{"id":20602,"date":"2024-11-03T21:41:40","date_gmt":"2024-11-03T14:41:40","guid":{"rendered":"https:\/\/thegioimaychu.vn\/blog\/?p=20602"},"modified":"2025-04-15T07:37:55","modified_gmt":"2025-04-15T00:37:55","slug":"hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/","title":{"rendered":"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>X\u00e2y d\u1ef1ng m\u1ed9t <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> t\u1eeb m\u1ed9t <a class=\"iblink\" href=\"\/storage\/\">thi\u1ebft b\u1ecb l\u01b0u tr\u1eef<\/a> duy nh\u1ea5t l\u00e0 \u0111i\u1ec1u \u0111\u00e3 qu\u00e1 d\u1ec5 d\u00e0ng. Nh\u01b0ng vi\u1ec7c t\u1eadp h\u1ee3p h\u00e0ng ch\u1ee5c ngh\u00ecn thi\u1ebft b\u1ecb l\u01b0u tr\u1eef v\u00e0 bi\u1ebfn ch\u00fang [tr\u1edf th\u00e0nh] m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef duy nh\u1ea5t l\u00e0 v\u00f4 c\u00f9ng kh\u00f3 kh\u0103n. Vi\u1ec7c gi\u1ea3i quy\u1ebft th\u00e0nh c\u00f4ng th\u00e1ch th\u1ee9c n\u00e0y trong h\u01a1n hai th\u1eadp k\u1ef7 \u0111\u00e3 \u0111\u01b0a DDN, nh\u00e0 cung c\u1ea5p <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> ph\u00e2n t\u00e1n cho HPC, tr\u1edf th\u00e0nh c\u00f4ng ty d\u1eabn \u0111\u1ea7u th\u1ecb tr\u01b0\u1eddng v\u1ec1 l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u1edf quy m\u00f4 si\u00eau l\u1edbn (hyperscale). DDN l\u00e0 m\u1ed9t t\u1eadp th\u1ec3 v\u1edbi nh\u1eefng c\u00e1 nh\u00e2n khao kh\u00e1t gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt, v\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 ngh\u1ec9 ng\u01a1i \u1edf \u0111\u1ec9nh cao. V\u1edbi m\u1ed7i n\u0103m tr\u00f4i qua, c\u00e1c h\u1ec7 th\u1ed1ng ng\u00e0y c\u00e0ng l\u1edbn h\u01a1n v\u00e0 vi\u1ec7c t\u1ea1o ra m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n \u1ea3o tr\u1edf n\u00ean kh\u00f3 kh\u0103n h\u01a1n. Quy m\u00f4 c\u1ee7a v\u1ea5n \u0111\u1ec1 li\u00ean quan tr\u1ef1c ti\u1ebfp \u0111\u1ebfn s\u1ed1 l\u01b0\u1ee3ng th\u00e0nh ph\u1ea7n trong h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n. C\u00e0ng c\u00f3 nhi\u1ec1u th\u00e0nh ph\u1ea7n, t\u1ef7 l\u1ec7 l\u1ed7i c\u00e0ng cao v\u00e0 c\u00e0ng kh\u00f3 \u0111\u1ec3 che gi\u1ea5u nh\u1eefng l\u1ed7i \u0111\u00f3 m\u1ed9t c\u00e1ch minh b\u1ea1ch \u0111\u1ec3 t\u1ea1o ra giao ti\u1ebfp b\u1ec1 ngo\u00e0i c\u1ee7a m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef duy nh\u1ea5t kh\u00f4ng thay \u0111\u1ed5i. M\u1eb7c d\u00f9 s\u1ed1 l\u01b0\u1ee3ng th\u00e0nh ph\u1ea7n trong m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef th\u00f4ng th\u01b0\u1eddng t\u1eeb l\u00e2u \u0111\u00e3 t\u0103ng l\u00ean theo t\u1eebng n\u0103m, nh\u01b0ng g\u1ea7n \u0111\u00e2y c\u00f3 hai xu h\u01b0\u1edbng \u0111\u00e3 l\u00e0m t\u0103ng t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng n\u00e0y.<\/p>\n<p>Xu h\u01b0\u1edbng \u0111\u1ea7u ti\u00ean g\u00f3p ph\u1ea7n v\u00e0o s\u1ef1 t\u0103ng tr\u01b0\u1edfng nhanh ch\u00f3ng v\u1ec1 s\u1ed1 l\u01b0\u1ee3ng th\u00e0nh ph\u1ea7n trong m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n th\u00f4ng th\u01b0\u1eddng l\u00e0 <strong>t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng c\u1ee7a t\u1eebng th\u00e0nh ph\u1ea7n l\u01b0u tr\u1eef ri\u00eang l\u1ebb \u0111\u00e3 ch\u1eadm l\u1ea1i<\/strong>.