{"id":13303,"date":"2022-08-05T08:51:09","date_gmt":"2022-08-05T01:51:09","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=13303"},"modified":"2022-08-05T08:56:59","modified_gmt":"2022-08-05T01:56:59","slug":"hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao-p13303\/","title":{"rendered":"HPC: 10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u1ea1ng trong l\u0129nh v\u1ef1c \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c h\u1ec7 th\u1ed1ng m\u1ea1ng ng\u00e0y nay h\u1ed7 tr\u1ee3 cho c\u00e1c t\u1ea3i c\u00f4ng vi\u1ec7c c\u01b0\u1eddng \u0111\u1ed9 l\u1edbn trong m\u00f4i tr\u01b0\u1eddng CNTT doanh nghi\u1ec7p ph\u1ee9c t\u1ea1p. V\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao (HPC) v\u00e0 AI \/ h\u1ecdc s\u00e2u, c\u00e1c doanh nghi\u1ec7p \u0111ang ch\u1ecbu \u00e1p l\u1ef1c ph\u1ea3i \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ng\u00e0y c\u00e0ng cao v\u1ec1 chu k\u1ef3 x\u1eed l\u00fd nhanh h\u01a1n, t\u1ed1c \u0111\u1ed9 truy\u1ec1n d\u1eef li\u1ec7u cao h\u01a1n v\u00e0 k\u1ebft n\u1ed1i m\u1ea1ng hi\u1ec7u su\u1ea5t cao.<\/p>\n<p>Ngo\u00e0i ra, c\u00e1c c\u1ea5p \u0111\u1ed9 b\u1ea3o m\u1eadt nghi\u00eam ng\u1eb7t y\u00eau c\u1ea7u m\u1ee9c \u0111\u1ed9 m\u00e3 h\u00f3a cao h\u01a1n. V\u00e0, khi ng\u01b0\u1eddi d\u00f9ng d\u1ef1a v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y \u0111\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c nhi\u1ec1u vi\u1ec7c h\u01a1n, h\u1ecd mong \u0111\u1ee3i ch\u00fang ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c v\u00e0 hi\u1ec7u qu\u1ea3. V\u1edbi s\u1ef1 ph\u1ee9c t\u1ea1p ng\u00e0y c\u00e0ng gia t\u0103ng, nhu c\u1ea7u v\u1ec1 b\u0103ng th\u00f4ng v\u00e0 th\u00f4ng l\u01b0\u1ee3ng c\u0169ng t\u0103ng l\u00ean, \u0111\u00f2i h\u1ecfi m\u1ed9t h\u1ea1 t\u1ea7ng m\u1ea1ng c\u00f3 th\u1ec3 theo k\u1ecbp v\u1edbi t\u1ea3i c\u00f4ng vi\u1ec7c ng\u00e0y nay. \u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao t\u1eadp trung v\u00e0o vi\u1ec7c c\u1ea3i thi\u1ec7n m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a ki\u1ebfn \u200b\u200btr\u00fac v\u00e0 t\u00ednh hi\u1ec7u qu\u1ea3 h\u1ec7 th\u1ed1ng.<\/p>\n<h3>\u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao l\u00e0 g\u00ec?<\/h3>\n<p>\u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao (HPC) l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u00f4 t\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p t\u00ednh ph\u1ee9c t\u1ea1p v\u1edbi t\u1ed1c \u0111\u1ed9 \u0111\u1eb7c bi\u1ec7t cao. <a class=\"iblink\" href=\"\/server\/hpc-system-pf31\/\">H\u1ec7 th\u1ed1ng HPC<\/a> th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 nghi\u00ean c\u1ee9u khoa h\u1ecdc, m\u00f4 ph\u1ecfng k\u1ef9 thu\u1eadt v\u00e0 m\u00f4 h\u00ecnh h\u00f3a, c\u0169ng nh\u01b0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.