t\u1ea3ng EGX h\u1ed7 tr\u1ee3 m\u1ed9t lo\u1ea1t c\u00e1c <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ef1c l\u1edbn \u2014 t\u1eeb m\u1ed9t h\u1ec7 th\u1ed1ng NVIDIA Jetson Nano cho \u0111\u1ebfn m\u1ed9t t\u1ee7 rack ch\u1ee9a \u0111\u1ea7y c\u00e1c m\u00e1y ch\u1ee7 NVIDIA T4 ho\u1eb7c V100 Tensor Core.\u00a0Jetson Nano cung c\u1ea5p l\u00ean \u0111\u1ebfn n\u1eeda ngh\u00ecn t\u1ef7 ho\u1ea1t \u0111\u1ed9ng m\u1ed7i gi\u00e2y (1\/2 TOPS) trong khi m\u1ed9t rack \u0111\u1ea7y \u0111\u1ee7 c\u00e1c m\u00e1y ch\u1ee7 T4 c\u00f3 th\u1ec3 x\u1eed l\u00fd m\u01b0\u1eddi ngh\u00ecn ngh\u00ecn t\u1ef7 ho\u1ea1t \u0111\u1ed9ng m\u1ed7i gi\u00e2y (10.000 TOPS).<\/p>\n<p>NVIDIA EGX c\u0169ng bao g\u1ed3m c\u00e1c c\u00f4ng c\u1ee5 d\u1ef1a tr\u00ean v\u00f9ng ch\u1ee9a, tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n v\u00e0 th\u01b0 vi\u1ec7n NVIDIA CUDA-X \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c \u1ee9ng d\u1ee5ng AI \u1edf r\u00eca.\u00a0EGX \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi c\u00e1c nh\u00e0 cung c\u1ea5p m\u00e1y ch\u1ee7 l\u1edbn v\u00e0 t\u00edch h\u1ee3p v\u1edbi Red Hat OpenShift \u0111\u1ec3 cung c\u1ea5p h\u1ec7 th\u1ed1ng \u0111i\u1ec1u ph\u1ed1i v\u00f9ng ch\u1ee9a c\u1ea5p doanh nghi\u1ec7p, d\u1ef1a tr\u00ean Kubernetes.\u00a0T\u1ea5t c\u1ea3 \u0111i\u1ec1u n\u00e0y r\u1ea5t quan tr\u1ecdng v\u00ec r\u1ea5t nhi\u1ec1u \u0111\u1ecba \u0111i\u1ec3m \u0111i\u1ec7n to\u00e1n ti\u00ean ti\u1ebfn \u2014 c\u1eeda h\u00e0ng b\u00e1n l\u1ebb, b\u1ec7nh vi\u1ec7n, \u00f4 t\u00f4 t\u1ef1 l\u00e1i, nh\u00e0 \u1edf, nh\u00e0 m\u00e1y, \u0111i\u1ec7n tho\u1ea1i di \u0111\u1ed9ng, v.v. \u2014 s\u1ebd \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi c\u00e1c doanh nghi\u1ec7p, ch\u00ednh quy\u1ec1n \u0111\u1ecba ph\u01b0\u01a1ng v\u00e0 c\u00e1c c\u00f4ng ty vi\u1ec5n th\u00f4ng, ch\u1ee9 kh\u00f4ng ph\u1ea3i b\u1edfi c\u00e1c nh\u00e0 si\u00eau c\u1ea5p.<\/p>\n<p>H\u00f4m nay NVIDIA \u0111\u00e3 c\u00f4ng b\u1ed1 c\u00e1c t\u00ednh n\u0103ng m\u1edbi c\u1ee7a EGX v\u00e0 tri\u1ec3n khai cho kh\u00e1ch h\u00e0ng, c\u00f9ng v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 m\u1ea1nh m\u1ebd cho c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u00e1m m\u00e2y lai.\u00a0Ch\u01b0\u01a1ng tr\u00ecnh ch\u1ee9ng nh\u1eadn m\u00e1y ch\u1ee7 NGC-Ready \u0111\u00e3 \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng \u0111\u1ec3 bao g\u1ed3m c\u00e1c b\u00e0i ki\u1ec3m tra v\u1ec1 b\u1ea3o m\u1eadt c\u1ea1nh v\u00e0 qu\u1ea3n l\u00fd t\u1eeb xa, v\u00e0 Nh\u00e0 \u0111i\u1ec1u h\u00e0nh GPU NVIDIA m\u1edbi gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 v\u1eadn h\u00e0nh AI tr\u00ean c\u00e1c thi\u1ebft b\u1ecb bi\u00ean \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i r\u1ed9ng r\u00e3i.