{"id":2232,"date":"2019-08-29T01:41:20","date_gmt":"2019-08-29T01:41:20","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2232"},"modified":"2019-09-03T08:09:09","modified_gmt":"2019-09-03T08:09:09","slug":"co-so-ha-tang-dien-toan-nao-tot-nhat-cho-ai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/co-so-ha-tang-dien-toan-nao-tot-nhat-cho-ai-p2232\/","title":{"rendered":"C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n n\u00e0o t\u1ed1t nh\u1ea5t cho AI?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>H\u01a1n bao gi\u1edd h\u1ebft, c\u00e2u h\u1ecfi c\u1ee5 th\u1ec3 nh\u1ea5t m\u00e0 m\u1ed9t t\u1ed5 ch\u1ee9c CNTT ph\u1ea3i tr\u1ea3 l\u1eddi v\u1ec1 m\u1ecdi workload c\u1ee7a trung t\u00e2m d\u1eef li\u1ec7u m\u1edbi \u0111\u00f3 l\u00e0 ch\u1ea1y n\u00f3 \u1edf \u0111\u00e2u?\u00a0C\u00e1c workload m\u1edbi nh\u1ea5t trong doanh nghi\u1ec7p hi\u1ec7n nay l\u00e0 c\u00e1c bi\u1ebfn th\u1ec3 c\u1ee7a machine learning, ho\u1eb7c AI, ho\u1eb7c \u0111\u00f3 c\u00f3 th\u1ec3 l\u00e0 m\u00f4 h\u00ecnh \u0111\u00e0o t\u1ea1o (training) <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> ho\u1eb7c suy lu\u1eadn (inference), v\u00e0 \u0111\u00e3 c\u00f3 r\u1ea5t nhi\u1ec1u l\u1ef1a ch\u1ecdn cho c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI m\u00e0 vi\u1ec7c t\u00ecm ra l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t l\u00e0 kh\u00f4ng h\u1ec1 d\u1ec5 d\u00e0ng g\u00ec \u0111\u1ed1i v\u1edbi m\u1ed9t doanh nghi\u1ec7p.<\/p>\n<p>C\u00f3 nhi\u1ec1u t\u00f9y ch\u1ecdn ph\u1ea7n c\u1ee9ng AI tr\u00ean th\u1ecb tr\u01b0\u1eddng, m\u1ed9t lo\u1ea1t c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y AI \u0111ang ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng v\u00e0 nhi\u1ec1u t\u00f9y ch\u1ecdn trung t\u00e2m d\u1eef li\u1ec7u kh\u00e1c nhau \u0111\u1ec3 l\u01b0u tr\u1eef ph\u1ea7n c\u1ee9ng AI.\u00a0M\u1ed9t c\u00f4ng ty v\u1edbi d\u00e0y \u0111\u1eb7c c\u00e1c th\u00e0nh ph\u1ea7n trong to\u00e0n b\u1ed9 h\u1ec7 sinh th\u00e1i c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng machine learning n\u00e0y l\u00e0 Nvidia, c\u00f4ng ty kh\u00f4ng ch\u1ec9 s\u1ea3n xu\u1ea5t v\u00e0 b\u00e1n ph\u1ea7n l\u1edbn c\u00e1c b\u1ed9 x\u1eed l\u00fd cho AI workload tr\u00ean th\u1ebf gi\u1edbi (Nvidia GPU), m\u00e0 c\u00f2n x\u00e2y d\u1ef1ng r\u1ea5t nhi\u1ec1u ph\u1ea7n m\u1ec1m ch\u1ea1y tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00f3, ngo\u00e0i ra h\u1ecd c\u00f2n s\u1ea3n xu\u1ea5t v\u00e0 cung c\u1ea5p si\u00eau m\u00e1y t\u00ednh AI c\u1ee7a ri\u00eang m\u00ecnh v\u00e0 g\u1ea7n \u0111\u00e2y h\u01a1n, c\u00e1c nh\u00e0 cung c\u1ea5p trung t\u00e2m d\u1eef li\u1ec7u b\u1ea3o v\u1ec7 tr\u01b0\u1edbc \u0111\u1ec3 gi\u00fap kh\u00e1ch h\u00e0ng t\u00ecm th\u1ea5y nh\u1eefng m\u00e1y\u00a0t\u00ednh c\u00f3 kh\u1ea3 n\u0103ng l\u01b0u tr\u1eef m\u00e1y AI c\u1ee7a h\u1ecd.<\/p>\n<p>G\u1ea7n \u0111\u00e2y ch\u00fang t\u00f4i \u0111\u00e3 c\u00f3 d\u1ecbp n\u00f3i chuy\u1ec7n v\u1edbi Charlie Boyle, gi\u00e1m \u0111\u1ed1c ti\u1ebfp th\u1ecb cho d\u00f2ng s\u1ea3n ph\u1ea9m si\u00eau m\u00e1y t\u00ednh DGX AI c\u1ee7a Nvidia, \u0111\u1ec3 n\u00f3i v\u1ec1 nh\u1eefng xu h\u01b0\u1edbng m\u1edbi nh\u1ea5t trong ph\u1ea7n c\u1ee9ng AI v\u00e0 th\u1ebf gi\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI r\u1ed9ng l\u1edbn h\u01a1n. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 cu\u1ed9c ph\u1ecfng v\u1ea5n c\u1ee7a ch\u00fang t\u00f4i, \u0111\u00e3 \u0111\u01b0\u1ee3c bi\u00ean t\u1eadp cho r\u00f5 r\u00e0ng v\u00e0 ng\u1eafn g\u1ecdn:<\/p>\n<p>DCK: L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 c\u00e1c c\u00f4ng ty quy\u1ebft \u0111\u1ecbnh c\u00f3 n\u00ean s\u1eed d\u1ee5ng d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c h\u1ecdc m\u00e1y c\u1ee7a h\u1ecd ho\u1eb7c mua ph\u1ea7n c\u1ee9ng AI c\u1ee7a ri\u00eang h\u1ecd kh\u00f4ng?<\/p>\n<div>\n<div data-dfp-position=\"inarticle2\">\n<div id=\"co1ddezxk7k00000co1ddezxk7k00000co1ddezx\" data-size=\"300*250,300*600\" data-adunit=\"\/3834\/dcknowledge.home\/article\/design\/machine_learning\" data-name=\"article_300_2_rht_infinite\" data-targeting=\"pos=300_2_rht|article_number=1|ptype=Article|nid=169444|pterm=machine_learning|sterm=hardware,supercomputers|author=yevgeniy_sverdlik|reg=anonymous\" data-mapping=\"0*0=300*250|779*0=300*250,300*600\" data-adsensecolor=\"background=|border=|link=|text=|url=\" data-google-query-id=\"CIO5sff3puQCFRSHaAodsQsJig\">\n<div id=\"google_ads_iframe_\/3834\/dcknowledge.home\/article\/design\/machine_learning_9__container__\">Charlie Boyle:\u00a0H\u1ea7u h\u1ebft kh\u00e1ch h\u00e0ng c\u1ee7a ch\u00fang t\u00f4i s\u1eed d\u1ee5ng k\u1ebft h\u1ee3p t\u1ea1i ch\u1ed7 v\u00e0 \u0111\u00e1m m\u00e2y.\u00a0V\u00e0 \u0111\u1ed9ng l\u1ef1c l\u1edbn nh\u1ea5t m\u00e0 ch\u00fang ta th\u1ea5y l\u00e0 v\u1ecb tr\u00ed c\u1ee7a c\u00e1c \u1ea3nh h\u01b0\u1edfng d\u1eef li\u1ec7u n\u01a1i b\u1ea1n x\u1eed l\u00fd n\u00f3.\u00a0Trong b\u1ed1i c\u1ea3nh AI, b\u1ea1n c\u1ea7n m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 c\u00f3 k\u1ebft qu\u1ea3.\u00a0N\u1ebfu t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u \u0111\u00f3 \u0111\u00e3 c\u00f3 trong trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p c\u1ee7a b\u1ea1n (b\u1ea1n \u0111\u00e3 bi\u1ebft 10, 20, 30 n\u0103m d\u1eef li\u1ec7u l\u1ecbch s\u1eed), b\u1ea1n mu\u1ed1n di chuy\u1ec3n x\u1eed l\u00fd c\u00e0ng g\u1ea7n c\u00e0ng t\u1ed1t.\u00a0V\u00ec v\u1eady, \u1ee7ng h\u1ed9 c\u00e1c h\u1ec7 th\u1ed1ng t\u1ea1i ch\u1ed7.