<\/p>\n<p>Thu\u1eadt ng\u1eef hi\u1ec7u su\u1ea5t cao \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u1ea3 t\u1ed1c \u0111\u1ed9 v\u00e0 t\u00ednh hi\u1ec7u qu\u1ea3. <a class=\"iblink\" href=\"\/server\/hpc-system-pf31\/\">H\u1ec7 th\u1ed1ng HPC<\/a> \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c t\u00e1c v\u1ee5 y\u00eau c\u1ea7u m\u1ed9t l\u01b0\u1ee3ng l\u1edbn s\u1ee9c m\u1ea1nh x\u1eed l\u00fd \u0111\u1ec3 ch\u00fang c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 n\u00e0y nhanh h\u01a1n so v\u1edbi c\u00e1c lo\u1ea1i m\u00e1y t\u00ednh kh\u00e1c. Ch\u00fang c\u0169ng ti\u00eau th\u1ee5 \u00edt n\u0103ng l\u01b0\u1ee3ng h\u01a1n (x\u00e9t tr\u00ean c\u00f9ng \u0111\u01a1n v\u1ecb x\u1eed l\u00fd) so v\u1edbi m\u00e1y t\u00ednh truy\u1ec1n th\u1ed1ng, gi\u00fap ch\u00fang ph\u00f9 h\u1ee3p \u0111\u1ec3 s\u1eed d\u1ee5ng \u1edf nh\u1eefng v\u1ecb tr\u00ed xa x\u00f4i ho\u1eb7c m\u00f4i tr\u01b0\u1eddng b\u1ecb h\u1ea1n ch\u1ebf v\u1ec1 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn \u0111i\u1ec7n n\u0103ng.<\/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>HPC trong k\u1ebft n\u1ed1i m\u1ea1ng l\u00e0 g\u00ec?<\/h3>\n<p>\u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao (HPC) trong k\u1ebft n\u1ed1i m\u1ea1ng (networking) d\u00f9ng \u0111\u1ec3 ch\u1ec9 v\u1ec1 m\u1ed9t h\u1ea1 t\u1ea7ng m\u1ea1ng c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 b\u0103ng th\u00f4ng cao, \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 nhi\u1ec1u k\u1ebft n\u1ed1i \u0111\u1ed3ng th\u1eddi. \u00dd t\u01b0\u1edfng \u0111\u1eb1ng sau HPC l\u00e0 cung c\u1ea5p hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng t\u1ed1t h\u01a1n cho c\u00e1c \u1ee9ng d\u1ee5ng nh\u01b0 ph\u00e1t tr\u1ef1c tuy\u1ebfn video, tr\u00f2 ch\u01a1i tr\u1ef1c tuy\u1ebfn v\u00e0 m\u1ea1ng ph\u00e2n ph\u1ed1i n\u1ed9i dung. C\u00f3 m\u1ed9t s\u1ed1 c\u00e1ch \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c HPC trong networking, bao g\u1ed3m c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh v\u00e0 c\u00f4ng ngh\u1ec7 \u1ea3o h\u00f3a.