{"id":9888,"date":"2021-07-13T01:50:16","date_gmt":"2021-07-13T01:50:16","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=9888"},"modified":"2021-07-13T02:00:57","modified_gmt":"2021-07-13T02:00:57","slug":"dinh-hinh-lai-tuong-lai-cua-viec-hoc-voi-ha-tang-ai-hang-dau","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/dinh-hinh-lai-tuong-lai-cua-viec-hoc-voi-ha-tang-ai-hang-dau-p9888\/","title":{"rendered":"\u0110\u1ecbnh h\u00ecnh l\u1ea1i t\u01b0\u01a1ng lai c\u1ee7a vi\u1ec7c h\u1ecdc v\u1edbi h\u1ea1 t\u1ea7ng AI h\u00e0ng \u0111\u1ea7u"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><h3>Case Study: Th\u00e0nh qu\u1ea3 tri\u1ec3n khai h\u1ea1 t\u1ea7ng AI NVIDIA DGX t\u1ea1i Tr\u01b0\u1eddng K\u1ef9 thu\u1eadt Milwaukee<\/h3>\n<p>Tr\u01b0\u1eddng K\u1ef9 thu\u1eadt Milwaukee \u0111\u00e3 tri\u1ec3n khai H\u1ec7 th\u1ed1ng NVIDIA DGX v\u00e0 M\u00e1y ch\u1ee7 d\u1ef1a tr\u00ean GPU NVIDIA \u0111\u1ec3 cung c\u1ea5p M\u00e1y t\u00ednh AI cho m\u1ecdi sinh vi\u00ean.<\/p>\n<p>\u0110\u01b0\u1ee3c th\u00e0nh l\u1eadp v\u00e0o n\u0103m 1904, Tr\u01b0\u1eddng K\u1ef9 thu\u1eadt Milwaukee (MSOE) l\u00e0 m\u1ed9t trong nh\u1eefng tr\u01b0\u1eddng h\u00e0ng \u0111\u1ea7u v\u1ec1 k\u1ef9 thu\u1eadt trong c\u1ea3 n\u01b0\u1edbc, x\u1ebfp th\u1ee9 9 trong s\u1ed1 c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh k\u1ef9 thu\u1eadt b\u1eadc \u0111\u1ea1i h\u1ecdc t\u1ed1t nh\u1ea5t v\u00e0 th\u1ee9 4 trong s\u1ed1 c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh k\u1ef9 thu\u1eadt m\u00e1y t\u00ednh t\u1ed1t nh\u1ea5t t\u1ea1i Hoa K\u1ef3. Tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc nh\u1ecf v\u1edbi 2.800 sinh vi\u00ean n\u00e0y lu\u00f4n c\u1ed1ng hi\u1ebfn \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00e0nh t\u00edch cao nh\u01b0 m\u1ee5c ti\u00eau \u0111\u1ec1 ra, \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn l\u00e0 n\u01a1i c\u00f3 t\u1ef7 l\u1ec7 sinh vi\u00ean tr\u00ean gi\u1ea3ng vi\u00ean th\u1ea5p, \u1ee9ng d\u1ee5ng trong th\u1ebf gi\u1edbi th\u1ef1c th\u00f4ng qua c\u00e1c kh\u00f3a h\u1ecdc th\u1ef1c h\u00e0nh v\u00e0 t\u00edch h\u1ee3p s\u00e2u trong ng\u00e0nh.<\/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>Th\u1eed th\u00e1ch<\/h3>\n<p>MSOE \u0111\u00e3 th\u00e0nh l\u1eadp ch\u01b0\u01a1ng tr\u00ecnh c\u1ea5p b\u1eb1ng cho ng\u00e0nh Khoa h\u1ecdc M\u00e1y t\u00ednh v\u00e0o n\u0103m 2018, bao g\u1ed3m c\u00e1c kh\u00f3a h\u1ecdc chuy\u00ean ng\u00e0nh v\u1ec1 AI, ch\u1eb3ng h\u1ea1n nh\u01b0 khoa h\u1ecdc t\u00ednh to\u00e1n, khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0\u00a0h\u1ecdc s\u00e2u.\u00a0K\u1ec3 t\u1eeb th\u1eddi \u0111i\u1ec3m \u0111\u00f3, tr\u01b0\u1eddng \u0111\u00e3 nh\u1eadn \u0111\u01b0\u1ee3c m\u1ed9t l\u01b0\u1ee3ng l\u1edbn sinh vi\u00ean theo \u0111u\u1ed5i c\u00e1c chuy\u00ean ng\u00e0nh li\u00ean quan \u0111\u1ebfn m\u00e1y t\u00ednh.