\u00a0N\u1ebfu b\u1ea1n l\u00e0 m\u1ed9t c\u00f4ng ty b\u1eaft \u0111\u1ea7u tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n n\u1eb1m tr\u00ean \u0111\u00e1m m\u00e2y, th\u00ec c\u00f3 l\u1ebd t\u1ed1t nh\u1ea5t l\u00e0 b\u1ea1n n\u00ean x\u1eed l\u00fd d\u1eef li\u1ec7u \u0111\u00f3 tr\u00ean \u0111\u00e1m m\u00e2y.<\/div>\n<h6>V\u00e0 \u0111\u00f3 l\u00e0 b\u1edfi v\u00ec th\u1eadt kh\u00f3 \u0111\u1ec3 di chuy\u1ec3n nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0o v\u00e0 ra kh\u1ecfi \u0111\u00e1m m\u00e2y?<\/h6>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0110\u00f3 l\u00e0, nh\u01b0ng n\u00f3 c\u0169ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1ch b\u1ea1n t\u1ea1o d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh.\u00a0H\u1ea7u h\u1ebft d\u1eef li\u1ec7u c\u1ee7a kh\u00e1ch h\u00e0ng kh\u00e1 n\u0103ng \u0111\u1ed9ng, v\u00ec v\u1eady h\u1ecd lu\u00f4n th\u00eam v\u00e0o d\u1eef li\u1ec7u \u0111\u00f3 v\u00e0 v\u00ec v\u1eady, n\u1ebfu h\u1ecd thu th\u1eadp t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u \u0111\u00f3 t\u1ea1i c\u01a1 s\u1edf trong h\u1ec7 th\u1ed1ng, th\u00ec vi\u1ec7c ti\u1ebfp t\u1ee5c x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1ea1i c\u01a1 s\u1edf s\u1ebd d\u1ec5 d\u00e0ng h\u01a1n.\u00a0N\u1ebfu h\u1ecd t\u1ed5ng h\u1ee3p nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y, th\u00ec h\u1ecd s\u1ebd x\u1eed l\u00fd n\u00f3 trong c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.<\/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<p>V\u00e0 \u0111\u00f3 th\u1ef1c s\u1ef1 l\u00e0 cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng s\u1ea3n xu\u1ea5t.\u00a0R\u1ea5t nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng th\u1eed nghi\u1ec7m c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u trong \u0111\u00e1m m\u00e2y &#8211; b\u1ea1n ch\u1ec9 c\u1ea7n k\u00edch ho\u1ea1t tr\u00ecnh duy\u1ec7t v\u00e0 b\u1ea1n c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI &#8211; nh\u01b0ng khi h\u1ecd chuy\u1ec3n sang s\u1ea3n xu\u1ea5t, kh\u00e1ch h\u00e0ng \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh \u0111\u1ecba ph\u01b0\u01a1ng, quy\u1ebft \u0111\u1ecbnh t\u00e0i ch\u00ednh, quy\u1ebft \u0111\u1ecbnh b\u1ea3o m\u1eadt, li\u1ec7u c\u00f3 t\u1ed1t h\u01a1n kh\u00f4ng h\u1ecd \u0111\u1ec3 x\u1eed l\u00fd n\u00f3 t\u1ea1i c\u01a1 s\u1edf ho\u1eb7c tr\u00ean \u0111\u00e1m m\u00e2y.<\/p>\n<p>Kh\u00e1ch h\u00e0ng c\u1ee7a Nvidia th\u01b0\u1eddng th\u1ef1c hi\u1ec7n m\u1ed9t s\u1ed1 kh\u00f3a \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh AI t\u1ea1i c\u01a1 s\u1edf, b\u1edfi v\u00ec \u0111\u00f3 l\u00e0 n\u01a1i ch\u1ee9a d\u1eef li\u1ec7u l\u1ecbch s\u1eed c\u1ee7a h\u1ecd.\u00a0H\u1ecd x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh tuy\u1ec7t v\u1eddi, nh\u01b0ng m\u00f4 h\u00ecnh \u0111\u00f3 sau \u0111\u00f3 \u0111\u01b0\u1ee3c ph\u1ee5c v\u1ee5 b\u1edfi c\u00e1c d\u1ecbch v\u1ee5 tr\u1ef1c tuy\u1ebfn c\u1ee7a h\u1ecd &#8211; suy lu\u1eadn t\u0103ng t\u1ed1c h\u1ecd l\u00e0m trong \u0111\u00e1m m\u00e2y d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh m\u00e0 h\u1ecd x\u00e2y d\u1ef1ng t\u1ea1i ch\u1ed7.<\/p>\n<p>\u0110\u1ed1i v\u1edbi nh\u1eefng ng\u01b0\u1eddi ch\u1ea1y kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI tr\u00ean ph\u1ea7n c\u1ee9ng c\u1ee7a ch\u00ednh h\u1ecd t\u1ea1i c\u01a1 s\u1edf ho\u1eb7c trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u colocation, b\u1ea1n \u0111\u00e3 th\u1ea5y c\u00e1ch ti\u1ebfp c\u1eadn l\u00e0m m\u00e1t n\u00e0o, v\u1edbi nh\u1eefng h\u1ed9p n\u00e0y c\u00f3 \u0111\u1ed9 d\u00e0y nh\u01b0 th\u1ebf n\u00e0o?<\/p>\n<p>Vi\u1ec7c l\u00e0m m\u00e1t b\u1eb1ng ch\u1ea5t l\u1ecfng so v\u1edbi kh\u00f4ng kh\u00ed so v\u1edbi h\u1ed7n h\u1ee3p lu\u00f4n l\u00e0 m\u1ed9t cu\u1ed9c tranh lu\u1eadn t\u00edch c\u1ef1c, m\u1ed9t v\u1ea5n \u0111\u1ec1 m\u00e0 ch\u00fang t\u00f4i lu\u00f4n nghi\u00ean c\u1ee9u.\u00a0N\u00f3i chung, n\u01a1i ch\u00fang ta ng\u00e0y nay &#8211; m\u1ecdi ng\u01b0\u1eddi \u0111ang v\u1eadn h\u00e0nh r\u1ea5t nhi\u1ec1u h\u1ec7 th\u1ed1ng, c\u00f3 th\u1ec3 l\u00ean t\u1edbi 50 ho\u1eb7c h\u01a1n &#8211; ch\u1ec9 c\u1ea7n l\u00e0m m\u00e1t kh\u00f4ng kh\u00ed th\u00f4ng th\u01b0\u1eddng ho\u1ea1t \u0111\u1ed9ng t\u1ed1t.\u00a0Khi ch\u00fang ta b\u1eaft \u0111\u1ea7u \u0111i v\u00e0o c\u00e1c gi\u00e1 \u0111\u1ee1 m\u1eadt \u0111\u1ed9 cao h\u01a1n, b\u1ea1n s\u1ebd bi\u1ebft c\u00e1c gi\u00e1 \u0111\u1ee1 30, 40, 50 kilowatt, ch\u00fang ta th\u01b0\u1eddng nh\u00ecn th\u1ea5y c\u00e1c b\u1ed9 trao \u0111\u1ed5i nhi\u1ec7t l\u00e0m m\u00e1t b\u1eb1ng n\u01b0\u1edbc ph\u00eda sau, \u0111\u1eb7c bi\u1ec7t l\u00e0 c\u1eeda sau ho\u1ea1t \u0111\u1ed9ng.\u00a0V\u00e0 \u0111\u00f3 l\u00e0 nh\u1eefng g\u00ec ch\u00fang t\u00f4i th\u1ef1c hi\u1ec7n trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t c\u1ee7a m\u00ecnh, b\u1edfi v\u00ec theo c\u00e1ch \u0111\u00f3, b\u1ea1n kh\u00f4ng thay \u0111\u1ed5i h\u1ec7 th\u1ed1ng \u1ed1ng n\u01b0\u1edbc tr\u00ean ch\u00ednh h\u1ec7 th\u1ed1ng v\u1eadt l\u00fd.<\/p>\n<div>\n<div data-dfp-position=\"inarticle3\">\n<div id=\"3wrsdzi14h8000003wrsdzi14h8000003wrsdzi1\" data-size=\"300*250,300*600\" data-adunit=\"\/3834\/dcknowledge.home\/article\/design\/machine_learning\" data-name=\"article_300_3_rht_infinite\" data-targeting=\"pos=300_3_rht|article_number=1|ptype=Article|nid=169444|pterm=machine_learning|sterm=hardware,supercomputers|author=yevgeniy_sverdlik|reg=anonymous\" data-mapping=\"0*0=300*250|779*0=300*250,300*600\" data-adsensecolor=\"background=|border=|link=|text=|url=\" data-google-query-id=\"CNWQiPn3puQCFcKOaAodq7QFjw\">\n<div id=\"google_ads_iframe_\/3834\/dcknowledge.home\/article\/design\/machine_learning_10__container__\"><span class=\"\">Gi\u1edd \u0111\u00e2y, m\u1ed9t s\u1ed1 \u0111\u1ed1i t\u00e1c OEM c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng l\u00e0m m\u00e1t b\u1eb1ng n\u01b0\u1edbc tr\u1ef1c ti\u1ebfp d\u1ef1a tr\u00ean GPU, kh\u00f4ng ph\u1ea3i cho DGX.