{"id":8962,"date":"2021-04-15T04:43:37","date_gmt":"2021-04-15T04:43:37","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=8962"},"modified":"2021-04-16T07:04:21","modified_gmt":"2021-04-16T07:04:21","slug":"sieu-may-tinh-tren-dam-may-cloud-native-supercomputing","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/sieu-may-tinh-tren-dam-may-cloud-native-supercomputing-p8962\/","title":{"rendered":"Si\u00eau m\u00e1y t\u00ednh tr\u00ean \u0110\u00e1m m\u00e2y &#8211; Cloud-native Supercomputing"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><em>\u0110\u1ea1i h\u1ecdc Cambridge V\u01b0\u01a1ng qu\u1ed1c Anh c\u00f9ng v\u1edbi h\u1ec7 th\u1ed1ng NVIDIA DGX SuperPOD h\u01b0\u1edbng \u0111\u1ebfn th\u1ebf h\u1ec7 ti\u1ebfp theo c\u1ee7a \u0111\u00e1m m\u00e2y HPC hi\u1ec7u qu\u1ea3, an to\u00e0n.<\/em><\/p>\n<p>Cloud-native Supercomputing (Si\u00eau m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho \u0111\u00e1m m\u00e2y t\u1eeb g\u1ed1c) l\u00e0 \u0111i\u1ec1u quan tr\u1ecdng ti\u1ebfp theo trong l\u0129nh v\u1ef1c si\u00eau m\u00e1y t\u00ednh v\u00e0 n\u00f3 \u0111\u00e3 xu\u1ea5t hi\u1ec7n \u1edf \u0111\u00e2y ng\u00e0y h\u00f4m nay, s\u1eb5n s\u00e0ng gi\u1ea3i quy\u1ebft c\u00e1c workload HPC v\u00e0 AI kh\u00f3 kh\u0103n nh\u1ea5t.<\/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>\u0110\u1ea1i h\u1ecdc Cambridge \u0111ang\u00a0x\u00e2y d\u1ef1ng m\u1ed9t si\u00eau m\u00e1y t\u00ednh thi\u1ebft k\u1ebf cho \u0111\u00e1m m\u00e2y \u1edf V\u01b0\u01a1ng qu\u1ed1c Anh.\u00a0Hai nh\u00f3m nh\u00e0 nghi\u00ean c\u1ee9u \u1edf M\u1ef9 \u0111ang ph\u00e1t tri\u1ec3n ri\u00eang bi\u1ec7t c\u00e1c y\u1ebfu t\u1ed1 ph\u1ea7n m\u1ec1m quan tr\u1ecdng cho Cloud-native Supercomputing n\u00e0y.<\/p>\n<p>Ph\u00f2ng th\u00ed nghi\u1ec7m Qu\u1ed1c gia Los Alamos, l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a s\u1ef1 h\u1ee3p t\u00e1c li\u00ean t\u1ee5c v\u1edbi UCF Consortium, \u0111ang gi\u00fap cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng \u0111\u1ea9y nhanh c\u00e1c thu\u1eadt to\u00e1n d\u1eef li\u1ec7u.\u00a0\u0110\u1ea1i h\u1ecdc Bang Ohio \u0111ang c\u1eadp nh\u1eadt ph\u1ea7n m\u1ec1m Message Passing Interface \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng c\u00e1c m\u00f4 ph\u1ecfng khoa h\u1ecdc.<\/p>\n<p>NVIDIA \u0111ang cung c\u1ea5p Cloud-native Supercomputing cho ng\u01b0\u1eddi d\u00f9ng tr\u00ean to\u00e0n th\u1ebf gi\u1edbi d\u01b0\u1edbi d\u1ea1ng DGX SuperPOD m\u1edbi nh\u1ea5t c\u1ee7a m\u00ecnh.\u00a0N\u00f3 \u0111\u00f3ng g\u00f3i c\u00e1c th\u00e0nh ph\u1ea7n ch\u00ednh nh\u01b0 b\u1ed9\u00a0x\u1eed l\u00fd d\u1eef li\u1ec7u\u00a0NVIDIA BlueField-2\u00a0(DPU) hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c s\u1ea3n xu\u1ea5t.<\/p>\n<h2><b>V\u1eady, Cloud-native Supercomputing l\u00e0 g\u00ec?