{"id":11330,"date":"2022-02-17T13:29:09","date_gmt":"2022-02-17T13:29:09","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=11330"},"modified":"2022-02-17T14:22:06","modified_gmt":"2022-02-17T14:22:06","slug":"hpc-mit-phat-trien-ngon-ngu-lap-trinh-moi-cho-dien-toan-hieu-suat-cao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/hpc-mit-phat-trien-ngon-ngu-lap-trinh-moi-cho-dien-toan-hieu-suat-cao-p11330\/","title":{"rendered":"HPC: MIT ph\u00e1t tri\u1ec3n ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh m\u1edbi cho \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>V\u1edbi nguy\u00ean m\u1eabu ng\u00f4n ng\u1eef tensor, \u201ct\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c kh\u00f4ng ph\u1ea3i c\u1ea1nh tranh l\u1eabn nhau\u2026 ch\u00fang c\u00f3 th\u1ec3 song h\u00e0nh c\u00f9ng nhau!\u201d<\/p>\n<p>\u0110i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao (HPC) l\u00e0 c\u1ea7n thi\u1ebft cho s\u1ed1 l\u01b0\u1ee3ng t\u00e1c v\u1ee5 ng\u00e0y c\u00e0ng t\u0103ng &#8211; ch\u1eb3ng h\u1ea1n nh\u01b0 x\u1eed l\u00fd h\u00ecnh \u1ea3nh ho\u1eb7c c\u00e1c \u1ee9ng d\u1ee5ng h\u1ecdc s\u00e2u kh\u00e1c nhau tr\u00ean m\u1ea1ng n\u01a1-ron &#8211; n\u01a1i ng\u01b0\u1eddi ta ph\u1ea3i l\u00e0m vi\u1ec7c v\u1edbi h\u00e0ng n\u00fai d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 ti\u1ebfn h\u00e0nh m\u1ed9t c\u00e1ch t\u1ed1i \u01b0u v\u00e0 nhanh ch\u00f3ng nh\u1ea5t, n\u1ebfu kh\u00f4ng, \u0111i\u1ec1u \u0111\u00f3 c\u00f3 th\u1ec3 chi\u1ebfm l\u01b0\u1ee3ng th\u1eddi gian v\u00f4 t\u1eadn.\u00a0Nhi\u1ec1u ng\u01b0\u1eddi tin r\u1eb1ng, khi th\u1ef1c hi\u1ec7n c\u00e1c ho\u1ea1t \u0111\u1ed9ng ki\u1ec3u n\u00e0y, kh\u00f4ng th\u1ec3 tr\u00e1nh kh\u1ecfi s\u1ef1 \u0111\u00e1nh \u0111\u1ed5i gi\u1eefa t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 tin c\u1eady.\u00a0T\u1eeb quan \u0111i\u1ec3m n\u00e0y, n\u1ebfu t\u1ed1c \u0111\u1ed9 l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u, th\u00ec \u0111\u1ed9 tin c\u1eady c\u00f3 th\u1ec3 s\u1ebd b\u1ecb \u1ea3nh h\u01b0\u1edfng, v\u00e0 ng\u01b0\u1ee3c l\u1ea1i.<\/p>\n<p>Tuy nhi\u00ean, m\u1ed9t nh\u00f3m c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u, ch\u1ee7 y\u1ebfu c\u00f3 tr\u1ee5 s\u1edf t\u1ea1i\u00a0MIT, \u0111ang \u0111\u1eb7t v\u1ea5n \u0111\u1ec1 v\u1ec1 kh\u00e1i ni\u1ec7m \u0111\u00f3, tuy\u00ean b\u1ed1 r\u1eb1ng tr\u00ean th\u1ef1c t\u1ebf, ai c\u0169ng c\u00f3 th\u1ec3 c\u00f3 t\u1ea5t c\u1ea3.\u00a0Amanda Liu, m\u1ed9t nghi\u00ean c\u1ee9u sinh n\u0103m th\u1ee9 hai t\u1ea1i Ph\u00f2ng th\u00ed nghi\u1ec7m Khoa h\u1ecdc M\u00e1y t\u00ednh v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> (CSAIL), cho bi\u1ebft v\u1edbi ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh m\u1edbi m\u00e0 h\u1ecd \u0111\u00e3 vi\u1ebft ri\u00eang cho \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao, \u201ct\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i c\u1ea1nh tranh l\u1eabn nhau.\u00a0Thay v\u00e0o \u0111\u00f3, ch\u00fang c\u00f3 th\u1ec3 song h\u00e0nh, chung tay trong c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00e0 ch\u00fang t\u00f4i vi\u1ebft ra\u201d.