\u00a0Cung c\u1ea5p c\u00e1c d\u1ef1 \u00e1n AI th\u1ef1c t\u1ebf \u0111\u1ec3 sinh vi\u00ean l\u00e0m vi\u1ec7c \u0111\u00f2i h\u1ecfi m\u1ed9t l\u01b0\u1ee3ng l\u1edbn t\u00e0i nguy\u00ean t\u00ednh to\u00e1n c\u00f9ng v\u1edbi m\u1ed9t ng\u0103n x\u1ebfp ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 ch\u1ea1y tr\u00ean c\u00e1c c\u1ee5m GPU.<\/p>\n<p>\u1ede th\u1eddi \u0111i\u1ec3m ban \u0111\u1ea7u, tr\u01b0\u1eddng cho sinh vi\u00ean s\u1eed d\u1ee5ng m\u00e1y t\u00ednh x\u00e1ch tay c\u1ee7a ri\u00eang h\u1ecd, nh\u01b0ng \u0111i\u1ec1u n\u00e0y \u0111\u00e3 d\u1eabn \u0111\u1ebfn m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1, v\u00ec h\u1ea7u h\u1ebft c\u00e1c m\u00e1y t\u00ednh x\u00e1ch tay \u0111\u1ec1u c\u00f3 n\u0103ng l\u1ef1c t\u0103ng t\u1ed1c GPU h\u1ea1n ch\u1ebf. H\u01a1n n\u1eefa, r\u1ea5t kh\u00f3 kh\u0103n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t ch\u1ea1y c\u00e1c g\u00f3i ph\u1ea7n m\u1ec1m nh\u1ea5t qu\u00e1n tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c laptop c\u1ee7a sinh vi\u00ean. L\u1ea5y v\u00ed d\u1ee5, c\u00e1c th\u01b0 vi\u1ec7n AI ho\u1eb7c <a class=\"iblink\" href=\"\/server\/hpc-system-pf31\/\">m\u00e1y t\u00ednh hi\u1ec7u n\u0103ng cao<\/a> (HPC) kh\u00f4ng nh\u1ea5t qu\u00e1n c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn ph\u1ea7n m\u1ec1m tr\u00ean ch\u1ec9 ho\u1ea1t \u0111\u1ed9ng tr\u00ean m\u1ed9t s\u1ed1 m\u00e1y n\u00e0y, nh\u01b0ng l\u1ea1i\u00a0kh\u00f4ng ch\u1ea1y tr\u00ean c\u00e1c m\u00e1y kh\u00e1c.<\/p>\n<p>MSOE ban \u0111\u1ea7u s\u1eed d\u1ee5ng c\u00e1c cloud instance (c\u00e1c m\u00e1y \u1ea3o ch\u1ea1y tr\u00ean \u0111\u00e1m m\u00e2y), nh\u01b0ng g\u1eb7p ph\u1ea3i nh\u1eefng h\u1ea1n ch\u1ebf.\u00a0AsDerek Riley, gi\u00e1o s\u01b0 MSOE v\u00e0 gi\u00e1m \u0111\u1ed1c ch\u01b0\u01a1ng tr\u00ecnh khoa h\u1ecdc m\u00e1y t\u00ednh, gi\u1ea3i th\u00edch, &#8220;C\u00f3 m\u1ed9t \u0111\u01b0\u1eddng cong h\u1ecdc t\u1eadp r\u1ea5t d\u1ed1c \u0111\u1ec3 c\u00f3 th\u1ec3 thi\u1ebft l\u1eadp v\u00e0 ch\u1ea1y c\u00e1c tr\u00ecnh t\u1ef1 v\u1edbi \u0111\u00fang v\u1edbi th\u01b0 vi\u1ec7n.&#8221;\u00a0Gi\u00e1o s\u01b0 Rileyalso \u0111\u1ec1 c\u1eadp \u0111\u1ebfn vi\u1ec7c \u0111\u00e1m m\u00e2y kh\u00f4ng th\u1ec3 cung c\u1ea5p c\u00f4ng ngh\u1ec7 m\u1edbi nh\u1ea5t v\u00e0 tuy\u1ec7t v\u1eddi nh\u1ea5t, v\u00e0 c\u00e1c sinh vi\u00ean \u0111ang tr\u1ea3i qua hi\u1ec7u su\u1ea5t b\u1ecb h\u1ea1n ch\u1ebf.<\/p>\n<p>M\u1ed9t trong nh\u1eefng m\u1ed1i quan t\u00e2m l\u1edbn nh\u1ea5t c\u1ee7a Gi\u00e1o s\u01b0 Riley l\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/cloud-computing\/\">\u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y<\/a> h\u1ea1n ch\u1ebf vi\u1ec7c h\u1ecdc c\u1ee7a sinh vi\u00ean nh\u01b0 th\u1ebf n\u00e0o.\u00a0\u201cV\u1edbi \u0111\u00e1m m\u00e2y, b\u1ea1n c\u00f3 m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng t\u00e0i nguy\u00ean nh\u1ea5t \u0111\u1ecbnh v\u00e0 khi b\u1ea1n d\u00f9ng h\u1ebft, b\u1ea1n ph\u1ea3i tr\u1ea3 th\u00eam ti\u1ec1n,\u201d \u00f4ng n\u00f3i.