\u00a0<\/span>M\u1ed9t s\u1ed1 kh\u00e1ch h\u00e0ng \u0111ang x\u00e2y d\u1ef1ng m\u1ed9t d\u1eef li\u1ec7u ho\u00e0n to\u00e0n m\u1edbi nh\u1eadp v\u00e0 mu\u1ed1n x\u00e2y d\u1ef1ng m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng si\u00eau m\u00e1y t\u00ednh si\u00eau d\u00e0y \u0111\u1eb7c, h\u1ecd s\u1ebd \u0111\u1eb7t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00f3 tr\u01b0\u1edbc th\u1eddi h\u1ea1n.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Nh\u01b0ng ch\u00fang t\u00f4i \u0111ang \u1edf c\u00f9ng v\u1edbi h\u1ea7u h\u1ebft c\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 colocation &#8211; v\u00e0 th\u1eadm ch\u00ed h\u1ea7u h\u1ebft c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i m\u00e0 m\u1ecdi ng\u01b0\u1eddi \u0111ang x\u00e2y d\u1ef1ng trong n\u0103m nay v\u00e0 c\u00f3 th\u1ec3 trong n\u0103m t\u1edbi &#8211; \u0111\u00f3 l\u00e0 n\u01b0\u1edbc l\u1ea1nh ho\u1eb7c nhi\u1ec7t \u0111\u1ed9 n\u01b0\u1edbc xung quanh ch\u1ec9 \u1edf m\u1ee9c gi\u00e1 \u0111\u1ee1 \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u1eeda sau.<\/p>\n<p>Direct-to-chip l\u00e0 v\u1ea5n \u0111\u1ec1 c\u1ee7a ng\u00e0nh v\u00e0 ho\u1ea1t \u0111\u1ed9ng.\u00a0C\u00f4ng ngh\u1ec7 l\u00e0 c\u00f3, ch\u00fang ta c\u00f3 th\u1ec3 l\u00e0m \u0111i\u1ec1u \u0111\u00f3 ng\u00e0y h\u00f4m nay, nh\u01b0ng sau \u0111\u00f3 b\u1ea1n l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ph\u1ee5c v\u1ee5 n\u00f3?\u00a0\u0110\u00f3 s\u1ebd l\u00e0 m\u1ed9t \u0111\u01b0\u1eddng cong h\u1ecdc t\u1eadp cho nh\u1eefng ng\u01b0\u1eddi ho\u1ea1t \u0111\u1ed9ng b\u00ecnh th\u01b0\u1eddng c\u1ee7a b\u1ea1n.<\/p>\n<h6>C\u00e1c h\u1ec7 th\u1ed1ng DGX v\u00e0 ph\u1ea7n c\u1ee9ng AI h\u1ed7 tr\u1ee3 GPU kh\u00e1c c\u1ee7a b\u1ea1n s\u1ebd d\u00e0y \u0111\u1eb7c \u0111\u1ebfn m\u1ee9c b\u1ea1n s\u1ebd kh\u00f4ng th\u1ec3 l\u00e0m m\u00e1t ch\u00fang b\u1eb1ng kh\u00f4ng kh\u00ed, theo th\u1eddi gian?<\/h6>\n<p>T\u1ea5t c\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng t\u00f4i \u0111ang t\u00ecm ki\u1ebfm trong t\u01b0\u01a1ng lai g\u1ea7n c\u00f3 th\u1ec3 l\u00e0 l\u00e0m m\u00e1t b\u1eb1ng kh\u00f4ng kh\u00ed, c\u1eeda nhi\u1ec7t ph\u00eda sau n\u01b0\u1edbc ho\u1eb7c kh\u00f4ng kh\u00ed trong gi\u00e1 \u0111\u1ee1.\u00a0Ch\u1ee7 y\u1ebfu l\u00e0 v\u00ec \u0111\u00f3 l\u00e0 n\u01a1i t\u00f4i th\u1ea5y h\u1ea7u h\u1ebft c\u00e1c kh\u00e1ch h\u00e0ng doanh nghi\u1ec7p \u0111ang \u1edf.\u00a0Kh\u00f4ng c\u00f3 g\u00ec v\u1ed1n c\u00f3 trong nh\u1eefng g\u00ec ch\u00fang ta c\u1ea7n l\u00e0m trong m\u1eadt \u0111\u1ed9 n\u00f3i r\u1eb1ng ch\u00fang ta kh\u00f4ng th\u1ec3 l\u00e0m kh\u00f4ng kh\u00ed ho\u1eb7c h\u1ed7n h\u1ee3p trong t\u01b0\u01a1ng lai g\u1ea7n, ch\u1ee7 y\u1ebfu l\u00e0 v\u00ec h\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi s\u1ebd b\u1ecb gi\u1edbi h\u1ea1n b\u1edfi bao nhi\u00eau s\u1ee9c m\u1ea1nh v\u1eadt l\u00fd m\u00e0 h\u1ecd c\u00f3 th\u1ec3 \u0111\u1eb7t v\u00e0o m\u1ed9t gi\u00e1 \u0111\u1ee1.<\/p>\n<div>\n<div>\n<p><img decoding=\"async\" title=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/08\/nvidia dgx-2 fan view_0.jpg\" alt=\"Qu\u1ea1t l\u00e0m m\u00e1t c\u1ee7a h\u1ec7 th\u1ed1ng Nvidia DGX-2 \u0111\u01b0\u1ee3c tr\u01b0ng b\u00e0y t\u1ea1i GTC 2018\" data-caption=\"Cooling fans of the Nvidia DGX-2 system on display at GTC 2018\" data-credit=\"Yevgeniy Sverdlik\" \/>Qu\u1ea1t l\u00e0m m\u00e1t c\u1ee7a h\u1ec7 th\u1ed1ng Nvidia DGX-2 \u0111\u01b0\u1ee3c tr\u01b0ng b\u00e0y t\u1ea1i GTC 2018<\/p>\n<\/div>\n<\/div>\n<p>Ngay b\u00e2y gi\u1edd, ch\u00fang t\u00f4i \u0111ang ch\u1ea1y c\u00e1c gi\u00e1 \u0111\u1ee1 30-40kW.\u00a0B\u1ea1n c\u00f3 th\u1ec3 ch\u1ea1y c\u00e1c gi\u00e1 100kW, gi\u00e1 200kW, nh\u01b0ng kh\u00f4ng ai c\u00f3 m\u1eadt \u0111\u1ed9 \u0111\u00f3 ng\u00e0y h\u00f4m nay.\u00a0Ch\u00fang t\u00f4i c\u00f3 th\u1ec3 \u0111\u1ebfn \u0111i\u1ec3m m\u00e0 b\u1ea1n c\u1ea7n l\u00e0m m\u00e1t n\u01b0\u1edbc?\u00a0C\u00f3 th\u1ec3, nh\u01b0ng \u0111\u00f3 th\u1ef1c s\u1ef1 l\u00e0 v\u1ec1 l\u1ef1a ch\u1ecdn hi\u1ec7u qu\u1ea3 nh\u1ea5t cho m\u1ed7i kh\u00e1ch h\u00e0ng.\u00a0Ch\u00fang t\u00f4i th\u1ea5y kh\u00e1ch h\u00e0ng th\u1ef1c hi\u1ec7n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p lai, n\u01a1i h\u1ecd \u0111ang thu h\u1ed3i nhi\u1ec7t th\u1ea3i v\u00e0 nh\u1eefng th\u1ee9 kh\u00e1c nh\u01b0 th\u1ebf.\u00a0Ch\u00fang t\u00f4i ti\u1ebfp t\u1ee5c xem x\u00e9t \u0111i\u1ec1u \u0111\u00f3, ti\u1ebfp t\u1ee5c l\u00e0m vi\u1ec7c v\u1edbi nh\u1eefng ng\u01b0\u1eddi \u0111ang x\u00e2y d\u1ef1ng m\u1ecdi th\u1ee9 trong nh\u1eefng kh\u00f4ng gian \u0111\u00f3 \u0111\u1ec3 xem n\u00f3 c\u00f3 h\u1ee3p l\u00fd kh\u00f4ng.<\/p>\n<p>S\u1ea3n ph\u1ea9m m\u00e1y tr\u1ea1m c\u1ee7a ch\u00fang t\u00f4i, tr\u1ea1m DGX, \u0111\u01b0\u1ee3c l\u00e0m m\u00e1t b\u1eb1ng n\u01b0\u1edbc, v\u00ec v\u1eady m\u1ed9t trong nh\u1eefng s\u1ea3n ph\u1ea9m c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 \u0111\u01b0\u1ee3c l\u00e0m m\u00e1t b\u1eb1ng n\u01b0\u1edbc kh\u00e9p k\u00edn.\u00a0Nh\u01b0ng t\u1eeb ph\u00eda m\u00e1y ch\u1ee7, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng trung t\u00e2m d\u1eef li\u1ec7u \u0111\u00f3, h\u1ea7u h\u1ebft m\u1ecdi ng\u01b0\u1eddi ch\u01b0a c\u00f3.