<\/p>\n<p>Liu &#8211; c\u00f9ng v\u1edbi \u0110\u1ea1i h\u1ecdc California t\u1ea1i Berkeley postdoc Gilbert Louis Bernstein, Ph\u00f3 Gi\u00e1o s\u01b0 Adam Chlipala c\u1ee7a MIT v\u00e0 Tr\u1ee3 l\u00fd Gi\u00e1o s\u01b0 Jonathan Ragan-Kelley c\u1ee7a MIT &#8211; \u0111\u00e3 m\u00f4 t\u1ea3 v\u1ec1 ti\u1ec1m n\u0103ng c\u1ee7a s\u00e1ng ki\u1ebfn \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n g\u1ea7n \u0111\u00e2y c\u1ee7a h\u1ecd, \u201c\u00a0<a href=\"https:\/\/people.csail.mit.edu\/lamanda\/assets\/documents\/LiuPOPL2022.pdf\">A Tensor Language<\/a>\u201d (ATL), v\u00e0o th\u00e1ng tr\u01b0\u1edbc t\u1ea1i h\u1ed9i ngh\u1ecb <em>Principles of Programming Languages<\/em> \u1edf Philadelphia.<\/p>\n<p>\u201cM\u1ecdi th\u1ee9 n\u1eb1m trong ng\u00f4n ng\u1eef c\u1ee7a ch\u00fang t\u00f4i\u201d, Liu n\u00f3i, \u201cnh\u1eb1m t\u1ea1o ra m\u1ed9t con s\u1ed1 duy nh\u1ea5t ho\u1eb7c m\u1ed9t <em>Tensor<\/em>.\u201d\u00a0\u0110\u1ebfn l\u01b0\u1ee3t m\u00ecnh, c\u00e1c Tensor l\u00e0 s\u1ef1 t\u1ed5ng qu\u00e1t h\u00f3a c\u1ee7a vect\u01a1 v\u00e0 ma tr\u1eadn.\u00a0Trong khi vect\u01a1 l\u00e0 c\u00e1c \u0111\u1ed1i t\u01b0\u1ee3ng m\u1ed9t chi\u1ec1u (th\u01b0\u1eddng \u0111\u01b0\u1ee3c bi\u1ec3u di\u1ec5n b\u1eb1ng c\u00e1c m\u0169i t\u00ean \u0111\u01a1n) v\u00e0 ma tr\u1eadn l\u00e0 m\u1ea3ng s\u1ed1 hai chi\u1ec1u quen thu\u1ed9c, th\u00ec Tensor l\u00e0 m\u1ea3ng\u00a0n\u00a0chi\u1ec1u, v\u00ed d\u1ee5: c\u00f3 th\u1ec3 c\u00f3 d\u1ea1ng m\u1ea3ng 3x3x3 ho\u1eb7c m\u1ed9t th\u1ee9 g\u00ec \u0111\u00f3 c\u00f3\u00a0k\u00edch th\u01b0\u1edbc cao h\u01a1n (ho\u1eb7c th\u1ea5p h\u01a1n).<\/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>To\u00e0n b\u1ed9 m\u1ea5u ch\u1ed1t c\u1ee7a m\u1ed9t thu\u1eadt to\u00e1n ho\u1eb7c ch\u01b0\u01a1ng tr\u00ecnh m\u00e1y t\u00ednh l\u00e0 s\u1ef1 kh\u1edfi t\u1ea1o m\u1ed9t ph\u00e9p t\u00ednh c\u1ee5 th\u1ec3.\u00a0Nh\u01b0ng c\u00f3 th\u1ec3 c\u00f3 nhi\u1ec1u c\u00e1ch kh\u00e1c nhau \u0111\u1ec3 vi\u1ebft ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00f3 &#8211; \u201cm\u1ed9t lo\u1ea1t c\u00e1c c\u00e1ch th\u1ef1c hi\u1ec7n v\u1edbi m\u00e3 th\u1ef1c thi kh\u00e1c nhau s\u1ebd g\u00e2y hoang mang\u201d, Liu v\u00e0 c\u00e1c \u0111\u1ed3ng t\u00e1c gi\u1ea3 c\u1ee7a c\u00f4 \u0111\u00e3 vi\u1ebft trong b\u00e0i b\u00e1o s\u1eafp \u0111\u01b0\u1ee3c xu\u1ea5t b\u1ea3n c\u1ee7a h\u1ecd &#8211; m\u1ed9t s\u1ed1 s\u1ebd nhanh h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi nh\u1eefng c\u00e1ch kh\u00e1c.\u00a0C\u00f4 gi\u1ea3i th\u00edch l\u00fd do ch\u00ednh \u0111\u1eb1ng sau ATL l\u00e0: \u201cDo HPC ti\u00eau t\u1ed1n nhi\u1ec1u t\u00e0i nguy\u00ean n\u00ean b\u1ea1n c\u00f3 th\u1ec3 mu\u1ed1n s\u1eeda \u0111\u1ed5i ho\u1eb7c vi\u1ebft l\u1ea1i c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh th\u00e0nh m\u1ed9t d\u1ea1ng t\u1ed1i \u01b0u \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u1ed9.