\u00a0\u201cCh\u00fang t\u00f4i th\u1ef1c s\u1ef1 kh\u00f4ng mu\u1ed1n sinh vi\u00ean c\u1ee7a m\u00ecnh c\u1ea3m th\u1ea5y nh\u01b0 h\u1ecd s\u1ebd ph\u1ea3i chi nhi\u1ec1u ti\u1ec1n h\u01a1n n\u1ebfu h\u1ecd \u0111ang g\u1eb7p kh\u00f3 kh\u0103n v\u1edbi b\u00e0i t\u1eadp ho\u1eb7c n\u1ebfu h\u1ecd mu\u1ed1n kh\u00e1m ph\u00e1 \u0111i\u1ec1u g\u00ec \u0111\u00f3 xa h\u01a1n.\u201d<\/p>\n<p>Ngo\u00e0i c\u00e1c \u1ee9ng d\u1ee5ng mang t\u00ednh t\u01b0\u01a1ng t\u00e1c, h\u1ecd c\u00f2n ph\u1ea3i h\u1ed7 tr\u1ee3 h\u00e0ng lo\u1ea1t c\u00e1c \u1ee9ng d\u1ee5ng t\u1eeb gi\u1ea3ng vi\u00ean v\u00e0 sinh vi\u00ean, nh\u1eefng ng\u01b0\u1eddi \u0111\u00f4i khi c\u1ea7n ch\u1ea1y kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c l\u1edbn h\u01a1n v\u1edbi b\u1ed9 d\u1eef li\u1ec7u nhi\u1ec1u h\u01a1n tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng \u0111a GPU. \u0110i\u1ec1u n\u00e0y b\u1eaft ngu\u1ed3n t\u1eeb c\u00e1c d\u1ef1 \u00e1n nghi\u00ean c\u1ee9u \u1edf b\u1eadc \u0111\u1ea1i h\u1ecdc, c\u00e1c d\u1ef1 \u00e1n ph\u1ee5, s\u1ef1 h\u1ee3p t\u00e1c c\u1ee7a gi\u1ea3ng vi\u00ean v\u00e0 c\u00e1c chuy\u00ean vi\u00ean t\u01b0 v\u1ea5n trong ng\u00e0nh.<\/p>\n<p>Gi\u00e1o s\u01b0 Riley \u0111\u00e3 xem x\u00e9t m\u1ed9t giao di\u1ec7n HPC cluster d\u1ef1a tr\u00ean Secure Shell (SSH) truy\u1ec1n th\u1ed1ng nh\u01b0ng b\u00e1c b\u1ecf \u00fd t\u01b0\u1edfng n\u00e0y do y\u00eau c\u1ea7u h\u1ecdc t\u1eadp qu\u00e1 cao \u0111\u1ed1i v\u1edbi sinh vi\u00ean \u0111\u1ea1i h\u1ecdc.\u00a0M\u00f4i tr\u01b0\u1eddng c\u0169ng l\u00e0m cho vi\u1ec7c bi\u00ean d\u1ecbch c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh v\u00e0 li\u00ean k\u1ebft c\u00e1c th\u01b0 vi\u1ec7n tr\u1edf n\u00ean kh\u00f3 kh\u0103n.<\/p>\n<h3>Gi\u1ea3i ph\u00e1p<\/h3>\n<p>V\u00e0o n\u0103m 2017, Ti\u1ebfn s\u0129 Dwight Diercks, ph\u00f3 ch\u1ee7 t\u1ecbch c\u1ea5p cao c\u1ee7a k\u1ef9 thu\u1eadt ph\u1ea7n m\u1ec1m NVIDIA v\u00e0 t\u1ed1t nghi\u1ec7p MSOE, \u0111\u00e3 cung c\u1ea5p m\u1ed9t m\u00f3n qu\u00e0 tr\u1ecb gi\u00e1 34 tri\u1ec7u \u0111\u00f4 la cho MSOE \u0111\u1ec3 t\u00e0i tr\u1ee3 x\u00e2y d\u1ef1ng m\u1ed9t trung t\u00e2m c\u00f3 t\u00ean g\u1ecdi Dwight &amp; Dian Diercks Computational Science Hall.\u00a0Diercks Hall khai tr\u01b0\u01a1ng v\u00e0o th\u00e1ng 9 n\u0103m 2018 v\u00e0 bao g\u1ed3m c\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m, l\u1edbp h\u1ecdc v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u.<\/p>\n<p>Gi\u00e1o s\u01b0 Riley \u0111\u00e3 l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 gi\u1ea3i ph\u00e1p c\u1ee7a NVIDIA \u0111\u1ec3 thi\u1ebft k\u1ebf ki\u1ebfn \u200b\u200btr\u00fac v\u00e0 ph\u00e1t tri\u1ec3n m\u1ed9t c\u1ee5m m\u00e1y t\u00ednh h\u1ed7 tr\u1ee3 d\u1ec5 d\u00e0ng nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 c\u00e1c \u1ee9ng d\u1ee5ng t\u01b0\u01a1ng t\u00e1c v\u00e0 theo l\u00f4 (batch). \u201cCh\u00fang t\u00f4i mu\u1ed1n m\u1ed9t h\u1ec7 th\u1ed1ng t\u1ed1i \u0111a h\u00f3a hi\u1ec7u su\u1ea5t \u0111\u00e0o t\u1ea1o, nh\u01b0ng \u0111\u1ee7 linh ho\u1ea1t cho nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kh\u00e1c nhau, \u201d, theo Gi\u00e1o s\u01b0 Rileycomment.