<\/b><\/h2>\n<p>Gi\u1ed1ng nh\u01b0 m\u00f3n \u0103n c\u1ee7a Reese b\u1ecdc b\u01a1 \u0111\u1eadu ph\u1ed9ng trong s\u00f4 c\u00f4 la, Cloud-native Supercomputing k\u1ebft h\u1ee3p nh\u1eefng g\u00ec t\u1ed1t nh\u1ea5t c\u1ee7a hai th\u1ebf gi\u1edbi.<\/p>\n<p>Cloud-native Supercomputing k\u1ebft h\u1ee3p s\u1ee9c m\u1ea1nh c\u1ee7a \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao v\u1edbi t\u00ednh b\u1ea3o m\u1eadt v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng c\u1ee7a c\u00e1c d\u1ecbch v\u1ee5 <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a>.<\/p>\n<p>N\u00f3i c\u00e1ch kh\u00e1c, Cloud-native Supercomputing cung c\u1ea5p m\u1ed9t \u0111\u00e1m m\u00e2y HPC v\u1edbi m\u1ed9t h\u1ec7 th\u1ed1ng m\u1ea1nh m\u1ebd nh\u01b0 si\u00eau m\u00e1y t\u00ednh TOP500 m\u00e0 nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 chia s\u1ebb m\u1ed9t c\u00e1ch an to\u00e0n m\u00e0 kh\u00f4ng l\u00e0m gi\u1ea3m hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecd.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/04\/tgmc-blog-6077c10eb58da.jpg\" alt=\"bi\u1ec3u \u0111\u1ed3 Cloud-native Supercomputing\" \/><a class=\"iblink\" href=\"\/blog\/tag\/bluefield\/\">BlueField<\/a> DPU h\u1ed7 tr\u1ee3 gi\u1ea3m t\u1ea3i c\u00e1c t\u00e1c v\u1ee5 b\u1ea3o m\u1eadt, truy\u1ec1n th\u00f4ng v\u00e0 qu\u1ea3n l\u00fd \u0111\u1ec3 t\u1ea1o ra m\u1ed9t Cloud-native Supercomputing hi\u1ec7u qu\u1ea3.<\/p>\n<h2><b>Cloud-native Supercomputing c\u00f3 th\u1ec3 l\u00e0m g\u00ec?<\/b><\/h2>\n<p>Cloud-native Supercomputing c\u00f3 hai t\u00ednh n\u0103ng ch\u00ednh.<\/p>\n<p>\u0110\u1ea7u ti\u00ean, h\u1ecd cho ph\u00e9p nhi\u1ec1u ng\u01b0\u1eddi d\u00f9ng chia s\u1ebb m\u1ed9t si\u00eau m\u00e1y t\u00ednh trong khi \u0111\u1ea3m b\u1ea3o c\u00e1c workload c\u1ee7a m\u1ed7i ng\u01b0\u1eddi d\u00f9ng v\u1eabn an to\u00e0n v\u00e0 ri\u00eang t\u01b0.\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t kh\u1ea3 n\u0103ng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 &#8220;c\u00e1ch ly nhi\u1ec1u ng\u01b0\u1eddi thu\u00ea&#8221; (multi-tenant isolation) c\u00f3 s\u1eb5n trong c\u00e1c d\u1ecbch v\u1ee5 <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> th\u01b0\u01a1ng m\u1ea1i hi\u1ec7n nay.\u00a0Nh\u01b0ng n\u00f3 th\u01b0\u1eddng kh\u00f4ng \u0111\u01b0\u1ee3c t\u00ecm th\u1ea5y trong c\u00e1c <a class=\"iblink\" href=\"\/server\/hpc-system-pf31\/\">h\u1ec7 th\u1ed1ng HPC<\/a> \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c workload k\u1ef9 thu\u1eadt v\u00e0 khoa h\u1ecdc, n\u01a1i hi\u1ec7u su\u1ea5t th\u00f4 l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u v\u00e0 c\u00e1c d\u1ecbch v\u1ee5 b\u1ea3o m\u1eadt khi ho\u1ea1t \u0111\u1ed9ng b\u1ecb ch\u1eadm l\u1ea1i.<\/p>\n<p>Th\u1ee9 hai, Cloud-native Supercomputing s\u1eed d\u1ee5ng c\u00e1c DPU \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 nh\u01b0 l\u01b0u tr\u1eef, b\u1ea3o m\u1eadt \u0111\u1ec3 c\u00e1ch ly \u0111\u1ed1i t\u01b0\u1ee3ng thu\u00ea v\u00e0 qu\u1ea3n l\u00fd h\u1ec7 th\u1ed1ng.