\u00a0Ng\u01b0\u1eddi ta th\u01b0\u1eddng b\u1eaft \u0111\u1ea7u v\u1edbi m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh d\u1ec5 vi\u1ebft nh\u1ea5t, nh\u01b0ng \u0111\u00f3 c\u00f3 th\u1ec3 kh\u00f4ng ph\u1ea3i l\u00e0 c\u00e1ch nhanh nh\u1ea5t \u0111\u1ec3 ch\u1ea1y n\u00f3, do \u0111\u00f3 v\u1eabn c\u1ea7n ph\u1ea3i \u0111i\u1ec1u ch\u1ec9nh th\u00eam&#8221;.<\/p>\n<p>V\u00ed d\u1ee5: gi\u1ea3 s\u1eed m\u1ed9t h\u00ecnh \u1ea3nh \u0111\u01b0\u1ee3c \u0111\u1ea1i di\u1ec7n b\u1edfi m\u1ed9t m\u1ea3ng s\u1ed1 c\u00f3 k\u00edch th\u01b0\u1edbc 100 \u00d7 100, m\u1ed7i s\u1ed1 t\u01b0\u01a1ng \u1ee9ng v\u1edbi m\u1ed9t pixel v\u00e0 b\u1ea1n mu\u1ed1n l\u1ea5y gi\u00e1 tr\u1ecb trung b\u00ecnh cho nh\u1eefng con s\u1ed1 n\u00e0y.\u00a0\u0110i\u1ec1u \u0111\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n trong m\u1ed9t ph\u00e9p t\u00ednh hai giai \u0111o\u1ea1n b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a m\u1ed7i h\u00e0ng v\u00e0 sau \u0111\u00f3 l\u1ea5y gi\u00e1 tr\u1ecb trung b\u00ecnh c\u1ee7a m\u1ed7i c\u1ed9t.\u00a0ATL c\u00f3 m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 li\u00ean quan &#8211; c\u00e1i m\u00e0 c\u00e1c nh\u00e0 khoa h\u1ecdc m\u00e1y t\u00ednh g\u1ecdi l\u00e0 \u201cframework\u201d &#8211; cho th\u1ea5y quy tr\u00ecnh hai b\u01b0\u1edbc n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chuy\u1ec3n \u0111\u1ed5i th\u00e0nh quy tr\u00ecnh m\u1ed9t b\u01b0\u1edbc nhanh h\u01a1n nh\u01b0 th\u1ebf n\u00e0o.<\/p>\n<p>Liu n\u00f3i: \u201cCh\u00fang t\u00f4i c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng s\u1ef1 t\u1ed1i \u01b0u h\u00f3a n\u00e0y l\u00e0 ch\u00ednh x\u00e1c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ed9t th\u1ee9 g\u1ecdi l\u00e0 tr\u1ee3 l\u00fd x\u00e1c th\u1ef1c (proof assistant).\u00a0H\u01b0\u1edbng t\u1edbi m\u1ee5c ti\u00eau n\u00e0y, ng\u00f4n ng\u1eef m\u1edbi c\u1ee7a nh\u00f3m \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean m\u1ed9t ng\u00f4n ng\u1eef hi\u1ec7n c\u00f3, Coq, c\u00f3 ch\u1ee9a m\u1ed9t <em>proof assistant<\/em>.\u00a0\u0110\u1ebfn l\u01b0\u1ee3t, <em>proof assistant<\/em> l\u1ea1i c\u00f3 kh\u1ea3 n\u0103ng \u0111\u1ec3 ch\u1ee9ng minh c\u00e1c kh\u1eb3ng \u0111\u1ecbnh c\u1ee7a m\u00ecnh theo ph\u01b0\u01a1ng th\u1ee9c to\u00e1n h\u1ecdc nghi\u00eam ng\u1eb7t.<\/p>\n<p>Coq c\u00f3 m\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m n\u1ed9i t\u1ea1i kh\u00e1c khi\u1ebfn n\u00f3 tr\u1edf n\u00ean h\u1ea5p d\u1eabn \u0111\u1ed1i v\u1edbi nh\u00f3m d\u1ef1a tr\u00ean MIT: c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u01b0\u1ee3c vi\u1ebft trong \u0111\u00f3, ho\u1eb7c c\u00e1c b\u1ea3n chuy\u1ec3n th\u1ec3 c\u1ee7a n\u00f3, lu\u00f4n k\u1ebft th\u00fac v\u00e0 kh\u00f4ng th\u1ec3 ch\u1ea1y m\u00e3i m\u00e3i tr\u00ean c\u00e1c v\u00f2ng l\u1eb7p v\u00f4 t\u1eadn (ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00f3 th\u1ec3 x\u1ea3y ra v\u1edbi c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng Java).\u00a0\u201cCh\u00fang t\u00f4i ch\u1ea1y m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh \u0111\u1ec3 c\u00f3 m\u1ed9t c\u00e2u tr\u1ea3 l\u1eddi duy nh\u1ea5t &#8211; m\u1ed9t s\u1ed1 ho\u1eb7c m\u1ed9t tensor,\u201d Liu n\u00f3i.