\u00a0C\u00e1c ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 gi\u1ea3i ph\u00e1p NVIDIA v\u00e0 Microway, m\u1ed9t nh\u00e0 cung c\u1ea5p trong NVIDIA Partner Network (NPN), \u0111\u00e3 h\u1ee3p t\u00e1c v\u1edbi MSOE \u0111\u1ec3 thi\u1ebft k\u1ebf.<\/p>\n<p>Microway ph\u00e2n ph\u1ed1i t\u1ea5t c\u1ea3 ph\u1ea7n c\u1ee9ng, tri\u1ec3n khai c\u1ee5m t\u1ea1i tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc v\u00e0 th\u1ef1c hi\u1ec7n c\u1ea5u h\u00ecnh ph\u1ea7n m\u1ec1m ban \u0111\u1ea7u.<\/p>\n<p>C\u1ee5m con AI bao g\u1ed3m ba h\u1ec7 th\u1ed1ng NVIDIA DGX, trong khi c\u1ee5m con nghi\u00ean c\u1ee9u v\u00e0 gi\u1ea3ng d\u1ea1y bao g\u1ed3m 20 m\u00e1y ch\u1ee7, m\u1ed7i m\u00e1y ch\u1ee7 c\u00f3 b\u1ed1n GPU NVIDIA T4.\u00a0C\u00e1c node \u0111\u01b0\u1ee3c li\u00ean k\u1ebft v\u1edbi nhau b\u1eb1ng k\u1ebft c\u1ea5u m\u1ea1ng NVIDIA v\u00e0 chia s\u1ebb 200 terabyte (TB)\u00a0dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef m\u1ea1ng (NAS). C\u1ee5m l\u01b0u\u00a0tr\u1eef s\u1eed d\u1ee5ng NetApp FAS8200, cung c\u1ea5p hi\u1ec7u su\u1ea5t tuy\u1ec7t v\u1eddi v\u00e0 t\u00ednh linh ho\u1ea1t \u0111\u1ec3 m\u1edf r\u1ed9ng. V\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 c\u00e1c node \u0111\u0103ng nh\u1eadp (head node) v\u00e0 qu\u1ea3n l\u00fd ch\u1ee9a b\u1ed1n m\u00e1y ch\u1ee7 cho ph\u00e9p d\u1ef1 ph\u00f2ng v\u00e0 c\u00e2n b\u1eb1ng t\u1ea3i.\u00a0H\u1ec7 th\u1ed1ng si\u00eau m\u00e1y t\u00ednh n\u00e0y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 \u201cRosie\u201d, c\u00e1i t\u00ean n\u00e0y \u0111\u01b0\u1ee3c l\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb nh\u1eefng ng\u01b0\u1eddi ph\u1ee5 n\u1eef \u0111\u00e3 l\u1eadp tr\u00ecnh m\u1ed9t trong nh\u1eefng chi\u1ebfc m\u00e1y t\u00ednh \u0111\u1ea7u ti\u00ean &#8211; Electronic Numerical Integrator and Computer (ENIAC) &#8211; v\u00e0 \u0111\u01b0\u1ee3c ghi l\u1ea1i trong t\u00e0i li\u1ec7u Top Secret Rosies: The Female Computers of WWII.<\/p>\n<p>Qu\u1ea3n tr\u1ecb vi\u00ean h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng qu\u1ea3n l\u00fd c\u1ee5m b\u1eb1ng DeepOps, m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 qu\u1ea3n l\u00fd c\u1ee5m GPU NVIDIA.\u00a0Trung t\u00e2m d\u1eef li\u1ec7u NVIDIA GPUManager (DGCM) c\u0169ng \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 theo d\u00f5i s\u1ee9c kh\u1ecfe v\u00e0 vi\u1ec7c s\u1eed d\u1ee5ng GPU c\u00f9ng v\u1edbi Ganglia, cung c\u1ea5p giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng web cung c\u1ea5p kh\u1ea3 n\u0103ng hi\u1ec3n th\u1ecb cho c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 GPU ri\u00eang l\u1ebb.