\u00a0\u0110i\u1ec1u n\u00e0y gi\u00fap CPU gi\u1ea3m t\u1ea3i \u0111\u1ec3 t\u1eadp trung v\u00e0o c\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd, t\u1ed1i \u0111a h\u00f3a hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3 c\u1ee7a h\u1ec7 th\u1ed1ng.<\/p>\n<p>K\u1ebft qu\u1ea3 l\u00e0 m\u1ed9t si\u00eau m\u00e1y t\u00ednh cho ph\u00e9p c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y nguy\u00ean b\u1ea3n m\u00e0 kh\u00f4ng b\u1ecb gi\u1ea3m hi\u1ec7u su\u1ea5t.\u00a0Trong t\u01b0\u01a1ng lai, c\u00e1c DPU c\u00f3 th\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 gi\u1ea3m t\u1ea3i b\u1ed5 sung, do \u0111\u00f3 c\u00e1c h\u1ec7 th\u1ed1ng duy tr\u00ec hi\u1ec7u su\u1ea5t cao nh\u1ea5t khi ch\u1ea1y c\u00e1c workload cho HPC v\u00e0 AI.<\/p>\n<h2><b>Cloud-native Supercomputing ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/b><\/h2>\n<p>V\u1ec1 c\u01a1 b\u1ea3n, c\u00e1c si\u00eau m\u00e1y t\u00ednh ng\u00e0y nay k\u1ebft h\u1ee3p hai lo\u1ea1i b\u1ed9 n\u00e3o &#8211; CPU v\u00e0 b\u1ed9 t\u0103ng t\u1ed1c, \u0111i\u1ec3n h\u00ecnh l\u00e0 GPU.<\/p>\n<p>B\u1ed9 t\u0103ng t\u1ed1c \u0111\u00f3ng g\u00f3i h\u00e0ng ngh\u00ecn l\u00f5i x\u1eed l\u00fd \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c ho\u1ea1t \u0111\u1ed9ng song song \u1edf trung t\u00e2m c\u1ee7a nhi\u1ec1u workload AI v\u00e0 HPC.\u00a0CPU \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng cho c\u00e1c ph\u1ea7n c\u1ee7a thu\u1eadt to\u00e1n y\u00eau c\u1ea7u x\u1eed l\u00fd n\u1ed1i ti\u1ebfp nhanh.\u00a0Nh\u01b0ng theo th\u1eddi gian, ch\u00fang \u0111\u00e3 tr\u1edf th\u00e0nh g\u00e1nh n\u1eb7ng v\u1edbi c\u00e1c l\u1edbp t\u00e1c v\u1ee5 d\u1eabn truy\u1ec1n ng\u00e0y c\u00e0ng t\u0103ng, c\u1ea7n thi\u1ebft \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00e1c h\u1ec7 th\u1ed1ng ng\u00e0y c\u00e0ng l\u1edbn v\u00e0 ph\u1ee9c t\u1ea1p.<\/p>\n<p>Cloud-native Supercomputing bao g\u1ed3m b\u1ed9 n\u00e3o th\u1ee9 ba \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng nhanh h\u01a1n, hi\u1ec7u qu\u1ea3 h\u01a1n.\u00a0Ch\u00fang \u0111\u01b0\u1ee3c th\u00eam c\u00e1c DPU gi\u00fap gi\u1ea3m t\u1ea3i v\u1ec1 b\u1ea3o m\u1eadt, truy\u1ec1n th\u00f4ng, l\u01b0u tr\u1eef v\u00e0 c\u00e1c c\u00f4ng vi\u1ec7c kh\u00e1c m\u00e0 h\u1ec7 th\u1ed1ng hi\u1ec7n \u0111\u1ea1i c\u1ea7n qu\u1ea3n l\u00fd.<\/p>\n<h2><b>L\u00e0n \u0111\u01b0\u1eddng di chuy\u1ec3n cho si\u00eau m\u00e1y t\u00ednh<\/b><\/h2>\n<p>Trong c\u00e1c si\u00eau m\u00e1y t\u00ednh truy\u1ec1n th\u1ed1ng, m\u1ed9t c\u00f4ng vi\u1ec7c t\u00ednh to\u00e1n \u0111\u00f4i khi ph\u1ea3i \u0111\u1ee3i trong khi CPU x\u1eed l\u00fd m\u1ed9t t\u00e1c v\u1ee5 truy\u1ec1n d\u1eabn.\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 quen thu\u1ed9c m\u00e0 ch\u00fang t\u1ea1o ra c\u00e1i g\u1ecdi l\u00e0 &#8220;s\u1ef1 \u1ed3n \u00e0o c\u1ee7a h\u1ec7 th\u1ed1ng&#8221;.