\u00a0\u201cM\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh kh\u00f4ng bao gi\u1edd k\u1ebft th\u00fac s\u1ebd v\u00f4 d\u1ee5ng \u0111\u1ed1i v\u1edbi ch\u00fang t\u00f4i, nh\u01b0ng s\u1ef1 k\u1ebft th\u00fac l\u00e0 th\u1ee9 m\u00e0 ch\u00fang t\u00f4i nh\u1eadn \u0111\u01b0\u1ee3c mi\u1ec5n ph\u00ed b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng Coq\u201d.<\/p>\n<p>D\u1ef1 \u00e1n ATL k\u1ebft h\u1ee3p hai trong s\u1ed1 c\u00e1c m\u1ed1i quan t\u00e2m nghi\u00ean c\u1ee9u ch\u00ednh c\u1ee7a Ragan-Kelley v\u00e0 Chlipala.\u00a0Ragan-Kelley t\u1eeb l\u00e2u \u0111\u00e3 quan t\u00e2m \u0111\u1ebfn vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u00e1c thu\u1eadt to\u00e1n trong b\u1ed1i c\u1ea3nh c\u1ee7a \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao.\u00a0Trong khi \u0111\u00f3, Chlipala \u0111\u00e3 t\u1eadp trung nhi\u1ec1u h\u01a1n v\u00e0o vi\u1ec7c x\u00e1c minh cho vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a thu\u1eadt to\u00e1n (nh\u01b0 trong vi\u1ec7c x\u00e1c minh d\u1ef1a tr\u00ean to\u00e1n h\u1ecdc).\u00a0\u0110i\u1ec1u n\u00e0y th\u1ec3 hi\u1ec7n s\u1ef1 h\u1ee3p t\u00e1c \u0111\u1ea7u ti\u00ean c\u1ee7a h\u1ecd.\u00a0Bernstein v\u00e0 Liu \u0111\u00e3 \u0111\u01b0\u1ee3c th\u00e0nh l\u1eadp v\u00e0o n\u0103m ngo\u00e1i, v\u00e0 k\u1ebft qu\u1ea3 l\u00e0 s\u1ef1 ra \u0111\u1eddi c\u1ee7a ATL.<\/p>\n<p>Hi\u1ec7n t\u1ea1i, n\u00f3 l\u00e0 ng\u00f4n ng\u1eef tensor \u0111\u1ea7u ti\u00ean v\u00e0 cho \u0111\u1ebfn nay l\u00e0 ng\u00f4n ng\u1eef tensor duy nh\u1ea5t c\u00f3 c\u00e1c t\u00ednh n\u0103ng t\u1ed1i \u01b0u \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c minh ch\u00ednh th\u1ee9c.\u00a0Tuy nhi\u00ean, Liu c\u1ea3nh b\u00e1o r\u1eb1ng ATL v\u1eabn ch\u1ec9 l\u00e0 m\u1ed9t prototype &#8211; m\u1eb7c d\u00f9 l\u00e0 m\u1ed9t prototype \u0111\u1ea7y h\u1ee9a h\u1eb9n &#8211; \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m tr\u00ean m\u1ed9t s\u1ed1 ch\u01b0\u01a1ng tr\u00ecnh nh\u1ecf.\u00a0\u201cM\u1ed9t trong nh\u1eefng m\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a ch\u00fang t\u00f4i, nh\u00ecn v\u1ec1 ph\u00eda tr\u01b0\u1edbc, l\u00e0 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u1ee7a ATL, \u0111\u1ec3 n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh l\u1edbn h\u01a1n m\u00e0 ch\u00fang t\u00f4i th\u1ea5y trong th\u1ebf gi\u1edbi th\u1ef1c,\u201d c\u00f4 n\u00f3i.<\/p>\n<p>Tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng tay, tr\u00ean c\u01a1 s\u1edf ng\u1eabu nhi\u00ean (ad-hoc) h\u01a1n nhi\u1ec1u, th\u01b0\u1eddng li\u00ean quan \u0111\u1ebfn vi\u1ec7c th\u1eed v\u00e0 sai, v\u00e0 \u0111\u00f4i khi c\u00f3 r\u1ea5t nhi\u1ec1u l\u1ed7i.