<\/p>\n<p>Gi\u00e1o s\u01b0 Riley c\u0169ng mu\u1ed1n \u0111\u1ea3m b\u1ea3o sinh vi\u00ean, gi\u1ea3ng vi\u00ean v\u00e0 nh\u00e2n vi\u00ean d\u1ec5 s\u1eed d\u1ee5ng.\u00a0C\u00f3 t\u1eebng stack ph\u1ea7n m\u1ec1m ri\u00eang bi\u1ec7t cho t\u1eebng tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng: M\u1ed9t stack do vi\u1ec7c d\u1ea1y h\u1ecdc s\u1eed d\u1ee5ng c\u00e1c Singularity container v\u00e0 Jupyter notebook v\u00e0 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean giao di\u1ec7n d\u1ef1a tr\u00ean web Open OnDemand cho sinh vi\u00ean;\u00a0M\u1ed9t stack d\u00e0nh cho vi\u1ec7c nghi\u00ean c\u1ee9u c\u00f3 c\u00e1c Singularity container, cung c\u1ea5p giao di\u1ec7n d\u1ef1a tr\u00ean SSH v\u00e0 h\u1ed7 tr\u1ee3 l\u1eadp tr\u00ecnh tr\u00ean bare-metal.\u00a0C\u1ea3 hai stack \u0111\u1ec1u t\u1eadn d\u1ee5ng danh m\u1ee5c NGC &#8211; m\u1ed9t n\u1ec1n t\u1ea3ng trung t\u00e2m t\u1ed1i \u01b0u h\u00f3a GPU c\u1ee7a NVIDIA g\u1ed3m c\u00e1c \u1ee9ng d\u1ee5ng HPC v\u00e0 AI, bao g\u1ed3m c\u00e1c tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n, m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc v\u00e0 SDK &#8211; \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c qu\u1ea3n l\u00fd ph\u1ea7n m\u1ec1m v\u00e0 th\u01b0 vi\u1ec7n.<\/p>\n<p>C\u00e1c gi\u00e1o s\u01b0 MSOE s\u1eed d\u1ee5ng danh m\u1ee5c NGC l\u00e0m c\u01a1 s\u1edf cho c\u00e1c d\u1ef1 \u00e1n v\u00e0 nhi\u1ec7m v\u1ee5 c\u1ee7a l\u1edbp.\u00a0V\u1edbi v\u00f9ng ch\u1ee9a NGC, sinh vi\u00ean c\u00f3 th\u1ec3 ch\u1ec9 c\u1ea7n ch\u1ea1y c\u00e1c \u1ee9ng d\u1ee5ng HPC hay AI c\u1ee7a h\u1ecd tr\u00ean c\u1ee5m m\u00e0 kh\u00f4ng c\u1ea7n x\u00e2y d\u1ef1ng m\u00f4i tr\u01b0\u1eddng ph\u1ee9c t\u1ea1p.\u00a0Sinh vi\u00ean c\u00f3 th\u1ec3 theo d\u00f5i nhanh c\u00e1c d\u1ef1 \u00e1n AI c\u1ee7a m\u00ecnh b\u1eb1ng c\u00e1ch tinh ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc t\u1eeb danh m\u1ee5c, gi\u00fap h\u1ecd ti\u1ebft ki\u1ec7m h\u00e0ng gi\u1edd l\u00e0m vi\u1ec7c v\u00e0 \u0111\u01b0a h\u1ecd v\u00e0o c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c chung t\u1ed3n t\u1ea1i \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c c\u00f4ng nghi\u1ec7p.<\/p>\n<h3>K\u1ebft qu\u1ea3 \u0111\u1ea1t \u0111\u01b0\u1ee3c<\/h3>\n<p>\u201dCh\u00fang t\u00f4i \u0111\u00e3 nh\u1eadn th\u1ea5y s\u1ef1 gia t\u0103ng \u0111\u00e1ng k\u1ec3 v\u1ec1 nhu c\u1ea7u \u0111\u1ed1i v\u1edbi h\u1ec7 th\u1ed1ng do t\u00ednh d\u1ec5 s\u1eed d\u1ee5ng.\u00a0H\u1ea7u h\u1ebft sinh vi\u00ean truy c\u1eadp Rosie th\u00f4ng qua giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng web Open OnDemand c\u1ee7a ch\u00fang t\u00f4i\u201d, Gi\u00e1o s\u01b0 Riley n\u00f3i.\u00a0\u201cH\u1ecd c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng y\u00eau c\u1ea7u ngu\u1ed3n nh\u00e2n l\u1ef1c c\u1ea7n thi\u1ebft, v\u00e0 c\u00e1c h\u00ecnh \u1ea3nh c\u01a1 s\u1edf \u0111\u00e3 \u0111i k\u00e8m v\u1edbi m\u1ed9t b\u1ed9 th\u01b0 vi\u1ec7n \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh s\u1eb5n \u0111\u1eb7c bi\u1ec7t.