<\/p>\n<h6>H\u1ea7u h\u1ebft c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u doanh nghi\u1ec7p kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng l\u00e0m m\u00e1t ngay c\u1ea3 gi\u00e1 \u0111\u1ee1 30kW v\u00e0 40kW.\u00a0\u0110\u00f3 c\u00f3 ph\u1ea3i l\u00e0 r\u00e0o c\u1ea3n cho doanh s\u1ed1 DGX?<\/h6>\n<p>N\u00f3 th\u1ef1c s\u1ef1 kh\u00f4ng c\u00f3.\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t \u0111i\u1ec3m tr\u00f2 chuy\u1ec7n, nh\u01b0ng \u0111\u00f3 c\u0169ng l\u00e0 l\u00fd do t\u1ea1i sao ch\u00fang t\u00f4i \u0111\u00e3 c\u00f4ng b\u1ed1 giai \u0111o\u1ea1n th\u1ee9 hai c\u1ee7a\u00a0ch\u01b0\u01a1ng tr\u00ecnh s\u1eb5n s\u00e0ng DGX\u00a0.\u00a0N\u1ebfu b\u1ea1n ch\u1ec9 n\u00f3i v\u1ec1 vi\u1ec7c \u0111\u01b0a m\u1ed9t v\u00e0i h\u1ec7 th\u1ed1ng v\u00e0o, b\u1ea5t k\u1ef3 trung t\u00e2m d\u1eef li\u1ec7u n\u00e0o c\u0169ng c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 m\u1ed9t v\u00e0i h\u1ec7 th\u1ed1ng, nh\u01b0ng khi b\u1ea1n truy c\u1eadp v\u00e0o h\u1ec7 th\u1ed1ng 50-100, th\u00ec b\u1ea1n \u0111ang xem x\u00e9t vi\u1ec7c thi\u1ebft k\u1ebf l\u1ea1i trung t\u00e2m d\u1eef li\u1ec7u ho\u1eb7c \u0111\u1ebfn nh\u00e0 cung c\u1ea5p colo \u0111\u00e3 c\u00f3 n\u00f3<\/p>\n<p>\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao ch\u00fang t\u00f4i th\u1ef1c s\u1ef1 c\u1ed1 g\u1eafng lo\u1ea1i b\u1ecf nh\u1eefng l\u1ef1c c\u1ea3n ra kh\u1ecfi h\u1ec7 th\u1ed1ng, h\u1ee3p t\u00e1c v\u1edbi c\u00e1c nh\u00e0 cung c\u1ea5p colo n\u00e0y, \u0111\u1ec3 nh\u00f3m trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a ch\u00fang t\u00f4i th\u1ef1c hi\u1ec7n tr\u00e1ch nhi\u1ec7m v\u1edbi h\u1ecd, \u0111\u1ec3 h\u1ecd c\u00f3 m\u1eadt \u0111\u1ed9, h\u1ecd \u0111\u00e3 c\u00f3 h\u1ec7 th\u1ed1ng l\u00e0m m\u00e1t n\u01b0\u1edbc \u1edf c\u1eeda sau c\u1ea7n thi\u1ebft, \u0111\u1ec3 kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 nh\u1ea5c \u0111i\u1ec7n tho\u1ea1i l\u00ean v\u00e0 n\u00f3i r\u1eb1ng, t\u00f4i c\u1ea7n ch\u1ed7 cho 50 DGX-2 v\u00e0 nh\u00e0 cung c\u1ea5p trung t\u00e2m d\u1eef li\u1ec7u \u0111\u00e3 c\u00f3 d\u1eef li\u1ec7u \u0111\u00f3, \u0111\u1eb7t n\u00f3 v\u00e0o m\u00e1y t\u00ednh c\u1ee7a h\u1ecd v\u00e0 n\u00f3i, OK, ch\u00fang t\u00f4i c\u00f3 th\u1ec3 c\u00f3 n\u00f3 cho b\u1ea1n tu\u1ea7n t\u1edbi.<\/p>\n<h6><span class=\"\">V\u00ec v\u1eady, \u0111\u00e3\u00a0<\/span><span class=\"\">c\u00f3\u00a0<\/span><span class=\"\">nh\u1eefng c\u1ea3n tr\u1edf nh\u1ea5t \u0111\u1ecbnh?<\/span><\/h6>\n<p>Khi ch\u00fang t\u00f4i tung ra c\u00e1c s\u1ea3n ph\u1ea9m n\u00e0y ba n\u0103m tr\u01b0\u1edbc, khi m\u1ecdi ng\u01b0\u1eddi mua m\u1ed9t v\u00e0i h\u1ec7 th\u1ed1ng c\u00f9ng m\u1ed9t l\u00fac, h\u1ecd \u0111\u00e3 \u0111\u1eb7t c\u00e2u h\u1ecfi v\u1ec1 vi\u1ec7c th\u1ef1c hi\u1ec7n quy m\u00f4 n\u00e0y v\u00e0 m\u1ed9t s\u1ed1 kh\u00e1ch h\u00e0ng c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 ch\u1ecdn x\u00e2y d\u1ef1ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1edbi, trong khi nh\u1eefng ng\u01b0\u1eddi kh\u00e1c t\u00ecm \u0111\u1ebfn ch\u00fang t\u00f4i \u0111\u1ec3 \u0111\u1ec1 xu\u1ea5t m\u1ed9t nh\u00e0 cung c\u1ea5p colocation g\u1ea7n ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t.\u00a0Ch\u00fang t\u00f4i \u0111\u00e3 x\u00e2y d\u1ef1ng ch\u01b0\u01a1ng tr\u00ecnh trung t\u00e2m d\u1eef li\u1ec7u DGX-Ready \u0111\u1ec3 kh\u00e1ch h\u00e0ng kh\u00f4ng ph\u1ea3i ch\u1edd \u0111\u1ee3i.<\/p>\n<p>Ngay c\u1ea3 \u0111\u1ed1i v\u1edbi nh\u1eefng kh\u00e1ch h\u00e0ng c\u00f3 c\u01a1 s\u1edf trung t\u00e2m d\u1eef li\u1ec7u tuy\u1ec7t v\u1eddi, nhi\u1ec1u l\u1ea7n ph\u00eda doanh nghi\u1ec7p s\u1ebd g\u1ecdi cho trung t\u00e2m d\u1eef li\u1ec7u v\u00e0 n\u00f3i, \u1ed3, t\u00f4i c\u1ea7n b\u1ed1n gi\u00e1 \u0111\u1ee1 30kW.\u00a0Nh\u00f3m trung t\u00e2m d\u1eef li\u1ec7u s\u1ebd n\u00f3i, th\u1eadt tuy\u1ec7t, ch\u00fang t\u00f4i c\u00f3 th\u1ec3 l\u00e0m \u0111i\u1ec1u \u0111\u00f3, nh\u01b0ng \u0111\u00f3 l\u00e0 s\u00e1u th\u00e1ng;\u00a0c\u00e1ch kh\u00e1c, ch\u00fang t\u00f4i c\u00f3 th\u1ec3 \u0111\u1ebfn m\u1ed9t trong nh\u1eefng \u0111\u1ed1i t\u00e1c colo c\u1ee7a ch\u00fang t\u00f4i v\u00e0 h\u1ecd c\u00f3 th\u1ec3 l\u1ea5y n\u00f3 v\u00e0o tu\u1ea7n t\u1edbi.<\/p>\n<h6>B\u1ea1n c\u00f3 th\u1ea5y kh\u00e1ch h\u00e0ng ch\u1ecdn colo ngay c\u1ea3 khi h\u1ecd c\u00f3 s\u1eb5n kh\u00f4ng gian trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a m\u00ecnh kh\u00f4ng?<\/h6>\n<p>V\u00ec AI n\u00f3i chung l\u00e0 m\u1ed9t kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c m\u1edbi cho h\u1ea7u h\u1ebft kh\u00e1ch h\u00e0ng, n\u00ean h\u1ecd kh\u00f4ng c\u1ed1 g\u1eafng ph\u00f9 h\u1ee3p v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng hi\u1ec7n c\u00f3.\u00a0H\u1ecd \u0111ang mua t\u1ea5t c\u1ea3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng m\u1edbi cho AI, v\u00ec v\u1eady \u0111\u1ed1i v\u1edbi h\u1ecd, \u0111i\u1ec1u \u0111\u00f3 th\u1ef1c s\u1ef1 kh\u00f4ng quan tr\u1ecdng n\u1ebfu \u0111\u00f3 l\u00e0 trong trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a h\u1ecd ho\u1eb7c trong nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 colocation g\u1ea7n v\u1edbi h\u1ecd &#8211; mi\u1ec5n l\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed v\u00e0 h\u1ecd c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh c\u00f4ng vi\u1ec7c nhanh ch\u00f3ng.\u00a0V\u00e0 \u0111\u00f3 th\u1ef1c s\u1ef1 l\u00e0 m\u1ed9t ph\u1ea7n l\u1edbn trong h\u1ea7u h\u1ebft c\u00e1c d\u1ef1 \u00e1n AI c\u1ee7a m\u1ecdi ng\u01b0\u1eddi: h\u1ecd mu\u1ed1n th\u1ec3 hi\u1ec7n th\u00e0nh c\u00f4ng r\u1ea5t nhanh.