\u00a0V\u1edbi ATL, Liu n\u00f3i th\u00eam, \u201cm\u1ecdi ng\u01b0\u1eddi s\u1ebd c\u00f3 th\u1ec3 tu\u00e2n theo m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn c\u00f3 nguy\u00ean t\u1eafc h\u01a1n nhi\u1ec1u \u0111\u1ec3 vi\u1ebft l\u1ea1i c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh n\u00e0y &#8211; v\u00e0 l\u00e0m nh\u01b0 v\u1eady m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng h\u01a1n v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh \u0111\u00fang \u0111\u1eafn h\u01a1n.\u201d<\/p>\n<p><em>Theo<\/em> SciTechDaily<\/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=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=20284\">H\u01b0\u1edbng d\u1eabn l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p cho AI, Machine Learning<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21938\">NVIDIA: C\u00f4ng ngh\u1ec7 Silicon Photonics v\u00e0 Co-Packaged Optics \u2013 Thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i trong k\u1ef7 nguy\u00ean AI v\u00e0 HPC<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21576\">NVIDIA NVLink Th\u1ebf h\u1ec7 th\u1ee9 5: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt v\u1ec1 b\u0103ng th\u00f4ng cho k\u1ef7 nguy\u00ean AI ngh\u00ecn t\u1ef7 tham s\u1ed1<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21246\">NVIDIA DGX B300: Ki\u1ebfn t\u1ea1o cho k\u1ef7 nguy\u00ean AI Factory th\u1ebf h\u1ec7 m\u1edbi<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>V&#7899;i nguy&ecirc;n m&#7851;u ng&ocirc;n ng&#7919; tensor, &ldquo;t&#7889;c &#273;&#7897; v&agrave; &#273;&#7897; ch&iacute;nh x&aacute;c kh&ocirc;ng ph&#7843;i c&#7841;nh tranh l&#7851;n nhau&hellip; ch&uacute;ng c&oacute; th&#7875; song h&agrave;nh c&ugrave;ng nhau!&rdquo; &#272;i&#7879;n to&aacute;n hi&#7879;u su&#7845;t cao (HPC) l&agrave; c&#7847;n thi&#7871;t cho s&#7889; l&#432;&#7907;ng t&aacute;c v&#7909; ng&agrave;y c&agrave;ng t&#259;ng &ndash; ch&#7859;ng h&#7841;n nh&#432; x&#7917; l&yacute; h&igrave;nh &#7843;nh ho&#7863;c c&aacute;c &#7913;ng d&#7909;ng h&#7885;c&#8230;<\/p>\n","protected":false},"author":2,"featured_media":11332,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[12,74],"class_list":["post-11330","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-deep-learning","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: MIT ph\u00e1t tri\u1ec3n ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh m\u1edbi cho \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\/tong-hop\/hpc-mit-phat-trien-ngon-ngu-lap-trinh-moi-cho-dien-toan-hieu-suat-cao-p11330\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"HPC: MIT ph\u00e1t tri\u1ec3n ng\u00f4n ng\u1eef l\u1eadp tr\u00ecnh m\u1edbi cho \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"V&#7899;i nguy&ecirc;n m&#7851;u ng&ocirc;n ng&#7919; tensor, &ldquo;t&#7889;c &#273;&#7897; v&agrave; &#273;&#7897; ch&iacute;nh x&aacute;c kh&ocirc;ng ph&#7843;i c&#7841;nh tranh l&#7851;n nhau&hellip; ch&uacute;ng c&oacute; th&#7875; song h&agrave;nh c&ugrave;ng nhau!&rdquo; &#272;i&#7879;n to&aacute;n hi&#7879;u su&#7845;t cao (HPC) l&agrave; c&#7847;n thi&#7871;t cho s&#7889; l&#432;&#7907;ng t&aacute;c v&#7909; ng&agrave;y c&agrave;ng t&#259;ng &ndash; ch&#7859;ng h&#7841;n nh&#432; 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