<\/p>\n<p>S\u01a1 \u0111\u1ed3 sau t\u1eeb Seagate cho th\u1ea5y t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng dung l\u01b0\u1ee3ng \u1ed5 \u0111\u0129a c\u1ee9ng l\u00e0 h\u1eb1ng s\u1ed1 nh\u01b0ng th\u1eadt kh\u00f4ng may HAMR b\u1ecb ch\u1eadm l\u1ea1i v\u00e0 hi\u1ec7n t\u1ea1i ch\u00fang ta \u0111ang \u1edf trong \u0111\u01b0\u1eddng cong PMR ph\u1eb3ng. Do \u0111\u00f3, t\u1ed5ng s\u1ed1 \u1ed5 \u0111\u0129a c\u1ee9ng trong m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef th\u00f4ng th\u01b0\u1eddng \u0111ang t\u0103ng v\u1edbi t\u1ed1c \u0111\u1ed9 nhanh h\u01a1n tr\u01b0\u1edbc \u0111\u00e2y.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/tgmc-blog-67278ba62c2b1.png\" alt=\"\" \/><\/p>\n<p>Xu h\u01b0\u1edbng th\u1ee9 hai g\u00e2y ra s\u1ef1 gia t\u0103ng s\u1ed1 l\u01b0\u1ee3ng th\u00e0nh ph\u1ea7n trong m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n th\u00f4ng th\u01b0\u1eddng l\u00e0 s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a nhi\u1ec1u ngu\u1ed3n d\u1eef li\u1ec7u h\u01a1n tr\u01b0\u1edbc \u0111\u00e2y. Theo truy\u1ec1n th\u1ed1ng, c\u00e1c h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ph\u00e2n t\u00e1n \u0111\u00f3ng vai tr\u00f2 l\u00e0 kho l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra tr\u00ean m\u00e1y t\u00ednh (v\u00ed d\u1ee5: \u0111\u1ea7u ra m\u00f4 ph\u1ecfng). Tuy nhi\u00ean, g\u1ea7n \u0111\u00e2y, \u200b\u200bnhu c\u1ea7u v\u1ec1 dung l\u01b0\u1ee3ng ng\u00e0y c\u00e0ng t\u0103ng do c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u b\u1ed5 sung t\u1eeb c\u1ea3m bi\u1ebfn, thi\u1ebft b\u1ecb v\u00e0 Internet-of-Things n\u00f3i chung. Nh\u1eefng c\u01a1n s\u1ed1t <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> v\u00e0 h\u1ecdc m\u00e1y g\u00f3p ph\u1ea7n v\u00e0o xu h\u01b0\u1edbng n\u00e0y v\u00ec r\u00f5 r\u00e0ng l\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c suy lu\u1eadn \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn h\u01a1n. Nhu c\u1ea7u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p m\u1edf r\u1ed9ng dung l\u01b0\u1ee3ng ng\u00e0y c\u00e0ng t\u0103ng ch\u00f3ng m\u1eb7t v\u00e0 kh\u00f4ng ng\u1eebng ngh\u1ec9.<\/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>Nh\u1eefng xu h\u01b0\u1edbng n\u00e0y \u0111e d\u1ecda kh\u1ea3 n\u0103ng ti\u1ebfp t\u1ee5c t\u1ea1o ra vi\u1ec5n t\u01b0\u1edfng v\u1ec1 m\u1ed9t h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef duy nh\u1ea5t t\u1eeb \u200b\u200bs\u1ed1 l\u01b0\u1ee3ng th\u00e0nh ph\u1ea7n ng\u00e0y c\u00e0ng t\u0103ng. Hai v\u1ea5n \u0111\u1ec1 \u0111\u00e1ng s\u1ee3 nh\u1ea5t l\u00e0 d\u1eef li\u1ec7u c\u00f3 th\u1ec3 b\u1ecb m\u1ea5t ho\u1eb7c th\u1eadm ch\u00ed t\u1ec7 h\u01a1n l\u00e0 b\u1ecb h\u1ecfng m\u1ed9t c\u00e1ch \u00e2m th\u1ea7m. Do \u0111\u00f3, tr\u00e1ch nhi\u1ec7m l\u1edbn nh\u1ea5t \u0111\u1ed1i v\u1edbi nh\u00e0 cung c\u1ea5p DDN l\u00e0 b\u1ea3o v\u1ec7 kh\u00e1ch h\u00e0ng kh\u1ecfi nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y.<\/p>\n<p>\u0110\u1ec3 cung c\u1ea5p c\u00e1c s\u1ea3n ph\u1ea9m c\u00e2n b\u1eb1ng v\u1ec1 m\u1eb7t kinh t\u1ebf, b\u1ea3o v\u1ec7 ch\u1ed1ng m\u1ea5t d\u1eef li\u1ec7u \u0111\u00f2i h\u1ecfi ph\u1ea3i hi\u1ec3u s\u00e2u s\u1eafc v\u1ec1 vi\u1ec7c ph\u00e2n ph\u1ed1i l\u1ed7i v\u00e0 c\u01a1 ch\u1ebf b\u1ea3o v\u1ec7. C\u00e1c m\u00f4 h\u00ecnh Markov chu\u1ea9n t\u1eeb l\u00e2u \u0111\u00e3 \u0111\u1ee7 cho c\u00e1c m\u00f4 h\u00ecnh tr\u01b0\u1edbc v\u00e0 c\u00e1c thu\u1eadt to\u00e1n RAID truy\u1ec1n th\u1ed1ng t\u1eeb