<\/p>\n<p>Trong Cloud-native Supercomputing, x\u1eed l\u00fd v\u00e0 truy\u1ec1n d\u1eabn di\u1ec5n ra song song.\u00a0N\u00f3 gi\u1ed1ng nh\u01b0 vi\u1ec7c m\u1edf m\u1ed9t l\u00e0n \u0111\u01b0\u1eddng th\u1ee9 ba tr\u00ean \u0111\u01b0\u1eddng cao t\u1ed1c \u0111\u1ec3 gi\u00fap m\u1ecdi ph\u01b0\u01a1ng ti\u1ec7n l\u01b0u th\u00f4ng thu\u1eadn l\u1ee3i h\u01a1n.<\/p>\n<p>C\u00e1c th\u1eed nghi\u1ec7m ban \u0111\u1ea7u cho th\u1ea5y c\u00e1c Cloud-native Supercomputing c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c HPC nhanh h\u01a1n 1,4 l\u1ea7n so v\u1edbi c\u00e1c m\u00e1y t\u00ednh truy\u1ec1n th\u1ed1ng, theo c\u00f4ng vi\u1ec7c t\u1ea1i\u00a0ph\u00f2ng th\u00ed nghi\u1ec7m MVAPICH\u00a0t\u1ea1i Bang Ohio, m\u1ed9t chuy\u00ean gia v\u1ec1 truy\u1ec1n d\u1eabn c\u1ee7a HPC.\u00a0Ph\u00f2ng th\u00ed nghi\u1ec7m c\u0169ng cho th\u1ea5y c\u00e1c Cloud-native Supercomputing \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 ch\u1ed3ng ch\u00e9o 100% c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng x\u1eed l\u00fd v\u00e0 truy\u1ec1n d\u1eabn, cao h\u01a1n 99% so v\u1edbi c\u00e1c <a class=\"iblink\" href=\"\/server\/hpc-system-pf31\/\">h\u1ec7 th\u1ed1ng HPC<\/a> hi\u1ec7n c\u00f3.<\/p>\n<h2><b>Chuy\u00ean gia n\u00f3i g\u00ec v\u1ec1 Cloud-native Supercomputing?<\/b><\/h2>\n<p>\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao tr\u00ean kh\u1eafp th\u1ebf gi\u1edbi, Cloud-native Supercomputing \u0111ang d\u1ea7n xu\u1ea5t hi\u1ec7n.<\/p>\n<p>Paul Calleja, gi\u00e1m \u0111\u1ed1c \u0111i\u1ec7n to\u00e1n t\u1ea1i \u0110\u1ea1i h\u1ecdc Cambridge, cho bi\u1ebft: \u201cCh\u00fang t\u00f4i \u0111ang x\u00e2y d\u1ef1ng Cloud-native Supercomputing cho h\u1ecdc thu\u1eadt \u0111\u1ea7u ti\u00ean \u1edf ch\u00e2u \u00c2u \u0111\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t nh\u01b0 bare-metal v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a InfiniBand tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y,\u201d Paul Calleja, gi\u00e1m \u0111\u1ed1c \u0111i\u1ec7n to\u00e1n t\u1ea1i \u0110\u1ea1i h\u1ecdc Cambridge.<\/p>\n<p>\u00d4ng n\u00f3i th\u00eam: \u201cH\u1ec7 th\u1ed1ng n\u00e0y, s\u1ebd \u0111\u01b0\u1ee3c x\u1ebfp h\u1ea1ng trong top 100 trong danh s\u00e1ch TOP500 th\u00e1ng 11 n\u0103m 2020, s\u1ebd cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u1ee7a ch\u00fang t\u00f4i t\u1ed1i \u01b0u h\u00f3a c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ecd b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong ki\u1ebfn \u200b\u200btr\u00fac si\u00eau m\u00e1y t\u00ednh.<\/p>\n<p>C\u00e1c chuy\u00ean gia c\u1ee7a HPC \u0111ang m\u1edf \u0111\u01b0\u1eddng cho nh\u1eefng ti\u1ebfn b\u1ed9 h\u01a1n n\u1eefa trong Cloud-native Supercomputing.