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/05\/tgmc-blog-609b927322dae.jpg\" alt=\"H\u00ecnh 2: N\u1ec1n t\u1ea3ng NVIDIA EGX bao g\u1ed3m GPU, giao di\u1ec7n CUDA-X, qu\u1ea3n l\u00fd v\u00f9ng ch\u1ee9a v\u00e0 c\u00e1c \u0111\u1ed1i t\u00e1c ph\u1ea7n c\u1ee9ng \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn.\" \/><\/p>\n<p>H\u00ecnh 2: N\u1ec1n t\u1ea3ng NVIDIA EGX bao g\u1ed3m GPU, giao di\u1ec7n CUDA-X, qu\u1ea3n l\u00fd container v\u00e0 c\u00e1c \u0111\u1ed1i t\u00e1c ph\u1ea7n c\u1ee9ng \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn.<\/p>\n<h3><strong>\u0110i\u1ec7n to\u00e1n bi\u00ean th\u00f4ng minh h\u01a1n c\u1ea7n h\u1ec7 th\u1ed1ng m\u1ea1ng th\u00f4ng minh h\u01a1n (Smarter Edge needs Smarter Network)<\/strong><\/h3>\n<p>Nh\u01b0ng c\u00f3 m\u1ed9t l\u1edbp c\u00f4ng ngh\u1ec7 v\u00e0 \u0111\u1ed1i t\u00e1c kh\u00e1c c\u1ea7n thi\u1ebft \u0111\u1ec3 l\u00e0m cho EGX \u2014 v\u00e0 tr\u00ean c\u00f9ng l\u00e0 AI \u2014 th\u00f4ng minh v\u00e0 hi\u1ec7u qu\u1ea3 nh\u1ea5t c\u00f3 th\u1ec3: h\u1ec7 th\u1ed1ng m\u1ea1ng.\u00a0Khi l\u01b0\u1ee3ng s\u1ee9c m\u1ea1nh x\u1eed l\u00fd c\u1ee7a GPU \u1edf r\u00eca v\u00e0 s\u1ed1 l\u01b0\u1ee3ng container t\u0103ng l\u00ean, l\u01b0\u1ee3ng l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng c\u0169ng c\u00f3 th\u1ec3 t\u0103ng theo c\u1ea5p s\u1ed1 nh\u00e2n.\u00a0Tr\u01b0\u1edbc khi c\u00f3 AI, l\u01b0u l\u01b0\u1ee3ng d\u1eef li\u1ec7u bi\u00ean c\u00f3 th\u1ec3 ph\u00e2n t\u00edch (kh\u00f4ng t\u00ednh \u0111\u1ed3 h\u1ecda, video v\u00e0 nh\u1ea1c \u0111\u01b0\u1ee3c truy\u1ec1n tr\u1ef1c tuy\u1ebfn \u0111\u1ebfn \u0111i\u1ec7n tho\u1ea1i) c\u00f3 th\u1ec3 d\u1ecbch chuy\u1ec3n \u0111\u1ebfn 95%, v\u00ed d\u1ee5: t\u1eeb camera \u0111\u1ebfn m\u00e1y ghi video, t\u1eeb \u00f4 t\u00f4 \u0111\u1ebfn m\u00e1y ch\u1ee7 ho\u1eb7c t\u1eeb c\u1eeda h\u00e0ng b\u00e1n l\u1ebb \u0111\u1ebfn trung t\u00e2m d\u1eef li\u1ec7u ch\u00ednh.\u00a0M\u1ecdi ph\u00e2n t\u00edch ho\u1eb7c th\u00f4ng tin chi ti\u1ebft th\u01b0\u1eddng do con ng\u01b0\u1eddi th\u1ef1c hi\u1ec7n v\u00ec m\u1ecdi ng\u01b0\u1eddi ch\u1ec9 c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0 quan s\u00e1t m\u1ed9t lu\u1ed3ng video duy nh\u1ea5t ho\u1eb7c \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef cho m\u1ed9t ng\u00e0y sau \u0111\u00f3, lo\u1ea1i b\u1ecf kh\u1ea3 n\u0103ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh t\u1ee9c th\u00ec.\u00a0Gi\u1edd \u0111\u00e2y, v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p AI nh\u01b0 EGX \u0111\u01b0\u1ee3c tri\u1ec3n khai \u1edf ngay t\u1ea1i v\u1ecb tr\u00ed d\u1eef li\u1ec7u, ch\u00fang c\u1ea7n ph\u1ea3i n\u00f3i chuy\u1ec7n v\u1edbi c\u00e1c thi\u1ebft b\u1ecb IoT, quay tr\u1edf l\u1ea1i c\u00e1c m\u00e1y ch\u1ee7 trong trung t\u00e2m d\u1eef li\u1ec7u v\u00e0 giao ti\u1ebfp v\u1edbi nhau.