\u00a0Sinh vi\u00ean c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c GPU \u0111\u01a1n l\u1ebb tr\u00ean ph\u00e2n v\u00f9ng n\u00e0y ho\u1eb7c th\u1ef1c hi\u1ec7n c\u00e1c c\u00f4ng vi\u1ec7c tr\u00ean nhi\u1ec1u GPU ho\u1eb7c h\u1ec7 th\u1ed1ng DGX. \u201d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"529\" height=\"274\" class=\"alignnone wp-image-9892 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure.png\" sizes=\"auto, (max-width: 529px) 100vw, 529px\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure.png 529w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure-300x155.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure-40x21.png 40w\" \/><\/p>\n<p>Gi\u00e1o s\u01b0 Riley nh\u1eadn x\u00e9t: \u201cV\u1edbi h\u1ec7 th\u1ed1ng DGX, gi\u1edd \u0111\u00e2y ch\u00fang t\u00f4i c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 l\u1edbn h\u01a1n. V\u00e0 ch\u00ednh v\u00ec c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 l\u1edbn h\u01a1n, ch\u00fang t\u00f4i \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 h\u1ecdc t\u1eadp kh\u00e1c so v\u1edbi khi ch\u00fang t\u00f4i l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c b\u00e0i to\u00e1n \u0111\u01a1n gi\u1ea3n h\u01a1n.\u201d<\/p>\n<p>Trong n\u0103m \u0111\u1ea7u ti\u00ean, ch\u1ec9 c\u00f3 hai kh\u00f3a h\u1ecdc kh\u00e1c bi\u1ec7t s\u1eed d\u1ee5ng Rosie.\u00a0H\u00f4m nay, m\u1ed9t n\u0103m sau, ch\u00edn kh\u00f3a h\u1ecdc \u0111ang s\u1eed d\u1ee5ng Rosie.\u00a0V\u00e0 n\u0103m t\u1edbi, h\u01a1n 15 kh\u00f3a h\u1ecdc, v\u1edbi nhi\u1ec1u ph\u1ea7n, d\u1ef1 ki\u1ebfn \u200b\u200bs\u1ebd s\u1eed d\u1ee5ng Rosie.\u00a0Ngo\u00e0i vi\u1ec7c gi\u1ea3ng d\u1ea1y, Rosie c\u00f2n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nhi\u1ec1u trong nghi\u00ean c\u1ee9u &#8211; t\u1eeb c\u00e1c d\u1ef1 \u00e1n t\u1eeb b\u1eadc \u0111\u1ea1i h\u1ecdc \u0111\u1ebfn gi\u1ea3ng vi\u00ean trong ng\u00e0nh khoa h\u1ecdc m\u00e1y t\u00ednh, c\u0169ng nh\u01b0 c\u00e1c gi\u1ea3ng vi\u00ean trong to\u00e0n tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc, c\u01a1 kh\u00ed \u0111\u1ed9ng l\u1ef1c h\u1ecdc \u0111\u1ebfn qu\u1ea3n tr\u1ecb kinh doanh.<\/p>\n<p>\u201dTr\u01b0\u1edbc khi tri\u1ec3n khai Rosie, ch\u00fang t\u00f4i \u0111\u00e3 s\u1eed d\u1ee5ng AWS, Google Colab v\u00e0 laptop c\u00e1 nh\u00e2n.\u00a0V\u1edbi t\u01b0 c\u00e1ch l\u00e0 m\u1ed9t gi\u00e1o s\u01b0, t\u00f4i mu\u1ed1n gi\u00fap c\u00e1c sinh vi\u00ean g\u1ee1 r\u1ed1i v\u00e0 t\u00ecm ra nh\u1eefng gi\u1ea3i ph\u00e1p cho v\u1ea5n \u0111\u1ec1, thay v\u00ec d\u00e0nh nhi\u1ec1u th\u1eddi gian \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 c\u1ea5u h\u00ecnh c\u1ee7a h\u1ecd\u201d, Gi\u00e1o s\u01b0 Riley n\u00f3i.