<\/p>\n<p>Steve Poole, ph\u00e1t bi\u1ec3u trong vai tr\u00f2 gi\u00e1m \u0111\u1ed1c c\u1ee7a\u00a0Khung giao ti\u1ebfp h\u1ee3p nh\u1ea5t\u00a0, v\u1edbi c\u00e1c th\u00e0nh vi\u00ean: \u201cT\u1eadp \u0111o\u00e0n UCF g\u1ed3m c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o c\u00f4ng nghi\u1ec7p v\u00e0 h\u1ecdc thu\u1eadt \u0111ang t\u1ea1o ra c\u00e1c khu\u00f4n kh\u1ed5 giao ti\u1ebfp c\u1ea5p s\u1ea3n xu\u1ea5t v\u00e0 c\u00e1c ti\u00eau chu\u1ea9n m\u1edf c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u1ea1o ra t\u01b0\u01a1ng lai cho Cloud-native Supercomputing.\u00a0bao g\u1ed3m \u0111\u1ea1i di\u1ec7n c\u1ee7a Arm, IBM, NVIDIA, c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m qu\u1ed1c gia Hoa K\u1ef3 v\u00e0 c\u00e1c tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc Hoa K\u1ef3.<\/p>\n<p>\u201cC\u00e1c th\u1eed nghi\u1ec7m c\u1ee7a ch\u00fang t\u00f4i cho th\u1ea5y Cloud-native Supercomputing c\u00f3 hi\u1ec7u qu\u1ea3 v\u1ec1 m\u1eb7t ki\u1ebfn \u200b\u200btr\u00fac \u0111\u1ec3 n\u00e2ng si\u00eau m\u00e1y t\u00ednh l\u00ean c\u1ea5p \u0111\u1ed9 hi\u1ec7u su\u1ea5t HPC ti\u1ebfp theo \u0111\u1ed3ng th\u1eddi k\u00edch ho\u1ea1t c\u00e1c t\u00ednh n\u0103ng b\u1ea3o m\u1eadt m\u1edbi\u201d, Dhabaleswar K. (DK) Panda, gi\u00e1o s\u01b0 khoa h\u1ecdc m\u00e1y t\u00ednh v\u00e0 k\u1ef9 thu\u1eadt t\u1ea1i Bang Ohio v\u00e0 d\u1eabn \u0111\u1ea7u. c\u1ee7a Ph\u00f2ng th\u00ed nghi\u1ec7m M\u00e1y t\u00ednh D\u1ef1a tr\u00ean M\u1ea1ng c\u1ee7a n\u00f3.<\/p>\n<h2><strong>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Cloud-native Supercomputing<\/strong><\/h2>\n<p>\u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, h\u00e3y xem\u00a0<a href=\"https:\/\/nvdam.widen.net\/s\/plhzlwmtrg\/tech-overview-infiniband-cloud-native-supercomputing-web\">t\u1ed5ng quan k\u1ef9 thu\u1eadt v\u1ec1\u00a0Cloud-native Supercomputing<\/a>.\u00a0B\u1ea1n c\u0169ng c\u00f3 th\u1ec3 t\u00ecm th\u00eam th\u00f4ng tin tr\u1ef1c tuy\u1ebfn v\u1ec1\u00a0h\u1ec7 th\u1ed1ng m\u1edbi t\u1ea1i \u0110\u1ea1i h\u1ecdc Cambridge\u00a0v\u00e0\u00a0Cloud-native Supercomputing m\u1edbi c\u1ee7a NVIDIA\u00a0.<\/p>\n<p>V\u00e0 \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c b\u1ee9c tranh to\u00e0n c\u1ea3nh v\u1ec1 nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t trong HPC, AI v\u00e0 h\u01a1n th\u1ebf n\u1eefa, h\u00e3y <a href=\"https:\/\/thegioimaychu.vn\/blog\/tag\/gtc21\/\">xem\u00a0to\u00e0n b\u1ed9 c\u00e1c th\u00f4ng tin t\u1eeb GTC21 t\u1ea1i \u0111\u00e2y<\/a>.<\/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>&#272;&#7841;i h&#7885;c Cambridge V&#432;&#417;ng qu&#7889;c Anh c&ugrave;ng v&#7899;i h&#7879; th&#7889;ng NVIDIA DGX SuperPOD h&#432;&#7899;ng &#273;&#7871;n th&#7871; h&#7879; ti&#7871;p theo c&#7911;a &#273;&aacute;m m&acirc;y HPC hi&#7879;u qu&#7843;, an to&agrave;n. Cloud-native Supercomputing (Si&ecirc;u m&aacute;y t&iacute;nh &#273;&#432;&#7907;c thi&#7871;t k&#7871; cho &#273;&aacute;m m&acirc;y t&#7915; g&#7889;c) l&agrave; &#273;i&#7873;u quan tr&#7885;ng ti&#7871;p theo trong l&#297;nh v&#7921;c