<\/p>\n<p>Ngay c\u1ea3 t\u1ea1i Nvidia, ch\u00fang t\u00f4i s\u1eed d\u1ee5ng nhi\u1ec1u nh\u00e0 cung c\u1ea5p trung t\u00e2m d\u1eef li\u1ec7u ngay g\u1ea7n v\u0103n ph\u00f2ng c\u1ee7a ch\u00fang t\u00f4i (DCK: \u1edf Santa Clara, California), v\u00ec ch\u00fang t\u00f4i c\u00f3 kh\u00f4ng gian v\u0103n ph\u00f2ng, nh\u01b0ng ch\u00fang t\u00f4i kh\u00f4ng c\u00f3 kh\u00f4ng gian trung t\u00e2m d\u1eef li\u1ec7u.\u00a0May m\u1eafn thay, \u1edf Thung l\u0169ng Silicon, c\u00f3 nh\u1eefng nh\u00e0 cung c\u1ea5p tuy\u1ec7t v\u1eddi xung quanh ch\u00fang ta.<\/p>\n<h6>Nvidia \u0111ang ti\u1ebfp th\u1ecb DGX nh\u01b0 m\u1ed9t si\u00eau m\u00e1y t\u00ednh cho AI.\u00a0Ki\u1ebfn tr\u00fac c\u1ee7a n\u00f3 c\u00f3 kh\u00e1c v\u1edbi si\u00eau m\u00e1y t\u00ednh cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c HPC truy\u1ec1n th\u1ed1ng kh\u00f4ng?<\/h6>\n<p>Kho\u1ea3ng n\u0103m n\u0103m tr\u01b0\u1edbc, m\u1ecdi ng\u01b0\u1eddi \u0111\u00e3 th\u1ea5y m\u1ed9t s\u1ef1 kh\u00e1c bi\u1ec7t r\u1ea5t kh\u00e1c bi\u1ec7t gi\u1eefa HPC v\u00e0 h\u1ec7 th\u1ed1ng AI, nh\u01b0ng n\u1ebfu b\u1ea1n nh\u00ecn v\u00e0o\u00a0danh s\u00e1ch Top500 cu\u1ed1i c\u00f9ng\u00a0, r\u1ea5t nhi\u1ec1u kh\u1ea3 n\u0103ng \u0111\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ee3p nh\u1ea5t.\u00a0Tr\u01b0\u1edbc \u0111\u00e2y, m\u1ecdi ng\u01b0\u1eddi \u0111\u1ec1u ngh\u0129 v\u1ec1 si\u00eau m\u00e1y t\u00ednh l\u00e0 64 bit, \u0111\u1ed9 ch\u00ednh x\u00e1c g\u1ea5p \u0111\u00f4i, m\u00e3 khoa h\u1ecdc cho th\u1eddi ti\u1ebft, kh\u00ed h\u1eadu v\u00e0 t\u1ea5t c\u1ea3 nh\u1eefng th\u1ee9 kh\u00e1c nhau.\u00a0V\u00e0 sau \u0111\u00f3 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI ch\u1ee7 y\u1ebfu l\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u1ed7n h\u1ee3p 32 bit ho\u1eb7c 16 bit.\u00a0V\u00e0 hai lo\u1ea1i \u1edf l\u1ea1i trong hai tr\u1ea1i kh\u00e1c nhau.<\/p>\n<p>Nh\u1eefng g\u00ec b\u1ea1n th\u1ea5y b\u00e2y gi\u1edd l\u00e0 m\u1ed9t si\u00eau m\u00e1y t\u00ednh \u0111i\u1ec3n h\u00ecnh s\u1ebd ch\u1ea1y m\u1ed9t v\u1ea5n \u0111\u1ec1 tr\u00ean r\u1ea5t nhi\u1ec1u n\u00fat v\u00e0 trong kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI, m\u1ecdi ng\u01b0\u1eddi \u0111ang l\u00e0m \u0111i\u1ec1u t\u01b0\u01a1ng t\u1ef1.\u00a0MLPerf(DCK: \u0111i\u1ec3m chu\u1ea9n hi\u1ec7u su\u1ea5t ph\u1ea7n c\u1ee9ng AI) v\u1eeba \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1, v\u1edbi s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c n\u00fat th\u1ef1c hi\u1ec7n m\u1ed9t c\u00f4ng vi\u1ec7c.\u00a0Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c gi\u1eefa AI v\u00e0 HPC th\u1ef1c s\u1ef1 r\u1ea5t gi\u1ed1ng nhau.\u00a0V\u1edbi c\u00e1c GPU m\u1edbi nh\u1ea5t c\u1ee7a ch\u00fang t\u00f4i, c\u00f9ng m\u1ed9t GPU c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c k\u00e9p HPC truy\u1ec1n th\u1ed1ng, \u0111\u1ed9 ch\u00ednh x\u00e1c AI 32 bit v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c h\u1ed7n h\u1ee3p AI t\u0103ng t\u1ed1c.<\/p>\n<p>V\u00e0 c\u00e1c trung t\u00e2m si\u00eau m\u00e1y t\u00ednh truy\u1ec1n th\u1ed1ng hi\u1ec7n \u0111ang l\u00e0m AI.\u00a0H\u1ecd c\u00f3 th\u1ec3 \u0111\u00e3 ch\u1ebf t\u1ea1o m\u1ed9t si\u00eau m\u00e1y t\u00ednh c\u1ed5 \u0111i\u1ec3n, nh\u01b0ng t\u1ea5t c\u1ea3 h\u1ecd \u0111\u1ec1u \u0111ang ch\u1ea1y c\u00e1c t\u00e1c v\u1ee5 si\u00eau m\u00e1y t\u00ednh c\u1ed5 \u0111i\u1ec3n v\u00e0 AI tr\u00ean c\u00f9ng m\u1ed9t h\u1ec7 th\u1ed1ng.<\/p>\n<p>Ki\u1ebfn tr\u00fac gi\u1ed1ng nhau cho c\u1ea3 hai.\u00a0Tr\u01b0\u1edbc \u0111\u00e2y, si\u00eau m\u00e1y t\u00ednh s\u1eed d\u1ee5ng m\u1ea1ng kh\u00e1c v\u1edbi AI truy\u1ec1n th\u1ed1ng.\u00a0B\u00e2y gi\u1edd t\u1ea5t c\u1ea3 \u0111\u00e3 h\u1ed9i t\u1ee5.\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t ph\u1ea7n l\u00fd do t\u1ea1i sao\u00a0ch\u00fang t\u00f4i mua Mellanox\u00a0.\u00a0Ngay b\u00e2y gi\u1edd, x\u01b0\u01a1ng s\u1ed1ng c\u1ee7a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng si\u00eau m\u00e1y t\u00ednh, InfiniBand, th\u1ef1c s\u1ef1 quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u1ea3 hai b\u00ean.\u00a0M\u1ecdi ng\u01b0\u1eddi ngh\u0129 v\u1ec1 n\u00f3 nh\u01b0 l\u00e0 m\u1ed9t th\u1ee9 HPC b\u00ed truy\u1ec1n. Nh\u01b0ng kh\u00f4ng, n\u00f3 l\u00e0 ch\u1ee7 \u0111\u1ea1o;\u00a0b\u00e2y gi\u1edd n\u00f3 l\u00e0 doanh nghi\u1ec7p, l\u00e0 x\u01b0\u01a1ng s\u1ed1ng cho c\u00e1c h\u1ec7 th\u1ed1ng AI c\u1ee7a h\u1ecd.<\/p>\n<div>\n<div>\n<p>Yevgeniy Sverdlik<img decoding=\"async\" title=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/08\/nvidia dgx-2 box view_0.jpg\" alt=\"Si\u00eau m\u00e1y t\u00ednh DGX-2 c\u1ee7a Nvidia \u0111\u01b0\u1ee3c tr\u01b0ng b\u00e0y t\u1ea1i GTC 2018\" data-caption=\"Nvidia's DGX-2 supercomputer on display at GTC 2018\" data-credit=\"Yevgeniy Sverdlik\" \/>Si\u00eau m\u00e1y t\u00ednh DGX-2 c\u1ee7a Nvidia \u0111\u01b0\u1ee3c tr\u01b0ng b\u00e0y t\u1ea1i GTC 2018<\/p>\n<\/div>\n<\/div>\n<h6>S\u1ef1 c\u1ea1nh tranh t\u1eeb t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n c\u1ee9ng AI thay th\u1ebf (ch\u1eb3ng h\u1ea1n nh\u01b0 TPU, GPU, silicon t\u00f9y ch\u1ec9nh kh\u00e1c \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf b\u1edfi c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y v\u00e0 kh\u1edfi nghi\u1ec7p) c\u00f3 ph\u1ea3i l\u00e0 m\u1ed1i quan t\u00e2m c\u1ee7a Nvidia kh\u00f4ng?<\/h6>\n<p>Ch\u00fang t\u00f4i lu\u00f4n theo d\u00f5i s\u1ef1 c\u1ea1nh tranh, nh\u01b0ng n\u1ebfu b\u1ea1n nh\u00ecn v\u00e0o c\u00e1c \u0111\u1ed1i th\u1ee7 c\u1ee7a m\u00ecnh, h\u1ecd s\u1ebd kh\u00f4ng so s\u00e1nh v\u1edbi nhau.