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng AI giao d\u1ecbch d\u1eef li\u1ec7u v\u00e0 k\u1ebft qu\u1ea3 v\u1edbi c\u00e1c CPU ti\u00eau chu\u1ea9n, d\u1eef li\u1ec7u t\u1eeb bi\u00ean \u0111\u01b0\u1ee3c t\u1ed5ng h\u1ee3p v\u1edbi d\u1eef li\u1ec7u t\u1eeb trung t\u00e2m d\u1eef li\u1ec7u c\u00f4ng ty (ho\u1eb7c \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng) v\u00e0 k\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c \u0111\u1ea9y tr\u1edf l\u1ea1i ki-\u1ed1t, \u00f4 t\u00f4, thi\u1ebft b\u1ecb gia d\u1ee5ng, m\u00e1y qu\u00e9t MRI v\u00e0 \u0111i\u1ec7n tho\u1ea1i.<\/p>\n<p>K\u1ebft qu\u1ea3 l\u00e0 t\u1ea1o ra m\u1ed9t l\u01b0\u1ee3ng l\u1edbn l\u01b0u l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111a chi\u1ec1u gi\u1eefa c\u00e1c container, thi\u1ebft b\u1ecb IoT, m\u00e1y ch\u1ee7 GPU, \u0111\u00e1m m\u00e2y v\u00e0 c\u00e1c m\u00e1y ch\u1ee7 t\u1eadp trung truy\u1ec1n th\u1ed1ng.\u00a0M\u1ea1ng do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh (SDN) v\u00e0 \u1ea3o h\u00f3a m\u1ea1ng \u0111\u00f3ng m\u1ed9t vai tr\u00f2 l\u1edbn h\u01a1n.\u00a0V\u00e0 m\u1ea1ng m\u1edf r\u1ed9ng n\u00e0y mang \u0111\u1ebfn nh\u1eefng lo ng\u1ea1i m\u1edbi v\u1ec1 b\u1ea3o m\u1eadt v\u00ec b\u1ec1 m\u1eb7t t\u1ea5n c\u00f4ng ti\u1ec1m \u1ea9n c\u1ee7a tin t\u1eb7c v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i l\u1edbn h\u01a1n nhi\u1ec1u so v\u1edbi tr\u01b0\u1edbc \u0111\u00e2y v\u00e0 kh\u00f4ng th\u1ec3 b\u1ecb che khu\u1ea5t b\u00ean trong t\u01b0\u1eddng l\u1eeda.<\/p>\n<p>Khi m\u1ea1ng tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n, ch\u00fang c\u1ea7n ph\u1ea3i tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n theo nhi\u1ec1u c\u00e1ch.\u00a0M\u1ed9t s\u1ed1 v\u00ed d\u1ee5 v\u1ec1 \u0111i\u1ec1u n\u00e0y l\u00e0:<\/p>\n<ol>\n<li>C\u00e1c g\u00f3i ph\u1ea3i \u0111\u01b0\u1ee3c \u0111\u1ecbnh tuy\u1ebfn hi\u1ec7u qu\u1ea3 gi\u1eefa c\u00e1c container, m\u00e1y \u1ea3o v\u00e0 m\u00e1y ch\u1ee7 bare-metal.<\/li>\n<li>\u1ea2o h\u00f3a ch\u1ee9c n\u0103ng m\u1ea1ng v\u00e0 chuy\u1ec3n m\u1ea1ch g\u00f3i t\u0103ng t\u1ed1c nhu c\u1ea7u SDN, c\u00f3 th\u1ec3 l\u00e0 trong kh\u00f4ng gian ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c kh\u00f4ng gian c\u1ee7a kernel.<\/li>\n<li>Vi\u1ec7c s\u1eed d\u1ee5ng RDMA y\u00eau c\u1ea7u ph\u1ea3i gi\u1ea3m t\u1ea3i ph\u1ea7n c\u1ee9ng l\u00ean NIC v\u00e0 qu\u1ea3n l\u00fd l\u01b0u l\u01b0\u1ee3ng th\u00f4ng minh tr\u00ean c\u00e1c thi\u1ebft b\u1ecb chuy\u1ec3n m\u1ea1ch.<\/li>\n<li>B\u1ea3o m\u1eadt y\u00eau c\u1ea7u d\u1eef li\u1ec7u ph\u1ea3i \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a khi ngh\u1ec9 ng\u01a1i ho\u1eb7c \u0111ang ch\u1ea1y ho\u1eb7c c\u1ea3 hai (v\u00e0 b\u1ea5t c\u1ee9 th\u1ee9 g\u00ec \u0111\u01b0\u1ee3c m\u00e3 h\u00f3a c\u0169ng ph\u1ea3i \u0111\u01b0\u1ee3c gi\u1ea3i m\u00e3 t\u1ea1i m\u1ed9t s\u1ed1 th\u1eddi \u0111i\u1ec3m).