\u00a0\u201dV\u1edbi NVIDIA DGXsystems, sinh vi\u00ean c\u1ee7a ch\u00fang t\u00f4i c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI t\u1ed1t nh\u1ea5t trong ng\u00e0nh v\u00e0 kh\u00f4ng c\u00f2n ph\u1ea3i lo l\u1eafng v\u1ec1 &#8216;\u0111\u1ed3ng h\u1ed3 \u0111o m\u1ee9c ti\u00eau th\u1ee5&#8217; c\u1ee7a \u0111\u00e1m m\u00e2y lu\u00f4n ch\u1ea1y v\u00e0 h\u1ea1n ch\u1ebf c\u00e1c th\u1eed nghi\u1ec7m.\u00a0T\u00e1m m\u01b0\u01a1i ph\u1ea7n tr\u0103m sinh vi\u00ean khoa h\u1ecdc m\u00e1y t\u00ednh \u0111\u1ea1i h\u1ecdc s\u1eed d\u1ee5ng Rosie ng\u00e0y nay v\u00e0 m\u1ee9c s\u1eed d\u1ee5ng GPU c\u1ee7a gi\u1ea3ng vi\u00ean \u0111\u00e3 t\u0103ng g\u1ea5p 10 l\u1ea7n ch\u1ec9 trong m\u1ed9t n\u0103m.\u00a0Ngo\u00e0i ra, h\u1ec7 th\u1ed1ng \u0111\u00e3 c\u00f3 h\u01a1n 20.000 Slurm job cho \u0111\u1ebfn nay. \u201d<\/p>\n<p>Do \u0111\u1ea1i d\u1ecbch COVID-19 g\u1ea7n \u0111\u00e2y, h\u1ea7u h\u1ebft c\u00e1c l\u1edbp h\u1ecdc t\u1ea1i MSOE \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c tr\u1ef1c tuy\u1ebfn v\u00e0 h\u1ecd th\u1ea5y d\u1ecbch v\u1ee5 b\u1ecb gi\u00e1n \u0111o\u1ea1n r\u1ea5t \u00edt. T\u1ea5t c\u1ea3 sinh vi\u00ean \u0111\u1ec1u c\u00f3 th\u1ec3 truy c\u1eadp Rosie t\u1eeb xa d\u00f9 h\u1ecd \u1edf \u0111\u00e2u ngo\u00e0i VPN.\u00a0C\u00f3 m\u1ed9t k\u1ebft n\u1ed1i y\u1ebfu, cho d\u00f9 h\u1ecd \u0111ang \u1edf v\u00f9ng n\u00f4ng th\u00f4n chia s\u1ebb n\u00f3 v\u1edbi nh\u1eefng ng\u01b0\u1eddi kh\u00e1c, kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 h\u1ea1n ch\u1ebf khi truy c\u1eadp Rosie v\u00e0 s\u1eed d\u1ee5ng m\u00e1y t\u00ednh x\u00e1ch tay Jupyter.<\/p>\n<h3>Nh\u00ecn v\u1ec1 t\u01b0\u01a1ng lai<\/h3>\n<p>V\u00ec ph\u01b0\u01a1ng ch\u00e2m c\u1ee7a MSOE l\u00e0 cho ph\u00e9p sinh vi\u00ean c\u1ee7a h\u1ecd h\u1ecdc theo m\u1ed9t c\u00e1ch kh\u00e1c bi\u1ec7t v\u00e0 cung c\u1ea5p c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf th\u00f4ng qua c\u00e1c c\u01a1 h\u1ed9i th\u1ef1c h\u00e0nh, h\u1ecd c\u00f3 k\u1ebf ho\u1ea1ch t\u1eadn d\u1ee5ng Rosie \u0111\u1ec3 th\u00fac \u0111\u1ea9y h\u1ee3p t\u00e1c nghi\u00ean c\u1ee9u AI c\u1ee7a tr\u01b0\u1eddng \u0111\u1ea1i h\u1ecdc h\u01a1n n\u1eefa.\u00a0MSOE \u0111\u00e3 c\u00f3 s\u1ef1 h\u1ee3p t\u00e1c t\u00edch c\u1ef1c v\u1edbi m\u1ed9t s\u1ed1 doanh nghi\u1ec7p \u0111\u1ecba ph\u01b0\u01a1ng, ngo\u00e0i c\u00e1c c\u01a1 h\u1ed9i \u0111\u1ec1 xu\u1ea5t t\u00e0i tr\u1ee3 nghi\u00ean c\u1ee9u v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c th\u00f4ng th\u01b0\u1eddng.\u00a0Ph\u1ea7n c\u1ee9ng b\u1ea3o m\u1eadt b\u1ed5 sung \u0111ang \u0111\u01b0\u1ee3c l\u00ean k\u1ebf ho\u1ea1ch \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o quy\u1ec1n ri\u00eang t\u01b0 v\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u.\u00a0\u201cCh\u00fang t\u00f4i c\u00f3 k\u1ebf ho\u1ea1ch h\u1ed7 tr\u1ee3 c\u00e1c d\u1ef1 \u00e1n c\u00f4ng nghi\u1ec7p trong m\u1ed9t ch\u1eb7ng \u0111\u01b0\u1eddng d\u00e0i s\u1eafp t\u1edbi, v\u00ec ch\u00fang t\u00f4i c\u1ea3m th\u1ea5y \u0111i\u1ec1u n\u00e0y th\u00fac \u0111\u1ea9y r\u1ea5t nhi\u1ec1u sinh vi\u00ean tham gia h\u1ecdc t\u1eadp,\u201d Gi\u00e1o s\u01b0 Riley \u0111\u1ec1 c\u1eadp.