\u00a0H\u1ecd \u0111i\u1ec3m chu\u1ea9n ch\u1ed1ng l\u1ea1i ch\u00fang t\u00f4i.\u00a0M\u1ed9t ph\u1ea7n l\u00fd do khi\u1ebfn ch\u00fang t\u00f4i r\u1ea5t ph\u00e1t tri\u1ec3n trong ng\u00e0nh l\u00e0 ch\u00fang t\u00f4i \u1edf kh\u1eafp m\u1ecdi n\u01a1i.\u00a0Trong c\u00f9ng m\u1ed9t \u0111\u00e1m m\u00e2y Google, b\u1ea1n \u0111\u00e3 c\u00f3 GPU Nvidia;\u00a0trong c\u00f9ng m\u1ed9t \u0111\u00e1m m\u00e2y Amazon, b\u1ea1n \u0111\u00e3 c\u00f3 GPU Nvidia.<\/p>\n<p>N\u1ebfu m\u00e1y t\u00ednh x\u00e1ch tay c\u1ee7a b\u1ea1n c\u00f3 GPU Nvidia, b\u1ea1n c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o v\u1ec1 \u0111i\u1ec1u \u0111\u00f3.\u00a0GPU c\u1ee7a ch\u00fang t\u00f4i ch\u1ec9 ch\u1ea1y m\u1ecdi th\u1ee9.\u00a0Ng\u0103n x\u1ebfp ph\u1ea7n m\u1ec1m b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u00e0o t\u1ea1o h\u1ecdc s\u00e2u tr\u00ean m\u00e1y t\u00ednh x\u00e1ch tay c\u1ee7a m\u00ecnh l\u00e0 c\u00f9ng ng\u0103n x\u1ebfp ph\u1ea7n m\u1ec1m ch\u1ea1y tr\u00ean 22 si\u00eau m\u00e1y t\u00ednh h\u00e0ng \u0111\u1ea7u c\u1ee7a ch\u00fang t\u00f4i.<\/p>\n<p>\u0110\u00f3 l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 l\u1edbn khi t\u1ea5t c\u1ea3 nh\u1eefng ng\u01b0\u1eddi kh\u1edfi nghi\u1ec7p v\u00e0 nh\u1eefng ng\u01b0\u1eddi kh\u00e1c nhau ch\u1ecdn m\u1ed9t \u0111i\u1ec3m chu\u1ea9n: S\u1ed1t Ch\u00fang t\u00f4i th\u1ef1c s\u1ef1 gi\u1ecfi v\u1ec1 ResNet 50. N\u1ebfu b\u1ea1n ch\u1ec9 l\u00e0m ResNet 50, \u0111\u00f3 l\u00e0 m\u1ed9t ph\u1ea7n nh\u1ecf trong kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI t\u1ed5ng th\u1ec3 c\u1ee7a b\u1ea1n, do \u0111\u00f3 c\u00f3 t\u00ednh linh ho\u1ea1t c\u1ee7a ph\u1ea7n m\u1ec1m v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng l\u1eadp tr\u00ecnh l\u00e0 m\u1ed9t t\u00e0i s\u1ea3n l\u1edbn \u0111\u1ed1i v\u1edbi ch\u00fang t\u00f4i.\u00a0V\u00e0 ch\u00fang t\u00f4i \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 sinh th\u00e1i trong th\u1eadp k\u1ef7 qua cho vi\u1ec7c n\u00e0y.<\/p>\n<p>\u0110\u00f3 l\u00e0 th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t t\u00f4i ngh\u0129 \u0111\u1ed1i v\u1edbi c\u00e1c c\u00f4ng ty kh\u1edfi nghi\u1ec7p trong kh\u00f4ng gian n\u00e0y: b\u1ea1n c\u00f3 th\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t con chip, nh\u01b0ng vi\u1ec7c h\u00e0ng tri\u1ec7u nh\u00e0 ph\u00e1t tri\u1ec3n s\u1eed d\u1ee5ng chip c\u1ee7a b\u1ea1n khi n\u00f3 kh\u00f4ng c\u00f3 s\u1eb5n trong m\u00e1y t\u00ednh x\u00e1ch tay c\u1ee7a b\u1ea1n v\u00e0 trong m\u1ecdi \u0111\u00e1m m\u00e2y l\u00e0 kh\u00f3 kh\u0103n.\u00a0Khi b\u1ea1n xem TPU (chip AI t\u00f9y ch\u1ec9nh c\u1ee7a Google), k\u1ebft qu\u1ea3 MLPerf m\u1edbi nh\u1ea5t c\u1ee7a ch\u00fang t\u00f4i, ch\u00fang t\u00f4i \u0111\u00e3 g\u1eedi trong m\u1ecdi danh m\u1ee5c ngo\u1ea1i tr\u1eeb m\u1ed9t danh m\u1ee5c, trong \u0111\u00f3 TPU ch\u1ec9 g\u1eedi trong m\u1ed9t s\u1ed1 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c m\u00e0 h\u1ecd cho r\u1eb1ng ch\u00fang t\u1ed1t.<\/p>\n<p>Th\u1eadt t\u1ed1t khi c\u00f3 s\u1ef1 c\u1ea1nh tranh, n\u00f3 gi\u00fap b\u1ea1n tr\u1edf n\u00ean t\u1ed1t h\u01a1n, nh\u01b0ng v\u1edbi c\u00f4ng ngh\u1ec7 ch\u00fang ta c\u00f3, h\u1ec7 sinh th\u00e1i m\u00e0 ch\u00fang ta c\u00f3, ch\u00fang ta \u0111\u00e3 c\u00f3 m\u1ed9t l\u1ee3i th\u1ebf th\u1ef1c s\u1ef1.<\/p>\n<h6>Ki\u1ebfn tr\u00fac HPC truy\u1ec1n th\u1ed1ng h\u1ed9i t\u1ee5 v\u1edbi AI c\u00f3 ngh\u0129a l\u00e0 c\u00e1c nh\u00e0 cung c\u1ea5p HPC truy\u1ec1n th\u1ed1ng hi\u1ec7n \u0111ang c\u1ea1nh tranh v\u1edbi DGX.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 l\u00e0m cho c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n kh\u00f3 kh\u0103n h\u01a1n?<\/h6>\n<p>T\u00f4i ho\u00e0n to\u00e0n kh\u00f4ng coi ch\u00fang l\u00e0 \u0111\u1ed1i th\u1ee7, b\u1edfi v\u00ec t\u1ea5t c\u1ea3 ch\u00fang \u0111\u1ec1u s\u1eed d\u1ee5ng GPU Nvidia.\u00a0N\u1ebfu ch\u00fang t\u00f4i b\u00e1n m\u1ed9t h\u1ec7 th\u1ed1ng cho kh\u00e1ch h\u00e0ng, ho\u1eb7c HPE, Dell ho\u1eb7c Cray b\u00e1n m\u1ed9t h\u1ec7 th\u1ed1ng cho kh\u00e1ch h\u00e0ng, mi\u1ec5n l\u00e0 kh\u00e1ch h\u00e0ng h\u00e0i l\u00f2ng, ch\u00fang t\u00f4i kh\u00f4ng c\u00f3 v\u1ea5n \u0111\u1ec1 g\u00ec.<\/p>\n<p>Ch\u00fang t\u00f4i t\u1ea1o ra c\u00f9ng m\u1ed9t ph\u1ea7n m\u1ec1m m\u00e0 ch\u00fang t\u00f4i x\u00e2y d\u1ef1ng \u0111\u1ec3 ch\u1ea1y tr\u00ean v\u00e0i ngh\u00ecn h\u1ec7 th\u1ed1ng DGX c\u1ee7a ri\u00eang ch\u00fang t\u00f4i c\u00f3 s\u1eb5n th\u00f4ng qua c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng NGC c\u1ee7a ch\u00fang t\u00f4i (DCK: NGC l\u00e0 trung t\u00e2m ph\u00e2n ph\u1ed1i tr\u1ef1c tuy\u1ebfn c\u1ee7a Nvidia cho ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a GPU), v\u00ec v\u1eady t\u1ea5t c\u1ea3 c\u00e1c kh\u00e1ch h\u00e0ng OEM c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ec1u c\u00f3 th\u1ec3 g\u1ee1 b\u1ecf nh\u1eefng th\u1ee9 \u0111\u00f3 c\u00e1c th\u00f9ng ch\u1ee9a, s\u1eed d\u1ee5ng c\u00f9ng m\u1ed9t ph\u1ea7n m\u1ec1m, v\u00ec ch\u00fang t\u00f4i ch\u1ec9 mu\u1ed1n m\u1ecdi ng\u01b0\u1eddi c\u00f3 tr\u1ea3i nghi\u1ec7m t\u1ed1t nh\u1ea5t v\u1ec1 GPU.<\/p>\n<p>T\u00f4i kh\u00f4ng xem b\u1ea5t k\u1ef3 ai trong s\u1ed1 h\u1ecd l\u00e0 \u0111\u1ed1i th\u1ee7 c\u1ea1nh tranh.\u00a0L\u00e0 ch\u1ee7 s\u1edf h\u1eefu d\u00f2ng s\u1ea3n ph\u1ea9m, t\u00f4i chia s\u1ebb r\u1ea5t nhi\u1ec1u v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c OEM c\u1ee7a m\u00ecnh.\u00a0Ch\u00fang t\u00f4i lu\u00f4n x\u00e2y d\u1ef1ng DGX tr\u01b0\u1edbc v\u00ec ch\u00fang t\u00f4i c\u1ea7n ch\u1ee9ng minh n\u00f3 ho\u1ea1t \u0111\u1ed9ng.