<\/li>\n<li>S\u1ef1 t\u0103ng tr\u01b0\u1edfng trong d\u1eef li\u1ec7u IoT k\u1ebft h\u1ee3p v\u1edbi vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i t\u1eeb \u0111\u0129a quay c\u01a1 h\u1ecdc sang c\u00e1i g\u1ecdi l\u00e0 l\u01b0u tr\u1eef flash \u0111\u1ec3 n\u00e9n v\u00e0 sao ch\u00e9p d\u1eef li\u1ec7u, \u0111\u1ec3 ki\u1ec3m so\u00e1t chi ph\u00ed l\u01b0u tr\u1eef.<\/li>\n<\/ol>\n<p>Nh\u1eefng lo ng\u1ea1i v\u1ec1 b\u1ea3o m\u1eadt v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p m\u1ea1ng ng\u00e0y c\u00e0ng t\u0103ng n\u00e0y \u0111\u1eb7t ra g\u00e1nh n\u1eb7ng ng\u00e0y c\u00e0ng t\u0103ng l\u00ean c\u00e1c m\u00e1y ch\u1ee7 bi\u00ean c\u0169ng nh\u01b0 c\u00e1c m\u00e1y ch\u1ee7 c\u00f4ng ty v\u00e0 \u0111\u00e1m m\u00e2y giao ti\u1ebfp v\u1edbi ch\u00fang.\u00a0V\u1edbi nhi\u1ec1u s\u1ee9c m\u1ea1nh AI h\u01a1n v\u00e0 t\u1ed1c \u0111\u1ed9 m\u1ea1ng nhanh h\u01a1n, vi\u1ec7c x\u1eed l\u00fd \u1ea3o h\u00f3a m\u1ea1ng, c\u00e1c quy t\u1eafc SDN v\u00e0 l\u1ecdc b\u1ea3o m\u1eadt s\u1ebd thu h\u00fat m\u1ed9t l\u01b0\u1ee3ng l\u1edbn chu k\u1ef3 CPU \u0111\u1eaft \u0111\u1ecf, tr\u1eeb khi b\u1ea1n c\u00f3 lo\u1ea1i m\u1ea1ng th\u00f4ng minh ph\u00f9 h\u1ee3p.\u00a0Do \u0111\u00f3, khi c\u00e1c k\u1ebft n\u1ed1i m\u1ea1ng nhanh h\u01a1n, c\u00e1c thi\u1ebft b\u1ecb th\u00f4ng minh c\u1ee7a m\u1ea1ng \u0111\u00f3 ph\u1ea3i \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c trong ph\u1ea7n c\u1ee9ng thay v\u00ec ch\u1ea1y trong ph\u1ea7n m\u1ec1m.<\/p>\n<h3><strong>SmartNICs c\u1eaft gi\u1ea3m c\u00e1c chu tr\u00ecnh x\u1eed l\u00fd \u1edf Bi\u00ean<\/strong><\/h3>\n<p>\u0110i\u1ec7n to\u00e1n Bi\u00ean th\u00f4ng minh h\u01a1n y\u00eau c\u1ea7u m\u1ea1ng th\u00f4ng minh h\u01a1n, nh\u01b0ng n\u1ebfu m\u1ea1ng n\u00e0y \u0111\u01b0\u1ee3c x\u1eed l\u00fd b\u1edfi CPU ho\u1eb7c GPU th\u00ec c\u00e1c chu k\u1ef3 c\u00f3 gi\u00e1 tr\u1ecb s\u1ebd \u0111\u01b0\u1ee3c ti\u00eau th\u1ee5 b\u1eb1ng c\u00e1ch di chuy\u1ec3n d\u1eef li\u1ec7u thay v\u00ec ph\u00e2n t\u00edch v\u00e0 chuy\u1ec3n \u0111\u1ed5i n\u00f3.\u00a0Ai \u0111\u00f3 ph\u1ea3i m\u00e3 h\u00f3a v\u00e0 gi\u1ea3i m\u00e3 c\u00e1c l\u1edbp ph\u1ee7 network header, x\u00e1c \u0111\u1ecbnh g\u00f3i n\u00e0o \u0111i \u0111\u1ebfn container n\u00e0o v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c quy t\u1eafc SDN \u0111\u01b0\u1ee3c tu\u00e2n th\u1ee7.\u00a0C\u00e1c t\u01b0\u1eddng l\u1eeda v\u00e0 b\u1ed9 \u0111\u1ecbnh tuy\u1ebfn do ph\u1ea7n m\u1ec1m \u0111\u1ecbnh ngh\u0129a t\u1ea1o ra g\u00e1nh n\u1eb7ng b\u1ed5 sung cho CPU v\u00ec c\u00e1c g\u00f3i ph\u1ea3i \u0111\u01b0\u1ee3c l\u1ecdc d\u1ef1a tr\u00ean ngu\u1ed3n, \u0111\u00edch, header ho\u1eb7c th\u1eadm ch\u00ed d\u1ef1a tr\u00ean n\u1ed9i dung b\u00ean trong c\u1ee7a g\u00f3i.