l\u00e2u \u0111\u00e3 \u0111\u1ee7 cho c\u00e1c m\u00f4 h\u00ecnh v\u1ec1 sau. Tuy nhi\u00ean, hi\u1ec7n nay ch\u00fang ta \u0111\u00e3 b\u01b0\u1edbc v\u00e0o m\u1ed9t ch\u1ebf \u0111\u1ed9 m\u00e0 c\u00e1c m\u00f4 h\u00ecnh n\u00e0y kh\u00f4ng c\u00f2n ph\u00f9 h\u1ee3p n\u1eefa. \u0110\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng h\u1ea1n ch\u1ebf m\u1edbi l\u1ed9 ra c\u1ee7a RAID truy\u1ec1n th\u1ed1ng, t\u1ea5t c\u1ea3 c\u00e1c s\u1ea3n ph\u1ea9m DDN hi\u1ec7n \u0111\u01b0\u1ee3c trang b\u1ecb Declustered Parity Redundancy (DCR) h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh. Tuy nhi\u00ean, t\u01b0\u01a1ng lai c\u00f2n m\u00f9 m\u1edd v\u00e0 c\u00f3 th\u1ec3 mang \u0111\u1ebfn nh\u1eefng h\u1ec7 th\u1ed1ng l\u1edbn h\u01a1n m\u00e0 DCR kh\u00f4ng \u0111\u1ee7. Do \u0111\u00f3, h\u00e3ng hi\u1ec7n \u0111ang b\u1eaft tay v\u00e0o nghi\u00ean c\u1ee9u v\u1edbi c\u00e1c \u0111\u1ed1i t\u00e1c chuy\u00ean s\u00e2u l\u00e0 Ph\u00f2ng th\u00ed nghi\u1ec7m qu\u1ed1c gia Los Alamos (LANL) \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a h\u00e3ng lu\u00f4n \u0111i tr\u01b0\u1edbc c\u00e1c xu h\u01b0\u1edbng v\u1ec1 c\u00f4ng ngh\u1ec7 v\u00e0 ki\u1ebfn \u200b\u200btr\u00fac. V\u00ec c\u00e1c m\u00f4 h\u00ecnh Markov kh\u00f4ng c\u00f2n ph\u00f9 h\u1ee3p \u1edf quy m\u00f4 n\u00e0y n\u1eefa n\u00ean nghi\u00ean c\u1ee9u c\u1ee7a DDN s\u1ebd x\u00e2y d\u1ef1ng xung quanh c\u00e1c nghi\u00ean c\u1ee9u m\u00f4 ph\u1ecfng c\u0169ng nh\u01b0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ch\u00ednh th\u1ee9c \u0111\u1ec3 x\u00e1c th\u1ef1c c\u00e1c m\u00f4 ph\u1ecfng.<\/p>\n<p>LANL g\u1ea7n \u0111\u00e2y \u0111\u00e3 th\u00e0nh l\u1eadp m\u1ed9t nh\u00f3m c\u00f3 t\u00ean l\u00e0 Efficient Mission Centric Computing Consortium (EMC3) \u0111\u1ec3 nghi\u00ean c\u1ee9u c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 th\u1ebf n\u00e0y. DDN l\u00e0 nh\u00e0 cung c\u1ea5p \u0111\u1ea7u ti\u00ean tham gia v\u00e0o nh\u00f3m n\u00e0y.<\/p>\n<p><em>Theo<\/em> DDN Blog<\/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=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=21766\">Khai th\u00e1c ti\u1ec1m n\u0103ng d\u1eef li\u1ec7u trong doanh nghi\u1ec7p: T\u1ed5ng quan v\u1ec1 c\u00e1c n\u1ec1n t\u1ea3ng ph\u00e2n t\u00edch h\u00e0ng \u0111\u1ea7u<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21606\">Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p AI v\u00e0o h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u doanh nghi\u1ec7p: T\u01b0\u01a1ng lai \u0111\u00e3 \u0111\u1ebfn!<\/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<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>X&acirc;y d&#7921;ng m&#7897;t h&#7879; th&#7889;ng l&#432;u tr&#7919; t&#7915; m&#7897;t thi&#7871;t b&#7883; l&#432;u tr&#7919; duy nh&#7845;t l&agrave; &#273;i&#7873;u &#273;&atilde; qu&aacute; d&#7877; d&agrave;ng. Nh&#432;ng vi&#7879;c t&#7853;p h&#7907;p h&agrave;ng ch&#7909;c ngh&igrave;n thi&#7871;t b&#7883; l&#432;u tr&#7919; v&agrave; bi&#7871;n ch&uacute;ng [tr&#7903; th&agrave;nh] m&#7897;t h&#7879; th&#7889;ng l&#432;u tr&#7919; duy nh&#7845;t l&agrave; v&ocirc; c&ugrave;ng kh&oacute; kh&#259;n. Vi&#7879;c gi&#7843;i quy&#7871;t th&agrave;nh c&ocirc;ng th&aacute;ch&#8230;<\/p>\n","protected":false},"author":2,"featured_media":20603,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[589,1329,74],"class_list":["post-20602","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai-storage","tag-ddn","tag-hpc"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n - 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\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"X&acirc;y d&#7921;ng m&#7897;t h&#7879; th&#7889;ng l&#432;u tr&#7919; t&#7915; m&#7897;t thi&#7871;t b&#7883; l&#432;u tr&#7919; duy nh&#7845;t l&agrave; &#273;i&#7873;u &#273;&atilde; qu&aacute; d&#7877; d&agrave;ng. Nh&#432;ng vi&#7879;c t&#7853;p h&#7907;p h&agrave;ng ch&#7909;c ngh&igrave;n thi&#7871;t b&#7883; l&#432;u tr&#7919; v&agrave; bi&#7871;n ch&uacute;ng [tr&#7903; th&agrave;nh] m&#7897;t h&#7879; th&#7889;ng l&#432;u tr&#7919; duy nh&#7845;t l&agrave; v&ocirc; c&ugrave;ng kh&oacute; kh&#259;n. Vi&#7879;c gi&#7843;i quy&#7871;t th&agrave;nh c&ocirc;ng th&aacute;ch...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/hyperscale-data-center.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=\"6 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\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n\",\"datePublished\":\"2024-11-03T14:41:40+00:00\",\"dateModified\":\"2025-04-15T00:37:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/\"},\"wordCount\":1305,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/hyperscale-data-center.jpg\",\"keywords\":[\"AI Storage\",\"DDN\",\"hpc\"],\"articleSection\":[\"AI - HPC\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/\",\"name\":\"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/hyperscale-data-center.jpg\",\"datePublished\":\"2024-11-03T14:41:40+00:00\",\"dateModified\":\"2025-04-15T00:37:55+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/hyperscale-data-center.jpg\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/hyperscale-data-center.jpg\",\"width\":1035,\"height\":653},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Trang ch\u1ee7\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI - HPC\",\"item\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/.\\\/ai-hpc\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"name\":\"Blog | TheGioiMayChu\",\"description\":\"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7\",\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\",\"name\":\"Blog | TheGioiMayChu\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/08\\\/cropped-ntcnlog-logo-2.png\",\"width\":500,\"height\":73,\"caption\":\"Blog | TheGioiMayChu\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thegioimaychu\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\",\"name\":\"Vanito Hoang\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g\",\"caption\":\"Vanito Hoang\"},\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/author\\\/vanito\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n - Blog | TheGioiMayChu","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/","twitter_card":"summary_large_image","twitter_title":"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n - Blog | TheGioiMayChu","twitter_description":"X&acirc;y d&#7921;ng m&#7897;t h&#7879; th&#7889;ng l&#432;u tr&#7919; t&#7915; m&#7897;t thi&#7871;t b&#7883; l&#432;u tr&#7919; duy nh&#7845;t l&agrave; &#273;i&#7873;u &#273;&atilde; qu&aacute; d&#7877; d&agrave;ng. Nh&#432;ng vi&#7879;c t&#7853;p h&#7907;p h&agrave;ng ch&#7909;c ngh&igrave;n thi&#7871;t b&#7883; l&#432;u tr&#7919; v&agrave; bi&#7871;n ch&uacute;ng [tr&#7903; th&agrave;nh] m&#7897;t h&#7879; th&#7889;ng l&#432;u tr&#7919; duy nh&#7845;t l&agrave; v&ocirc; c&ugrave;ng kh&oacute; kh&#259;n. Vi&#7879;c gi&#7843;i quy&#7871;t th&agrave;nh c&ocirc;ng th&aacute;ch...