\u00a0V\u00e0 sau \u0111\u00f3 ch\u00fang t\u00f4i l\u1ea5y nh\u1eefng b\u00e0i h\u1ecdc kinh nghi\u1ec7m \u0111\u00f3 v\u00e0 \u0111\u01b0a ch\u00fang cho c\u00e1c \u0111\u1ed1i t\u00e1c c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ec3 r\u00fat ng\u1eafn chu k\u1ef3 ph\u00e1t tri\u1ec3n c\u1ee7a ch\u00fang.<\/p>\n<p>T\u00f4i s\u1ebd c\u00f3 cu\u1ed9c h\u1ecdp v\u1edbi b\u1ea5t k\u1ef3 OEM n\u00e0o v\u00e0 n\u1ebfu h\u1ecd \u0111ang t\u00ecm c\u00e1ch x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng m\u1edbi, t\u00f4i s\u1ebd n\u00f3i v\u1edbi h\u1ecd OK, trong hai th\u00e1ng qua t\u00f4i \u0111\u00e3 c\u1ed1 g\u1eafng x\u00e2y d\u1ef1ng m\u1ed9t h\u1ec7 th\u1ed1ng m\u1edbi, \u0111\u00e2y l\u00e0 nh\u1eefng g\u00ec t\u00f4i ch\u1ea1y v\u00e0o v\u00e0 \u0111\u00e2y l\u00e0 c\u00e1ch b\u1ea1n c\u00f3 th\u1ec3 tr\u00e1nh nh\u1eefng v\u1ea5n \u0111\u1ec1 t\u01b0\u01a1ng t\u1ef1.<\/p>\n<h6>C\u00f3 IP Nvidia duy nh\u1ea5t n\u00e0o trong DGX kh\u00f4ng \u0111\u01b0\u1ee3c chia s\u1ebb v\u1edbi c\u00e1c OEM kh\u00f4ng?<\/h6>\n<p>IP duy nh\u1ea5t l\u00e0 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u00e1ng kinh ng\u1ea1c m\u00e0 ch\u00fang t\u00f4i x\u00e2y d\u1ef1ng b\u00ean trong Nvidia cho nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n c\u1ee7a ri\u00eang ch\u00fang t\u00f4i: t\u1ea5t c\u1ea3 c\u00e1c xe t\u1ef1 tr\u1ecb c\u1ee7a ch\u00fang t\u00f4i, t\u1ea5t c\u1ea3 c\u00e1c nghi\u00ean c\u1ee9u s\u00e2u c\u1ee7a ch\u00fang t\u00f4i, t\u1ea5t c\u1ea3 \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean m\u1ed9t v\u00e0i ngh\u00ecn h\u1ec7 th\u1ed1ng DGX, v\u00ec v\u1eady ch\u00fang t\u00f4i h\u1ecdc h\u1ecfi t\u1eeb t\u1ea5t c\u1ea3 nh\u1eefng \u0111i\u1ec1u \u0111\u00f3 v\u00e0 v\u01b0\u1ee3t qua v\u1ec1 nh\u1eefng b\u00e0i h\u1ecdc cho kh\u00e1ch h\u00e0ng c\u1ee7a ch\u00fang t\u00f4i.\u00a0C\u00f4ng ngh\u1ec7 t\u01b0\u01a1ng t\u1ef1 m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y trong m\u1ed9t h\u1ec7 th\u1ed1ng HPE, Dell ho\u1eb7c Cray.<\/p>\n<p>M\u1ed9t trong nh\u1eefng \u0111i\u1ec1u ph\u1ed5 bi\u1ebfn ch\u00fang t\u00f4i nghe \u0111\u01b0\u1ee3c t\u1eeb kh\u00e1ch h\u00e0ng l\u00e0 &#8216;N\u00e0y Nvidia, t\u00f4i mu\u1ed1n s\u1eed d\u1ee5ng th\u1ee9 b\u1ea1n s\u1eed d\u1ee5ng.&#8217;\u00a0Ch\u00e0, n\u1ebfu b\u1ea1n mu\u1ed1n s\u1eed d\u1ee5ng th\u1ee9 m\u00e0 ch\u00fang ta s\u1eed d\u1ee5ng h\u00e0ng ng\u00e0y, \u0111\u00f3 l\u00e0 h\u1ec7 th\u1ed1ng DGX.\u00a0N\u1ebfu b\u1ea1n l\u00e0 c\u1eeda h\u00e0ng HPE v\u00e0 b\u1ea1n th\u00edch s\u1eed d\u1ee5ng c\u00e1c h\u1ec7 th\u1ed1ng HPE v\u00ec c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng qu\u1ea3n l\u00fd c\u1ee7a h\u1ecd, \u0111i\u1ec1u \u0111\u00f3 th\u1eadt tuy\u1ec7t.\u00a0H\u1ecd \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t chi\u1ebfc h\u1ed9p tuy\u1ec7t v\u1eddi v\u00e0 nh\u00e0 cung c\u1ea5p m\u00e0 b\u1ea1n giao d\u1ecbch l\u00e0 HPE t\u1ea1i th\u1eddi \u0111i\u1ec3m \u0111\u00f3, kh\u00f4ng ph\u1ea3i Nvidia.<\/p>\n<p>Nh\u01b0ng t\u1eeb g\u00f3c \u0111\u1ed9 b\u00e1n h\u00e0ng v\u00e0 th\u1ecb tr\u01b0\u1eddng, ch\u00fang t\u00f4i r\u1ea5t vui mi\u1ec5n l\u00e0 m\u1ecdi ng\u01b0\u1eddi mua GPU.<\/p>\n<h6>Google g\u1ea7n \u0111\u00e2y \u0111\u00e3 c\u00f4ng b\u1ed1 m\u1ed9t thu\u1eadt to\u00e1n n\u00e9n m\u1edbi cho ph\u00e9p kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI ch\u1ea1y tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh.\u00a0C\u00f3 m\u1ed9t t\u01b0\u01a1ng lai n\u01a1i c\u1ea7n \u00edt GPU h\u01a1n trong trung t\u00e2m d\u1eef li\u1ec7u v\u00ec \u0111i\u1ec7n tho\u1ea1i c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n t\u1ea5t c\u1ea3 c\u00e1c t\u00ednh to\u00e1n AI?<\/h6>\n<p>Th\u1ebf gi\u1edbi lu\u00f4n lu\u00f4n c\u1ea7n nhi\u1ec1u m\u00e1y t\u00ednh h\u01a1n.\u00a0V\u00e2ng, \u0111i\u1ec7n tho\u1ea1i s\u1ebd tr\u1edf n\u00ean t\u1ed1t h\u01a1n, nh\u01b0ng c\u01a1n kh\u00e1t \u0111i\u1ec7n to\u00e1n c\u1ee7a th\u1ebf gi\u1edbi ng\u00e0y c\u00e0ng l\u1edbn.\u00a0N\u1ebfu ch\u00fang ta \u0111\u1eb7t nhi\u1ec1u m\u00e1y t\u00ednh v\u00e0o \u0111i\u1ec7n tho\u1ea1i, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 ngh\u0129a l\u00e0 g\u00ec?\u00a0D\u1ecbch v\u1ee5 phong ph\u00fa h\u01a1n trong trung t\u00e2m d\u1eef li\u1ec7u.<\/p>\n<p>N\u1ebfu b\u1ea1n \u0111i du l\u1ecbch nhi\u1ec1u, c\u00f3 l\u1ebd b\u1ea1n \u0111\u00e3 ch\u1ea1y v\u00e0o m\u1ed9t h\u1ec7 th\u1ed1ng tr\u1ea3 l\u1eddi b\u1eb1ng gi\u1ecdng n\u00f3i c\u1ee7a United ho\u1eb7c American Airlines: n\u00f3 s\u1ebd t\u1ed1t h\u01a1n r\u1ea5t nhi\u1ec1u trong v\u00e0i n\u0103m qua, v\u00ec AI \u0111ang c\u1ea3i thi\u1ec7n ph\u1ea3n h\u1ed3i b\u1eb1ng gi\u1ecdng n\u00f3i.\u00a0Khi n\u00f3 tr\u1edf n\u00ean t\u1ed1t h\u01a1n, b\u1ea1n ch\u1ec9 mong \u0111\u1ee3i nhi\u1ec1u d\u1ecbch v\u1ee5 h\u01a1n tr\u00ean \u0111\u00f3.\u00a0Nhi\u1ec1u d\u1ecbch v\u1ee5 h\u01a1n c\u00f3 ngh\u0129a l\u00e0 s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n theo c\u1ea5p s\u1ed1 nh\u00e2n.\u00a0\u0110\u1ecbnh lu\u1eadt Moore \u0111\u00e3 ch\u1ebft v\u00e0o th\u1eddi \u0111i\u1ec3m n\u00e0y, v\u00ec v\u1eady t\u00f4i c\u1ea7n GPU \u0111\u1ec3 ho\u00e0n th\u00e0nh nhi\u1ec7m v\u1ee5 \u0111\u00f3.\u00a0V\u00ec v\u1eady, c\u00e1c t\u00ednh n\u0103ng t\u1ed1t h\u01a1n b\u1ea1n \u0111\u1eb7t tr\u00ean \u0111i\u1ec7n tho\u1ea1i, kinh doanh t\u1ed1t h\u01a1n cho ch\u00fang t\u00f4i.\u00a0V\u00e0 t\u00f4i ngh\u0129 \u0111i\u1ec1u \u0111\u00f3 \u0111\u00fang v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c d\u1ecbch v\u1ee5 ti\u00eau d\u00f9ng.