\u00a0Sau \u0111\u00f3, c\u00e1c g\u00f3i \u0111\u01b0\u1ee3c chuy\u1ec3n ti\u1ebfp, sao ch\u00e9p, \u0111\u1ecbnh tuy\u1ebfn l\u1ea1i ho\u1eb7c th\u1eadm ch\u00ed b\u1ecb lo\u1ea1i b\u1ecf, t\u00f9y thu\u1ed9c v\u00e0o c\u00e1c quy t\u1eafc m\u1ea1ng.<\/p>\n<p>May m\u1eafn thay, c\u00f3 m\u1ed9t lo\u1ea1i SmartNIC gi\u00e1 c\u1ea3 ph\u1ea3i ch\u0103ng, ch\u1eb3ng h\u1ea1n nh\u01b0 d\u00f2ng Mellanox ConnectX, gi\u00fap gi\u1ea3m t\u1ea3i t\u1ea5t c\u1ea3 c\u00f4ng vi\u1ec7c n\u00e0y ra kh\u1ecfi CPU.\u00a0C\u00e1c b\u1ed9 \u0111i\u1ec1u h\u1ee3p n\u00e0y c\u00f3 c\u00e1c ch\u1ee9c n\u0103ng t\u0103ng t\u1ed1c ph\u1ea7n c\u1ee9ng \u0111\u1ec3 x\u1eed l\u00fd m\u1ea1ng overlay, Remote Direct Memory Access (RDMA), container networks, virtual switching, storage network v\u00e0 ph\u00e1t tr\u1ef1c tuy\u1ebfn video.\u00a0Ch\u00fang c\u0169ng t\u0103ng t\u1ed1c \u1edf ph\u00eda b\u1ed9 \u0111i\u1ec1u h\u1ee3p cho vi\u1ec7c qu\u1ea3n l\u00fd t\u1eafc ngh\u1ebdn m\u1ea1ng v\u00e0 QoS, v\u00e0 c\u00e1c b\u1ed9 \u0111i\u1ec1u h\u1ee3p m\u1edbi nh\u1ea5t, ch\u1eb3ng h\u1ea1n nh\u01b0 Mellanox ConnectX-6 Dx, c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n m\u00e3 h\u00f3a v\u00e0 gi\u1ea3i m\u00e3 n\u1ed9i tuy\u1ebfn trong ph\u1ea7n c\u1ee9ng \u1edf t\u1ed1c \u0111\u1ed9 cao, h\u1ed7 tr\u1ee3 IPsec v\u00e0 TLS.\u00a0V\u1edbi c\u00e1c t\u00e1c v\u1ee5 m\u1ea1ng quan tr\u1ecdng nh\u01b0ng l\u1eb7p \u0111i l\u1eb7p l\u1ea1i n\u00e0y \u0111\u01b0\u1ee3c NIC t\u0103ng t\u1ed1c m\u1ed9t c\u00e1ch an to\u00e0n, c\u00e1c CPU v\u00e0 GPU \u1edf bi\u00ean k\u1ebft n\u1ed1i nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3 v\u1edbi nhau v\u00e0 v\u1edbi thi\u1ebft b\u1ecb IoT.<\/p>\n<h3><strong><a class=\"iblink\" href=\"\/blog\/tag\/bluefield\/\">BlueField<\/a> IPU b\u1ed5 sung th\u00eam kh\u1ea3 n\u0103ng b\u1ea3o v\u1ec7 ch\u1ed1ng l\u1ea1i ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i v\u00e0 v\u1eadn h\u00e0nh qu\u00e1 s\u1ee9c<\/strong><\/h3>\n<p>M\u1ed9t t\u00f9y ch\u1ecdn m\u1ea1ng n\u00e2ng cao h\u01a1n n\u1eefa cho hi\u1ec7u qu\u1ea3 t\u00ednh to\u00e1n bi\u00ean l\u00e0 B\u1ed9 x\u1eed l\u00fd IPU ho\u1eb7c I\/O, ch\u1eb3ng h\u1ea1n nh\u01b0 Mellanox <a class=\"iblink\" href=\"\/blog\/tag\/bluefield\/\">BlueField<\/a>.\u00a0IPU k\u1ebft h\u1ee3p t\u1ea5t c\u1ea3 m\u1ea1ng t\u1ed1c \u0111\u1ed9 cao v\u00e0 gi\u1ea3m t\u1ea3i c\u1ee7a SmartNIC v\u1edbi c\u00e1c l\u00f5i c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c ch\u1ee9c n\u0103ng b\u1ed5 sung xung quanh m\u1ea1ng, l\u01b0u tr\u1eef ho\u1eb7c b\u1ea3o m\u1eadt.\u00a0V\u00ed d\u1ee5, m\u1ed9t IPU c\u00f3 th\u1ec3 gi\u1ea3m t\u1ea3i c\u1ea3 c\u00e1c ch\u1ee9c n\u0103ng c\u1ee7a m\u1eb7t ph\u1eb3ng d\u1eef li\u1ec7u SDN v\u00e0 m\u1eb7t ph\u1eb3ng \u0111i\u1ec1u khi\u1ec3n;\u00a0n\u00f3 c\u00f3 th\u1ec3 \u1ea3o h\u00f3a b\u1ed9 nh\u1edb flash cho CPU ho\u1eb7c GPU;\u00a0v\u00e0 n\u00f3 c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n b\u1ea3o m\u1eadt trong m\u1ed9t mi\u1ec1n ri\u00eang bi\u1ec7t \u0111\u1ec3 cung c\u1ea5p m\u1ee9c \u0111\u1ed9 b\u1ea3o v\u1ec7 r\u1ea5t cao ch\u1ed1ng l\u1ea1i ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i.