<\/p>\n<h3>10 Xu h\u01b0\u1edbng k\u1ebft n\u1ed1i m\u1ea1ng trong \u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao<\/h3>\n<p>B\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i t\u00ecm \u0111\u00e2u xa \u0111\u1ec3 th\u1ea5y th\u00e0nh ph\u1ea7n m\u1ea1ng quan tr\u1ecdng nh\u01b0 m\u1ed9t th\u00e0nh ph\u1ea7n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng. V\u1edbi c\u00e1c \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng v\u00e0 \u0111\u00e1m m\u00e2y ri\u00eang, h\u1ec7 th\u1ed1ng m\u1ea1ng do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh (SDN), \u1ea3o h\u00f3a ch\u1ee9c n\u0103ng m\u1ea1ng (NFV) v\u00e0 m\u1ecdi th\u1ee9 do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh \u0111ang gia t\u0103ng, r\u00f5 r\u00e0ng r\u1eb1ng network l\u00e0 r\u1ea5t quan tr\u1ecdng trong c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac \u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao (HPC).<\/p>\n<h4>1) Gi\u1ea3m t\u1ea3i (Offloading)<\/h4>\n<p>Xu h\u01b0\u1edbng n\u00e0y l\u00e0 v\u1ec1 vi\u1ec7c di chuy\u1ec3n t\u1ea3i c\u00f4ng vi\u1ec7c x\u1eed l\u00fd t\u1eeb m\u00e1y ch\u1ee7 sang thi\u1ebft b\u1ecb kh\u00e1c b\u1eb1ng ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho c\u00e1c lo\u1ea1i x\u1eed l\u00fd c\u1ee5 th\u1ec3, ch\u1eb3ng h\u1ea1n nh\u01b0 Graphics Processing Unit (GPU) ho\u1eb7c Field-Programmable Gate Array (FPGA). B\u1eb1ng c\u00e1ch gi\u1ea3m t\u1ea3i c\u00e1c workload c\u1ee5 th\u1ec3 cho c\u00e1c lo\u1ea1i ph\u1ea7n c\u1ee9ng n\u00e0y, b\u1ea1n c\u00f3 th\u1ec3 t\u0103ng t\u1ed1c c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a m\u00ecnh trong khi gi\u1ea3m t\u1ed5ng chi ph\u00ed s\u1edf h\u1eefu (TCO) v\u00ec b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i mua nhi\u1ec1u m\u00e1y ch\u1ee7.<\/p>\n<h4>2) \u1ea2o h\u00f3a (Virtualization)<\/h4>\n<p>Khi c\u00e1c doanh nghi\u1ec7p ng\u00e0y c\u00e0ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng CNTT c\u1ee7a h\u1ecd, h\u1ecd c\u1ea7n m\u1ed9t c\u00e1ch \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh s\u1eb5n s\u00e0ng ngay c\u1ea3 khi h\u1ec7 th\u1ed1ng v\u1eadt l\u00fd b\u1ecb l\u1ed7i. M\u1ed9t c\u00e1ch \u0111\u1ec3 l\u00e0m nh\u01b0 v\u1eady l\u00e0 th\u00f4ng qua \u1ea3o h\u00f3a , cho ph\u00e9p nhi\u1ec1u h\u1ec7 \u0111i\u1ec1u h\u00e0nh \u2014 v\u00e0 nhi\u1ec1u \u1ee9ng d\u1ee5ng \u2014 ch\u1ea1y \u0111\u1ed3ng th\u1eddi tr\u00ean m\u1ed9t m\u00e1y ch\u1ee7 v\u1eadt l\u00fd. M\u1eb7c d\u00f9 \u1ea3o h\u00f3a kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 m\u1edbi, nh\u01b0ng n\u00f3 \u0111\u00e3 tr\u01b0\u1edfng th\u00e0nh theo th\u1eddi gian v\u00e0 hi\u1ec7n mang l\u1ea1i s\u1ef1 linh ho\u1ea1t h\u01a1n bao gi\u1edd h\u1ebft.