<\/p>\n<h6>B\u1ea1n \u0111\u00e3 th\u1ea5y c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng thuy\u1ebft ph\u1ee5c cho vi\u1ec7c h\u1ecdc m\u00e1y \u1edf r\u00eca m\u1ea1ng di \u0111\u1ed9ng ch\u01b0a?<\/h6>\n<p>T\u00f4i ngh\u0129 r\u1eb1ng \u0111\u00f3 l\u00e0 tr\u1ef1c tuy\u1ebfn.\u00a0Ch\u00fang t\u00f4i \u0111ang tham gia v\u1edbi r\u1ea5t nhi\u1ec1u c\u00f4ng ty vi\u1ec5n th\u00f4ng \u1edf r\u00eca v\u00e0 cho d\u00f9 b\u1ea1n ngh\u0129 g\u00ec v\u1ec1 ph\u00e1t tr\u1ef1c tuy\u1ebfn tr\u00f2 ch\u01a1i, cho d\u00f9 b\u1ea1n ngh\u0129 v\u1ec1 d\u1ecbch v\u1ee5 \u0111\u1ecbnh v\u1ecb c\u00e1 nh\u00e2n, c\u00f4ng ty vi\u1ec5n th\u00f4ng lu\u00f4n c\u1ed1 g\u1eafng \u0111\u01b0a kh\u00e1ch h\u00e0ng \u0111\u1ebfn g\u1ea7n h\u01a1n \u0111\u1ec3 h\u1ecd kh\u00f4ng c\u1ea7n s\u1ef1 h\u1ed7 tr\u1ee3 c\u00e0ng nhi\u1ec1u\u00a0T\u00f4i \u0111\u00e3 t\u1eebng l\u00e0m vi\u1ec7c cho c\u00e1c c\u00f4ng ty vi\u1ec5n th\u00f4ng c\u00e1ch \u0111\u00e2y m\u1ed9t th\u1eadp k\u1ef7 ho\u1eb7c l\u00e2u h\u01a1n, v\u00e0 kh\u00e1t khao chuy\u1ec3n \u0111\u1ed3 \u0111\u1ea1c ra r\u00eca lu\u00f4n lu\u00f4n t\u1ed3n t\u1ea1i.\u00a0B\u00e2y gi\u1edd ch\u00fang ta m\u1edbi th\u1ea5y m\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng h\u1ecdc m\u00e1y s\u1ebd ch\u1ea1y \u1edf r\u00eca.\u00a0Khi 5G ra m\u1eaft, b\u1ea1n s\u1ebd ch\u1ec9 th\u1ea5y nhi\u1ec1u h\u01a1n nh\u1eefng th\u1ee9 \u0111\u00f3.<\/p>\n<h6>Nh\u1eefng lo\u1ea1i kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c m\u00e1y h\u1ecdc \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m telcos ho\u1eb7c tri\u1ec3n khai \u1edf r\u00eca?<\/h6>\n<p>\u0110\u00f3 l\u00e0 t\u1ea5t c\u1ea3 m\u1ecdi th\u1ee9 cho c\u00e1c d\u1ecbch v\u1ee5 d\u00e0nh ri\u00eang cho ng\u01b0\u1eddi d\u00f9ng.\u00a0N\u1ebfu b\u1ea1n \u1edf trong m\u1ed9t khu v\u1ef1c, c\u00e1c \u1ee9ng d\u1ee5ng tr\u00ean \u0111i\u1ec7n tho\u1ea1i c\u1ee7a b\u1ea1n \u0111\u00e3 bi\u1ebft b\u1ea1n \u0111ang \u1edf trong khu v\u1ef1c \u0111\u00f3 v\u00e0 c\u00f3 th\u1ec3 cung c\u1ea5p cho b\u1ea1n c\u00e1c \u0111\u1ec1 xu\u1ea5t t\u1ed1t h\u01a1n ho\u1eb7c x\u1eed l\u00fd t\u1ed1t h\u01a1n.\u00a0V\u00e0 sau \u0111\u00f3, khi m\u1ecdi ng\u01b0\u1eddi b\u1eaft \u0111\u1ea7u ti\u00eau th\u1ee5 n\u1ed9i dung ng\u00e0y c\u00e0ng phong ph\u00fa, khi b\u0103ng th\u00f4ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n, vi\u1ec7c x\u1eed l\u00fd s\u1ebd chuy\u1ec3n sang c\u1ea1nh xa h\u01a1n.<\/p>\n<p>Trong khi c\u00e1c c\u00f4ng ty vi\u1ec5n th\u00f4ng l\u00e0 nh\u1eefng ng\u01b0\u1eddi \u0111\u1ea9y t\u00ednh to\u00e1n ra r\u00eca, th\u00ec h\u1ecd c\u0169ng s\u1ebd l\u00e0 nh\u1eefng ng\u01b0\u1eddi cung c\u1ea5p t\u1ea5t c\u1ea3 c\u00e1c d\u1ecbch v\u1ee5 phong ph\u00fa m\u00e0 b\u1ea1n \u0111ang \u0111\u1ec1 c\u1eadp \u0111\u1ebfn?<\/p>\n<p>\u0110\u00f4i khi h\u1ecd \u0111ang x\u00e2y d\u1ef1ng d\u1ecbch v\u1ee5, \u0111\u00f4i khi h\u1ecd mua d\u1ecbch v\u1ee5.\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t s\u1ef1 pha tr\u1ed9n v\u00e0 t\u00f4i ngh\u0129 \u0111\u00f3 l\u00e0 s\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML ng\u00e0y nay.\u00a0B\u1ea1n \u0111\u00e3 c\u00f3 h\u00e0ng t\u1ea5n c\u00f4ng ty kh\u1edfi nghi\u1ec7p x\u00e2y d\u1ef1ng c\u00e1c d\u1ecbch v\u1ee5 c\u1ee5 th\u1ec3 m\u00e0 c\u00f4ng ty vi\u1ec5n th\u00f4ng \u0111ang ti\u00eau th\u1ee5 v\u00e0o th\u1eddi \u0111i\u1ec3m n\u00e0y.\u00a0H\u1ecd \u0111ang \u0111\u01b0a ra nh\u1eefng \u00fd t\u01b0\u1edfng tuy\u1ec7t v\u1eddi v\u00e0 m\u1ea1ng l\u01b0\u1edbi ph\u00e2n ph\u1ed1i telco l\u00e0 n\u01a1i l\u00fd t\u01b0\u1edfng \u0111\u1ec3 \u0111\u01b0a c\u00e1c lo\u1ea1i d\u1ecbch v\u1ee5 \u0111\u00f3.\u00a0<span class=\"\">R\u1ea5t nhi\u1ec1u trong s\u1ed1 c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00f3 c\u1ea7n r\u1ea5t nhi\u1ec1u s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n, v\u00ec v\u1eady c\u00e1c GPU \u1edf r\u00eca t\u00f4i ngh\u0129 s\u1ebd l\u00e0 m\u1ed9t \u0111i\u1ec1u h\u1ea5p d\u1eabn trong t\u01b0\u01a1ng lai.<\/span><\/p>\n<p><em>Theo<\/em> DataCenterKnowledge (DCK)<\/p>\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=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>H&#417;n bao gi&#7901; h&#7871;t, c&acirc;u h&#7887;i c&#7909; th&#7875; nh&#7845;t m&agrave; m&#7897;t t&#7893; ch&#7913;c CNTT ph&#7843;i tr&#7843; l&#7901;i v&#7873; m&#7885;i workload c&#7911;a trung t&acirc;m d&#7919; li&#7879;u m&#7899;i &#273;&oacute; l&agrave; ch&#7841;y n&oacute; &#7903; &#273;&acirc;u?&nbsp;C&aacute;c workload m&#7899;i nh&#7845;t trong doanh nghi&#7879;p hi&#7879;n nay l&agrave; c&aacute;c bi&#7871;n th&#7875; c&#7911;a machine learning, ho&#7863;c AI, ho&#7863;c &#273;&oacute; c&oacute; th&#7875; l&agrave; m&ocirc;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":1432,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,1364,74,1314],"class_list":["post-2232","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-dgx","tag-hpc","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n n\u00e0o t\u1ed1t nh\u1ea5t cho AI? - 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\/ai-hpc\/co-so-ha-tang-dien-toan-nao-tot-nhat-cho-ai-p2232\/\" \/>\n<meta name=\"twitter:card\" 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content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"31 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/co-so-ha-tang-dien-toan-nao-tot-nhat-cho-ai-p2232\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/co-so-ha-tang-dien-toan-nao-tot-nhat-cho-ai-p2232\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n n\u00e0o t\u1ed1t nh\u1ea5t cho 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