si&ecirc;u m&aacute;y t&iacute;nh v&agrave; n&oacute; &#273;&atilde;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":8965,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162,44,1],"tags":[1332,541,74,1314,569],"class_list":["post-8962","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","category-product","category-tong-hop","tag-cloud-computing","tag-gtc21","tag-hpc","tag-nvidia","tag-supercomputing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Si\u00eau m\u00e1y t\u00ednh tr\u00ean \u0110\u00e1m m\u00e2y - Cloud-native Supercomputing - 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\/sieu-may-tinh-tren-dam-may-cloud-native-supercomputing-p8962\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Si\u00eau m\u00e1y t\u00ednh tr\u00ean \u0110\u00e1m m\u00e2y - Cloud-native Supercomputing - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"&#272;&#7841;i h&#7885;c Cambridge V&#432;&#417;ng qu&#7889;c Anh c&ugrave;ng v&#7899;i h&#7879; th&#7889;ng NVIDIA DGX SuperPOD h&#432;&#7899;ng &#273;&#7871;n th&#7871; h&#7879; ti&#7871;p theo c&#7911;a &#273;&aacute;m m&acirc;y HPC hi&#7879;u qu&#7843;, an to&agrave;n. Cloud-native Supercomputing (Si&ecirc;u m&aacute;y t&iacute;nh &#273;&#432;&#7907;c thi&#7871;t k&#7871; cho &#273;&aacute;m m&acirc;y t&#7915; g&#7889;c) l&agrave; &#273;i&#7873;u quan tr&#7885;ng ti&#7871;p theo trong l&#297;nh v&#7921;c si&ecirc;u m&aacute;y t&iacute;nh v&agrave; n&oacute; &#273;&atilde;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/04\/TheGioiMayChu-Blog-Cloud-Native-Supercomputing.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=\"10 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\\\/sieu-may-tinh-tren-dam-may-cloud-native-supercomputing-p8962\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/sieu-may-tinh-tren-dam-may-cloud-native-supercomputing-p8962\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Si\u00eau m\u00e1y t\u00ednh tr\u00ean \u0110\u00e1m m\u00e2y &#8211; 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Cloud-native Supercomputing (Si&ecirc;u m&aacute;y t&iacute;nh &#273;&#432;&#7907;c thi&#7871;t k&#7871; cho &#273;&aacute;m m&acirc;y t&#7915; g&#7889;c) l&agrave; &#273;i&#7873;u quan tr&#7885;ng ti&#7871;p theo trong l&#297;nh v&#7921;c si&ecirc;u m&aacute;y t&iacute;nh v&agrave; n&oacute; &#273;&atilde;...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/04\/TheGioiMayChu-Blog-Cloud-Native-Supercomputing.jpg","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"10 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/sieu-may-tinh-tren-dam-may-cloud-native-supercomputing-p8962\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/sieu-may-tinh-tren-dam-may-cloud-native-supercomputing-p8962\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"Si\u00eau m\u00e1y t\u00ednh tr\u00ean \u0110\u00e1m m\u00e2y &#8211; 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