<\/p>\n<h4>3) C\u00e1c b\u1ed9 t\u0103ng t\u1ed1c (Accelerator)<\/h4>\n<p>B\u1ed9 t\u0103ng t\u1ed1c l\u00e0 m\u1ed9t thi\u1ebft b\u1ecb ph\u1ea7n c\u1ee9ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng t\u1ed1c m\u1ed9t \u1ee9ng d\u1ee5ng ho\u1eb7c qu\u00e1 tr\u00ecnh v\u01b0\u1ee3t qu\u00e1 kh\u1ea3 n\u0103ng c\u00f3 th\u1ec3 ch\u1ec9 s\u1eed d\u1ee5ng CPU. V\u00ed d\u1ee5 bao g\u1ed3m GPU, FPGA, DSP (x\u1eed l\u00fd t\u00edn hi\u1ec7u k\u1ef9 thu\u1eadt s\u1ed1) v\u00e0 ASIC (m\u1ea1ch t\u00edch h\u1ee3p d\u00e0nh ri\u00eang cho \u1ee9ng d\u1ee5ng). C\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y ho\u1ea1t \u0111\u1ed9ng kh\u00e1c nhau nh\u01b0ng ho\u00e0n th\u00e0nh c\u00e1c m\u1ee5c ti\u00eau t\u01b0\u01a1ng t\u1ef1: Ch\u00fang cho ph\u00e9p c\u00e1c c\u00f4ng ty ho\u00e0n th\u00e0nh nhi\u1ec1u vi\u1ec7c h\u01a1n trong th\u1eddi gian ng\u1eafn h\u01a1n, s\u1eed d\u1ee5ng \u00edt n\u0103ng l\u01b0\u1ee3ng h\u01a1n v\u00e0 \u00edt t\u00e0i nguy\u00ean h\u1ec7 th\u1ed1ng h\u01a1n.<\/p>\n<h4>4) Truy c\u1eadp l\u01b0u tr\u1eef d\u1eef li\u1ec7u<\/h4>\n<p>C\u00e1c trung t\u00e2m d\u1eef li\u1ec7u ng\u00e0y nay ch\u1ee7 y\u1ebfu d\u1ef1a v\u00e0o b\u1ed9 nh\u1edb flash \u0111\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u su\u1ea5t v\u00e0 t\u0103ng hi\u1ec7u qu\u1ea3. B\u1ed9 nh\u1edb flash cung c\u1ea5p t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc \/ ghi nhanh h\u01a1n so v\u1edbi \u1ed5 \u0111\u0129a c\u1ee9ng truy\u1ec1n th\u1ed1ng (HDD), r\u1ea5t ph\u00f9 h\u1ee3p cho c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u truy xu\u1ea5t d\u1eef li\u1ec7u nhanh, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u01a1 s\u1edf d\u1eef li\u1ec7u v\u00e0 c\u00e1c c\u1ee5m \u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao.<\/p>\n<p>Tuy nhi\u00ean, b\u1ed9 nh\u1edb flash kh\u00f4ng t\u1ed3n t\u1ea1i m\u00e3i m\u00e3i; c\u00e1c &#8216;cell&#8217; l\u01b0u tr\u1eef c\u1ee7a n\u00f3 b\u1ecb b\u00e0o m\u00f2n sau khi \u0111\u01b0\u1ee3c ghi h\u00e0ng ngh\u00ecn l\u1ea7n. C\u00f3 ngh\u0129a l\u00e0 cu\u1ed1i c\u00f9ng, ch\u00fang ph\u1ea3i \u0111\u01b0\u1ee3c thay th\u1ebf. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e3 b\u1eaft \u0111\u1ea7u ph\u00e1t tri\u1ec3n nhi\u1ec1u lo\u1ea1i ph\u01b0\u01a1ng ti\u1ec7n l\u01b0u tr\u1eef m\u1edbi, bao g\u1ed3m b\u1ed9 nh\u1edb thay \u0111\u1ed5i pha (PCM), RAM t\u1eeb t\u00ednh (MRAM) v\u00e0 RAM \u0111i\u1ec7n tr\u1edf (ReRAM).<\/p>\n<h4>5) M\u1ea1ng do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh (Software-Defined Networks)<\/h4>\n<p>SDN l\u00e0 m\u1ed9t thu\u1eadt ng\u1eef r\u1ed9ng bao g\u1ed3m m\u1ed9t s\u1ed1 c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean CNTT. Nh\u01b0ng tr\u1ecdng t\u00e2m c\u1ee7a h\u1ea7u h\u1ebft c\u00e1c chi\u1ebfn l\u01b0\u1ee3c SDN l\u00e0 t\u00e1ch c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 kh\u1ecfi ph\u1ea7n c\u1ee9ng b\u00ean d\u01b0\u1edbi v\u00e0 sau \u0111\u00f3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1ch c\u00e1c t\u00e0i nguy\u00ean \u0111\u00f3 \u0111\u01b0\u1ee3c cung c\u1ea5p, thi\u1ebft l\u1eadp c\u1ea5u h\u00ecnh v\u00e0 qu\u1ea3n l\u00fd. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y cho ph\u00e9p qu\u1ea3n tr\u1ecb vi\u00ean CNTT d\u1ec5 d\u00e0ng th\u00eam v\u00e0 x\u00f3a t\u00e0i nguy\u00ean kh\u1ecfi m\u1ea1ng c\u1ee7a h\u1ecd v\u00e0 cho ph\u00e9p h\u1ecd d\u1ec5 d\u00e0ng t\u00f9y ch\u1ec9nh m\u1ea1ng h\u01a1n \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c y\u00eau c\u1ea7u kinh doanh \u0111ang thay \u0111\u1ed5i.<\/p>\n<h4>6) T\u1ef1 \u0111\u1ed9ng h\u00f3a (Automation)<\/h4>\n<p>V\u1edbi t\u1ef1 \u0111\u1ed9ng h\u00f3a, c\u00e1c chuy\u00ean gia CNTT c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ph\u1ea7n m\u1ec1m \u0111\u1ec3 qu\u1ea3n l\u00fd t\u00e0i nguy\u00ean m\u1ea1ng l\u1edbn m\u00e0 kh\u00f4ng c\u1ea7n s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi. Xu h\u01b0\u1edbng n\u00e0y s\u1ebd gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c gi\u1ea3m chi ph\u00ed b\u1eb1ng c\u00e1ch gi\u1ea3m chi ph\u00ed lao \u0111\u1ed9ng v\u00e0 t\u0103ng \u0111\u1ed9 tin c\u1eady c\u1ee7a m\u1ea1ng b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf l\u1ed7i c\u1ee7a con ng\u01b0\u1eddi kh\u1ecfi c\u00e1c t\u00e1c v\u1ee5 ph\u1ed5 bi\u1ebfn nh\u01b0 c\u1ea5u h\u00ecnh b\u1ed9 chuy\u1ec3n m\u1ea1ch ho\u1eb7c b\u1ed9 \u0111\u1ecbnh tuy\u1ebfn m\u1edbi. Ngo\u00e0i ra, t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 gi\u00fap c\u00e1c b\u1ed9 ph\u1eadn CNTT m\u1edf r\u1ed9ng m\u1ea1ng l\u01b0\u1edbi c\u1ee7a h\u1ecd nhanh ch\u00f3ng h\u01a1n khi nhu c\u1ea7u kinh doanh thay \u0111\u1ed5i, cho ph\u00e9p h\u1ecd cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n v\u1edbi \u00edt t\u00e0i nguy\u00ean h\u01a1n.<\/p>\n<p>T\u01b0\u01a1ng lai c\u1ee7a m\u1ea1ng s\u1ebd \u0111\u01b0\u1ee3c th\u00fac \u0111\u1ea9y b\u1edfi t\u1ef1 \u0111\u1ed9ng h\u00f3a, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u00e1c b\u1ed9 ph\u1eadn CNTT m\u1edf r\u1ed9ng m\u1ea1ng l\u01b0\u1edbi c\u1ee7a h\u1ecd nhanh ch\u00f3ng h\u01a1n khi nhu c\u1ea7u kinh doanh thay \u0111\u1ed5i, cho ph\u00e9p h\u1ecd cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n v\u1edbi \u00edt t\u00e0i nguy\u00ean h\u01a1n. T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u0169ng \u0111\u00f3ng m\u1ed9t vai tr\u00f2 quan tr\u1ecdng trong c\u00e1c xu h\u01b0\u1edbng kh\u00e1c, ch\u1eb3ng h\u1ea1n nh\u01b0 \u1ea3o h\u00f3a v\u00e0 SDN. T\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00f3 th\u1ec3 gi\u00fap c\u00e1c b\u1ed9 ph\u1eadn CNTT m\u1edf r\u1ed9ng quy m\u00f4 m\u1ea1ng c\u1ee7a h\u1ecd nhanh ch\u00f3ng h\u01a1n khi nhu c\u1ea7u kinh doanh thay \u0111\u1ed5i, cho ph\u00e9p h\u1ecd cung c\u1ea5p d\u1ecbch v\u1ee5 t\u1ed1t h\u01a1n v\u1edbi \u00edt t\u00e0i nguy\u00ean h\u01a1n.