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/hyperscale-data-center.jpg","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n","datePublished":"2024-11-03T14:41:40+00:00","dateModified":"2025-04-15T00:37:55+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/"},"wordCount":1305,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/hyperscale-data-center.jpg","keywords":["AI Storage","DDN","hpc"],"articleSection":["AI - HPC"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/","url":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/","name":"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/hyperscale-data-center.jpg","datePublished":"2024-11-03T14:41:40+00:00","dateModified":"2025-04-15T00:37:55+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/hyperscale-data-center.jpg","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/11\/hyperscale-data-center.jpg","width":1035,"height":653},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/hyperscale-computing-lam-cach-nao-de-dat-duoc-nang-luc-dien-toan-quy-mo-lon-tot-hon-p20602\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Trang ch\u1ee7","item":"https:\/\/thegioimaychu.vn\/blog\/"},{"@type":"ListItem","position":2,"name":"AI - HPC","item":"https:\/\/thegioimaychu.vn\/blog\/.\/ai-hpc\/"},{"@type":"ListItem","position":3,"name":"Hyperscale computing: L\u00e0m c\u00e1ch n\u00e0o \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c n\u0103ng l\u1ef1c \u0111i\u1ec7n to\u00e1n quy m\u00f4 l\u1edbn t\u1ed1t h\u01a1n"}]},{"@type":"WebSite","@id":"https:\/\/thegioimaychu.vn\/blog\/#website","url":"https:\/\/thegioimaychu.vn\/blog\/","name":"Blog | TheGioiMayChu","description":"C\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7","publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thegioimaychu.vn\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/thegioimaychu.vn\/blog\/#organization","name":"Blog | TheGioiMayChu","url":"https:\/\/thegioimaychu.vn\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2018\/08\/cropped-ntcnlog-logo-2.png","width":500,"height":73,"caption":"Blog | TheGioiMayChu"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thegioimaychu\/"]},{"@type":"Person","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18","name":"Vanito Hoang","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e8187f37f72d74f9380a1367c8c530debee44f226a3301f0765c68f7cc1f3fa4?s=96&d=mm&r=g","caption":"Vanito Hoang"},"url":"https:\/\/thegioimaychu.vn\/blog\/author\/vanito\/"}]}},"_links":{"self":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/20602","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/comments?post=20602"}],"version-history":[{"count":2,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/20602\/revisions"}],"predecessor-version":[{"id":21313,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/20602\/revisions\/21313"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/20603"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=20602"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=20602"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=20602"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}