<\/p>\n<p>V\u1ec1 m\u1eb7t b\u1ea3o m\u1eadt, c\u00e1c IPU nh\u01b0 BlueField cung c\u1ea5p kh\u1ea3 n\u0103ng c\u00e1ch ly mi\u1ec1n b\u1ea3o m\u1eadt.\u00a0Kh\u00f4ng c\u00f3 n\u00f3, b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m b\u1ea3o m\u1eadt n\u00e0o \u0111ang ch\u1ea1y trong c\u00f9ng m\u1ed9t mi\u1ec1n v\u1edbi h\u1ec7 \u0111i\u1ec1u h\u00e0nh, qu\u1ea3n l\u00fd v\u00f9ng ch\u1ee9a v\u00e0 \u1ee9ng d\u1ee5ng.\u00a0N\u1ebfu k\u1ebb t\u1ea5n c\u00f4ng x\u00e2m ph\u1ea1m b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m n\u00e0o trong s\u1ed1 \u0111\u00f3, ph\u1ea7n m\u1ec1m b\u1ea3o m\u1eadt c\u00f3 nguy c\u01a1 b\u1ecb b\u1ecf qua, b\u1ecb x\u00f3a ho\u1eb7c b\u1ecb h\u1ecfng.\u00a0Nh\u01b0ng v\u1edbi BlueField, ph\u1ea7n m\u1ec1m b\u1ea3o m\u1eadt ti\u1ebfp t\u1ee5c ch\u1ea1y tr\u00ean IPU n\u01a1i n\u00f3 c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c ph\u00e1t hi\u1ec7n, c\u00f4 l\u1eadp v\u00e0 b\u00e1o c\u00e1o ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i ho\u1eb7c vi ph\u1ea1m tr\u00ean m\u00e1y ch\u1ee7.\u00a0B\u1eb1ng c\u00e1ch ch\u1ea1y trong m\u1ed9t mi\u1ec1n ri\u00eang bi\u1ec7t \u2014 \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 b\u1edfi ph\u1ea7n c\u1ee9ng g\u1ed1c \u0111\u00e1ng tin c\u1eady \u2014 c\u00e1c t\u00ednh n\u0103ng b\u1ea3o m\u1eadt c\u00f3 th\u1ec3 b\u00e1o \u0111\u1ed9ng cho c\u00e1c c\u01a1 ch\u1ebf ph\u00e1t hi\u1ec7n v\u00e0 ng\u0103n ch\u1eb7n x\u00e2m nh\u1eadp, \u0111\u1ed3ng th\u1eddi c\u0169ng ng\u0103n kh\u00f4ng cho ph\u1ea7n m\u1ec1m \u0111\u1ed9c h\u1ea1i tr\u00ean m\u00e1y ch\u1ee7 b\u1ecb nhi\u1ec5m l\u00e2y lan.<\/p>\n<p>IPU BlueField-2 m\u1edbi nh\u1ea5t c\u0169ng b\u1ed5 sung \u0111\u1ed1i s\u00e1nh Bi\u1ec3u th\u1ee9c ch\u00ednh quy (RegEx) c\u00f3 th\u1ec3 nhanh ch\u00f3ng ph\u00e1t hi\u1ec7n c\u00e1c m\u1eabu trong l\u01b0u l\u01b0\u1ee3ng m\u1ea1ng (ho\u1eb7c b\u1ed9 nh\u1edb m\u00e1y ch\u1ee7), v\u00ec v\u1eady n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh m\u1ed1i \u0111e d\u1ecda.\u00a0N\u00f3 c\u0169ng b\u1ed5 sung gi\u1ea3m t\u1ea3i ph\u1ea7n c\u1ee9ng \u0111\u1ec3 t\u0103ng hi\u1ec7u qu\u1ea3 d\u1eef li\u1ec7u th\u00f4ng qua vi\u1ec7c kh\u1eed tr\u00f9ng l\u1eb7p (th\u00f4ng qua h\u00e0m b\u0103m SHA-2) v\u00e0 n\u00e9n \/ gi\u1ea3i n\u00e9n.