<\/p>\n<h4>7) Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u00e0 h\u1ecdc m\u00e1y (ML)<\/h4>\n<p><a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) v\u00e0 h\u1ecdc m\u00e1y (ML) trong HPC ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng. C\u1ea3 hai \u0111\u1ec1u li\u00ean quan \u0111\u1ebfn kh\u00e1i ni\u1ec7m ra quy\u1ebft \u0111\u1ecbnh m\u1ed9t c\u00e1ch t\u1ef1 \u0111\u1ed9ng, m\u1eb7c d\u00f9 ch\u00fang kh\u00e1c nhau v\u1ec1 c\u00e1ch th\u1ef1c hi\u1ec7n. AI l\u00e0 m\u1ed9t ph\u1ea1m tr\u00f9 r\u1ed9ng h\u01a1n bao g\u1ed3m c\u00e1c k\u1ef9 thu\u1eadt kh\u00e1c nhau \u0111\u1ec3 l\u1eadp tr\u00ecnh m\u00e1y t\u00ednh ho\u1ea1t \u0111\u1ed9ng m\u1ed9t c\u00e1ch th\u00f4ng minh. M\u1eb7t kh\u00e1c, ML l\u00e0 m\u1ed9t t\u1eadp h\u1ee3p con c\u1ee7a AI t\u1eadp trung v\u00e0o vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng h\u1ecdc h\u1ecfi kinh nghi\u1ec7m v\u00e0 th\u00edch \u1ee9ng v\u1edbi c\u00e1c t\u00ecnh hu\u1ed1ng m\u1edbi.<\/p>\n<h4>8) Ti\u00eau chu\u1ea9n m\u1ea1ng c\u00f4ng nghi\u1ec7p<\/h4>\n<p>V\u00ec HPC l\u00e0 ng\u00e0nh s\u1eed d\u1ee5ng nhi\u1ec1u d\u1eef li\u1ec7u v\u1edbi y\u00eau c\u1ea7u b\u0103ng th\u00f4ng kh\u00f4ng nh\u01b0 th\u00f4ng th\u01b0\u1eddng v\u00e0 \u0111\u1ed9 tr\u1ec5 ph\u1ea3i c\u1ef1c th\u1ea5p, n\u00ean HPC d\u1ef1a tr\u00ean c\u00e1c giao di\u1ec7n truy\u1ec1n d\u1eabn d\u1eef li\u1ec7u ti\u00eau chu\u1ea9n c\u1ee7a ng\u00e0nh nh\u01b0 InfiniBand (IB) v\u00e0 Ethernet. \u0110i\u1ec1u n\u00e0y s\u1ebd cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u s\u1eed d\u1ee5ng t\u00ednh to\u00e1n hi\u1ec7u su\u1ea5t cao \u0111\u1ec3 tr\u1ed9n v\u00e0 k\u1ebft h\u1ee3p c\u00e1c th\u00e0nh ph\u1ea7n ph\u1ea7n c\u1ee9ng \u0111\u00e1p \u1ee9ng t\u1ed1t nh\u1ea5t nhu c\u1ea7u c\u1ee7a h\u1ecd. Ngo\u00e0i ra, nhi\u1ec1u h\u1ec7 th\u1ed1ng c\u00f3 nhi\u1ec1u lo\u1ea1i c\u1ed5ng tr\u00ean ch\u00fang \u0111\u1ec3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng t\u00f9y ch\u1ec9nh h\u1ec7 th\u1ed1ng c\u1ee7a h\u1ecd theo nhu c\u1ea7u c\u1ee7a d\u1ef1 \u00e1n.