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"505\" height=\"232\" class=\"alignnone wp-image-9893 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure-1.png\" sizes=\"auto, (max-width: 505px) 100vw, 505px\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure-1.png 505w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure-1-300x138.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-Image-reshaping-the-futureof-learning-withleadership-classai-infrastructure-1-40x18.png 40w\" \/><\/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>Case Study: Th&agrave;nh qu&#7843; tri&#7875;n khai h&#7841; t&#7847;ng AI NVIDIA DGX t&#7841;i Tr&#432;&#7901;ng K&#7929; thu&#7853;t Milwaukee Tr&#432;&#7901;ng K&#7929; thu&#7853;t Milwaukee &#273;&atilde; tri&#7875;n khai H&#7879; th&#7889;ng NVIDIA DGX v&agrave; M&aacute;y ch&#7911; d&#7921;a tr&ecirc;n GPU NVIDIA &#273;&#7875; cung c&#7845;p M&aacute;y t&iacute;nh AI cho m&#7885;i sinh vi&ecirc;n. &#272;&#432;&#7907;c th&agrave;nh l&#7853;p v&agrave;o n&#259;m 1904, Tr&#432;&#7901;ng K&#7929; thu&#7853;t Milwaukee (MSOE)&#8230;<\/p>\n","protected":false},"author":2,"featured_media":9891,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,12,1314],"class_list":["post-9888","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-deep-learning","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0110\u1ecbnh h\u00ecnh l\u1ea1i t\u01b0\u01a1ng lai c\u1ee7a vi\u1ec7c h\u1ecdc v\u1edbi h\u1ea1 t\u1ea7ng AI h\u00e0ng \u0111\u1ea7u - 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\/dinh-hinh-lai-tuong-lai-cua-viec-hoc-voi-ha-tang-ai-hang-dau-p9888\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"\u0110\u1ecbnh h\u00ecnh l\u1ea1i t\u01b0\u01a1ng lai c\u1ee7a vi\u1ec7c h\u1ecdc v\u1edbi h\u1ea1 t\u1ea7ng AI h\u00e0ng \u0111\u1ea7u - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Case Study: Th&agrave;nh qu&#7843; tri&#7875;n khai h&#7841; t&#7847;ng AI NVIDIA DGX t&#7841;i Tr&#432;&#7901;ng K&#7929; thu&#7853;t Milwaukee Tr&#432;&#7901;ng K&#7929; thu&#7853;t Milwaukee &#273;&atilde; tri&#7875;n khai H&#7879; th&#7889;ng NVIDIA DGX v&agrave; M&aacute;y ch&#7911; d&#7921;a tr&ecirc;n GPU NVIDIA &#273;&#7875; cung c&#7845;p M&aacute;y t&iacute;nh AI cho m&#7885;i sinh vi&ecirc;n. &#272;&#432;&#7907;c th&agrave;nh l&#7853;p v&agrave;o n&#259;m 1904, Tr&#432;&#7901;ng K&#7929; thu&#7853;t Milwaukee (MSOE)...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/07\/TheGioiMayChu-Blog-NVIDIA-MSOE.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=\"16 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\\\/dinh-hinh-lai-tuong-lai-cua-viec-hoc-voi-ha-tang-ai-hang-dau-p9888\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/dinh-hinh-lai-tuong-lai-cua-viec-hoc-voi-ha-tang-ai-hang-dau-p9888\\\/\"},\"author\":{\"name\":\"Vanito 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