<\/p>\n<h3><strong>H\u1ec7 th\u1ed1ng Bi\u00ean th\u00f4ng minh h\u01a1n y\u00eau c\u1ea7u m\u1ea1ng th\u00f4ng minh h\u01a1n<\/strong><\/h3>\n<p>V\u1edbi vi\u1ec7c s\u1eed d\u1ee5ng ng\u00e0y c\u00e0ng nhi\u1ec1u c\u00e1c gi\u1ea3i ph\u00e1p AI, ch\u1eb3ng h\u1ea1n nh\u01b0 n\u1ec1n t\u1ea3ng NVIDIA EGX, h\u1ec7 th\u1ed1ng Bi\u00ean tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n nhi\u1ec1u, nh\u01b0ng m\u1ea1ng v\u00e0 b\u1ea3o m\u1eadt c\u0169ng tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n v\u00e0 c\u00f3 nguy c\u01a1 l\u00e0m ch\u1eadm c\u00e1c m\u00e1y ch\u1ee7, ngay khi s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a IoT v\u00e0 m\u1ea1ng kh\u00f4ng d\u00e2y 5G \u0111\u00f2i h\u1ecfi nhi\u1ec1u s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n h\u01a1n.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c gi\u1ea3i quy\u1ebft v\u1edbi vi\u1ec7c tri\u1ec3n khai c\u00e1c SmartNIC v\u00e0 IPU, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c h\u1ecd s\u1ea3n ph\u1ea9m Mellanox ConnectX v\u00e0 BlueField.\u00a0C\u00e1c gi\u1ea3i ph\u00e1p m\u1ea1ng n\u00e0y gi\u1ea3m t\u1ea3i c\u00e1c t\u00e1c v\u1ee5 m\u1ea1ng v\u00e0 b\u1ea3o m\u1eadt quan tr\u1ecdng, ch\u1eb3ng h\u1ea1n nh\u01b0 SDN, \u1ea3o h\u00f3a m\u1ea1ng v\u00e0 c\u00e1c ch\u1ee9c n\u0103ng t\u01b0\u1eddng l\u1eeda do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p AI \u1edf r\u00eca ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 v\u00e0 an to\u00e0n h\u01a1n, v\u00e0 \u0111\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao Mellanox v\u00e0 NVIDIA r\u1ea5t h\u00e0o h\u1ee9ng l\u00e0m vi\u1ec7c c\u00f9ng nhau v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean c\u1ea1nh.<\/p>\n<ul>\n<li>Gi\u1ea3i ph\u00e1p M\u00e1y h\u1ecdc v\u00e0 AI c\u1ee7a Mellanox:\u00a0<a href=\"https:\/\/www.mellanox.com\/solutions\/machine-learning\/\">https:\/\/www.mellanox.com\/solutions\/machine-learning\/<\/a><\/li>\n<li>Mellanox SmartNICs:\u00a0<a href=\"https:\/\/www.mellanox.com\/products\/smartnic\/\">https:\/\/www.mellanox.com\/products\/smartnic\/<\/a><\/li>\n<li>Blog Mellanox &#8211; Cung c\u1ea5p s\u1ee9c m\u1ea1nh cho AI v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p Ethernet t\u1ed1t nh\u1ea5t th\u1ebf gi\u1edbi:\u00a0<a href=\"https:\/\/blog.mellanox.com\/2018\/01\/powering-artificial-intelligence-ethernet-solutions\/\">https:\/\/blog.mellanox.com\/2018\/01\/powering-artificial-intelligence-ethernet-solutions\/<\/a><\/li>\n<li>Blog Mellanox &#8211; T\u0103ng t\u1ed1c AI qua M\u1ea1ng Hi\u1ec7u su\u1ea5t Cao:\u00a0<a href=\"https:\/\/blog.mellanox.com\/2017\/04\/accelerating-artificial-intelligence-high-performance-network\/\">https:\/\/blog.mellanox.com\/2017\/04\/accelerating-artificial-intelligence-high-performance-network\/<\/a><\/li>\n<li>Ph\u1ea7n m\u1ec1m Mellanox &#8211; GPU Direct:\u00a0<a href=\"https:\/\/www.mellanox.com\/products\/GPUDirect-RDMA\">https:\/\/www.mellanox.com\/products\/GPUDirect-RDMA<\/a><\/li>\n<\/ul>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22819\">QNAP QSW-L3205-1C4T: Switch Lite-Managed b\u1ee9t ph\u00e1 t\u1ed1c \u0111\u1ed9 m\u1ea1ng 