<\/p>\n<h4>9) \u0110i\u1ec7n to\u00e1n bi\u00ean (Edge Computing)<\/h4>\n<p>\u0110i\u1ec7n to\u00e1n bi\u00ean \u0111\u1ec1 c\u1eadp \u0111\u1ebfn vi\u1ec7c \u0111\u1eb7t c\u00e1c t\u00e0i nguy\u00ean x\u1eed l\u00fd d\u1eef li\u1ec7u c\u00e0ng g\u1ea7n ngu\u1ed3n d\u1eef li\u1ec7u c\u00e0ng t\u1ed1t. Chi\u1ebfn l\u01b0\u1ee3c n\u00e0y c\u00f3 th\u1ec3 gi\u00fap t\u0103ng t\u1ed1c \u1ee9ng d\u1ee5ng v\u00e0 gi\u1ea3m t\u1eafc ngh\u1ebdn m\u1ea1ng b\u1eb1ng c\u00e1ch gi\u1ea3m th\u1eddi gian d\u1eef li\u1ec7u di chuy\u1ec3n qua l\u1ea1i gi\u1eefa c\u00e1c m\u00e1y ch\u1ee7 t\u1eeb xa v\u00e0 ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i.<\/p>\n<p>\u0110i\u1ec7n to\u00e1n bi\u00ean c\u0169ng c\u1ea3i thi\u1ec7n b\u1ea3o m\u1eadt b\u1eb1ng c\u00e1ch l\u01b0u gi\u1eef th\u00f4ng tin nh\u1ea1y c\u1ea3m tr\u00ean m\u1ea1ng c\u00f4ng ty thay v\u00ec g\u1eedi th\u00f4ng tin qua c\u00e1c k\u1ebft n\u1ed1i c\u00f4ng c\u1ed9ng.<\/p>\n<h4>10) \u0110\u00e1m m\u00e2y<\/h4>\n<p>C\u00e1c t\u1ea3i c\u00f4ng vi\u1ec7c c\u1ee7a HPC ng\u00e0y c\u00e0ng c\u00f3 xu h\u01b0\u1edbng chuy\u1ec3n l\u00ean ch\u1ea1y tr\u00ean c\u00e1c \u0111\u00e1m m\u00e2y. <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> l\u00e0 m\u1ed9t l\u1ef1a ch\u1ecdn ph\u1ed5 bi\u1ebfn cho t\u1ea3i c\u00f4ng vi\u1ec7c c\u1ee7a HPC, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n t\u0103ng ho\u1eb7c gi\u1ea3m quy m\u00f4 khi nhu c\u1ea7u kinh doanh thay \u0111\u1ed5i. C\u00e1c nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y th\u01b0\u1eddng cung c\u1ea5p c\u1ea5u tr\u00fac \u0111\u1ecbnh gi\u00e1 tr\u1ea3 ti\u1ec1n theo nhu c\u1ea7u, gi\u00fap d\u1ec5 d\u00e0ng t\u0103ng ho\u1eb7c gi\u1ea3m quy m\u00f4 khi c\u1ea7n thi\u1ebft. Ngo\u00e0i ra, c\u00e1c nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y cung c\u1ea5p m\u1ed9t lo\u1ea1t c\u00e1c c\u00f4ng c\u1ee5, t\u1ea1o ra s\u1ee9c m\u1ea1nh t\u1ed5ng h\u1ee3p ti\u1ec1m n\u0103ng h\u01a1n v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p HPC.<\/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=22591\">NVIDIA NVLink Fusion: T\u01b0\u01a1ng lai c\u1ee7a Trung t\u00e2m D\u1eef li\u1ec7u AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22540\">NVIDIA ConnectX-8 SuperNIC &#8211; N\u1ec1n t\u1ea3ng switch si\u00eau t\u1ed1c cho c\u00e1c m\u00e1y ch\u1ee7 MGX c\u00f3 8x GPU PCIe<\/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=22443\">H\u01b0\u1edbng d\u1eabn c\u1ea5u h\u00ecnh chi ti\u1ebft t\u1eebng l\u1ec7nh cho thi\u1ebft b\u1ecb switch Spectrum c\u1ee7a NVIDIA<\/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<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>C&aacute;c h&#7879; th&#7889;ng m&#7841;ng ng&agrave;y nay h&#7895; tr&#7907; cho c&aacute;c t&#7843;i c&ocirc;ng vi&#7879;c c&#432;&#7901;ng &#273;&#7897; l&#7899;n trong m&ocirc;i tr&#432;&#7901;ng CNTT doanh nghi&#7879;p ph&#7913;c t&#7841;p. V&#7899;i c&aacute;c &#7913;ng d&#7909;ng &#273;i&#7879;n to&aacute;n hi&#7879;u su&#7845;t cao (HPC) v&agrave; AI \/ h&#7885;c s&acirc;u, c&aacute;c doanh nghi&#7879;p &#273;ang ch&#7883;u &aacute;p l&#7921;c ph&#7843;i &#273;&aacute;p &#7913;ng nhu c&#7847;u ng&agrave;y c&agrave;ng cao v&#7873;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":13304,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[1363,74],"class_list":["post-13303","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-high-performance-networking","tag-hpc"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>HPC: 10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u1ea1ng trong l\u0129nh v\u1ef1c \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao - 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\/hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao-p13303\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"HPC: 10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u1ea1ng trong l\u0129nh v\u1ef1c \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c h&#7879; th&#7889;ng m&#7841;ng ng&agrave;y nay h&#7895; tr&#7907; cho c&aacute;c t&#7843;i c&ocirc;ng vi&#7879;c c&#432;&#7901;ng &#273;&#7897; l&#7899;n trong m&ocirc;i tr&#432;&#7901;ng CNTT doanh nghi&#7879;p ph&#7913;c t&#7841;p. V&#7899;i c&aacute;c &#7913;ng d&#7909;ng &#273;i&#7879;n to&aacute;n hi&#7879;u su&#7845;t cao (HPC) v&agrave; AI \/ h&#7885;c s&acirc;u, c&aacute;c doanh nghi&#7879;p &#273;ang ch&#7883;u &aacute;p l&#7921;c ph&#7843;i &#273;&aacute;p &#7913;ng nhu c&#7847;u ng&agrave;y c&agrave;ng cao v&#7873;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/08\/TheGioiMayChu-Blog-HPC-AI.jpg\" \/>\n<meta name=\"twitter:label1\" 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=\"14 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\\\/hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao-p13303\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao-p13303\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"HPC: 10 xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u1ea1ng trong l\u0129nh v\u1ef1c \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao\",\"datePublished\":\"2022-08-05T01:51:09+00:00\",\"dateModified\":\"2022-08-05T01:56:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao-p13303\\\/\"},\"wordCount\":2784,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hpc-10-xu-huong-cong-nghe-mang-trong-linh-vuc-dien-toan-hieu-suat-cao-p13303\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/TheGioiMayChu-Blog-HPC-AI.jpg\",\"keywords\":[\"high performance networking\",\"hpc\"],\"articleSection\":[\"AI - 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