20Gbps<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22532\">H\u01b0\u1edbng d\u1eabn tri\u1ec3n khai m\u00e1y ch\u1ee7 GPU t\u1ea1i ch\u1ed7 trong c\u00e1c ph\u00f2ng m\u00e1y doanh nghi\u1ec7p<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22501\">NVIDIA ConnectX-8 SuperNIC: \u0110\u1ed9t ph\u00e1 ki\u1ebfn tr\u00fac h\u1ea1 t\u1ea7ng AI v\u1edbi PCIe Gen6<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21938\">NVIDIA: C\u00f4ng ngh\u1ec7 Silicon Photonics v\u00e0 Co-Packaged Optics \u2013 Thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i trong k\u1ef7 nguy\u00ean AI v\u00e0 HPC<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21668\">T\u00ecm hi\u1ec3u c\u00e1c c\u00f4ng ngh\u1ec7 m\u1ea1ng c\u1ee7a NVIDIA: N\u1ec1n t\u1ea3ng cho HPC v\u00e0 AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21635\">Fibre Channel (FC): Tr\u1ee5c x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef hi\u1ec7u su\u1ea5t cao v\u00e0 tin c\u1eady<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Khi s&#7913;c m&#7841;nh &#273;i&#7879;n to&aacute;n &#273;ang d&#7883;ch chuy&#7875;n sang r&igrave;a m&#7841;ng, NVIDIA c&ocirc;ng b&#7889; n&#7873;n t&#7843;ng v&agrave; h&#7879; sinh th&aacute;i EGX, bao g&#7891;m vi&#7879;c ch&#7913;ng nh&#7853;n nh&agrave; cung c&#7845;p m&aacute;y ch&#7911;, &#273;&#7889;i t&aacute;c &#273;&aacute;m m&acirc;y lai v&agrave; ph&#7847;n m&#7873;m GPU Operator m&#7899;i. Nhu c&#7847;u v&#7873; &#273;i&#7879;n to&aacute;n bi&ecirc;n (Edge Computing) &#273;ang t&#259;ng l&ecirc;n nhanh ch&oacute;ng&#8230;<\/p>\n","protected":false},"author":2,"featured_media":9197,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[675,74,358,682],"class_list":["post-9194","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-edge-computing","tag-hpc","tag-mellanox","tag-network"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0110i\u1ec7n to\u00e1n Bi\u00ean th\u00f4ng minh c\u1ea7n h\u1ec7 th\u1ed1ng m\u1ea1ng th\u00f4ng minh h\u01a1n - Blog | TheGioiMayChu<\/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:\/\/thegioimaychu.vn\/blog\/tong-hop\/dien-toan-bien-thong-minh-hon-can-he-thong-mang-thong-minh-hon-p9194\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"\u0110i\u1ec7n to\u00e1n Bi\u00ean th\u00f4ng minh c\u1ea7n h\u1ec7 th\u1ed1ng m\u1ea1ng th\u00f4ng minh h\u01a1n - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Khi s&#7913;c m&#7841;nh &#273;i&#7879;n to&aacute;n &#273;ang d&#7883;ch chuy&#7875;n sang r&igrave;a m&#7841;ng, NVIDIA c&ocirc;ng b&#7889; n&#7873;n t&#7843;ng v&agrave; h&#7879; sinh th&aacute;i EGX, bao g&#7891;m vi&#7879;c ch&#7913;ng nh&#7853;n nh&agrave; cung c&#7845;p m&aacute;y ch&#7911;, &#273;&#7889;i t&aacute;c &#273;&aacute;m m&acirc;y lai v&agrave; ph&#7847;n m&#7873;m GPU Operator m&#7899;i. 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