{"id":2265,"date":"2019-09-06T08:52:05","date_gmt":"2019-09-06T08:52:05","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2265"},"modified":"2019-09-07T00:59:35","modified_gmt":"2019-09-07T00:59:35","slug":"cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/","title":{"rendered":"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a> \u0111\u00e3 c\u1ef1c k\u1ef3 t\u00edch c\u1ef1c trong l\u0129nh v\u1ef1c h\u1ecdc t\u1eadp s\u00e2u v\u00e0 AI trong nhi\u1ec1u n\u0103m qua.\u00a0Th\u00e0nh c\u00f4ng n\u00e0y c\u00f3 \u0111\u01b0\u1ee3c l\u00e0 nh\u1edd s\u1ef1 h\u1ee3p t\u00e1c m\u1ea1nh m\u1ebd v\u1edbi c\u00e1c c\u00f4ng ty nh\u01b0 Intel v\u00e0 NVIDIA, c\u0169ng nh\u01b0 kh\u1ea3 n\u0103ng c\u1ee7a <a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a> nhanh ch\u00f3ng \u0111\u01b0a ra th\u1ecb tr\u01b0\u1eddng c\u00e1c n\u1ec1n t\u1ea3ng s\u00e1ng t\u1ea1o d\u1ef1a tr\u00ean nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 th\u1ecb tr\u01b0\u1eddng.\u00a0Ch\u00fang t\u00f4i \u0111\u00e3 xem x\u00e9t nhi\u1ec1u h\u1ec7 th\u1ed1ng bao g\u1ed3m\u00a0DeepLearning10 (8x NVIDIA GTX 1080 Ti GPU)\u00a0v\u00e0\u00a0\u00a0DeepLearning11 (10x NVIDIA GTX 1080 Ti Deep Learningn Server)\u00a0t\u1eeb Supermicro v\u00e0 \u0111\u00f3 l\u00e0 nh\u1eefng h\u1ec7 th\u1ed1ng ch\u00fang t\u00f4i th\u01b0\u1eddng th\u1ea5y trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a Silicon Valley.<\/p>\n<p>Vik Malyala, SVP, FAE &amp; Gi\u00e1m \u0111\u1ed1c ph\u00e1t tri\u1ec3n kinh doanh t\u1ea1i Supermicro, \u0111\u00e3 d\u00e0nh th\u1eddi gian c\u1ee7a m\u00ecnh \u0111\u1ec3 thay m\u1eb7t Supermicro tr\u1ea3 l\u1eddi cu\u1ed9c ph\u1ecfng v\u1ea5n.\u00a0Vik l\u00e0 m\u1ed9t trong nh\u1eefng ng\u01b0\u1eddi m\u00e0 t\u00f4i r\u1ea5t th\u00edch tr\u00f2 chuy\u1ec7n m\u1ed7i khi t\u00f4i gh\u00e9 qua v\u0103n ph\u00f2ng c\u1ee7a Supermicro.\u00a0\u00d4ng c\u00f3 c\u1ea3m nh\u1eadn r\u1ea5t s\u00e2u v\u1ec1 m\u1eb7t k\u1ef9 thu\u1eadt c\u0169ng nh\u01b0 c\u00e1ch th\u1ee9c \u00e1p d\u1ee5ng c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng c\u1ee7a kh\u00e1ch h\u00e0ng.<span id=\"more-35991\"><\/span><\/p>\n<h2>Supermicro v\u00e0 Deep Learning &amp; AI<\/h2>\n<p>Ch\u00fang t\u00f4i \u0111\u00e3 g\u1eedi cho c\u00e1c h\u00e3ng m\u00e1y ch\u1ee7 l\u1edbn m\u1ed9t s\u1ed1 c\u00e2u h\u1ecfi v\u00e0 \u0111\u01b0a cho h\u1ecd b\u1ea3n h\u1ed3i \u0111\u00e1p \u0111\u1ec3 gi\u1ea3i th\u00edch v\u00e0 tr\u1ea3 l\u1eddi khi h\u1ecd th\u1ea5y ph\u00f9 h\u1ee3p.\u00a0M\u1ee5c ti\u00eau c\u1ee7a ch\u00fang t\u00f4i r\u1ea5t \u0111\u01a1n gi\u1ea3n, cung c\u1ea5p cho \u0111\u1ed9c gi\u1ea3 nh\u1eefng g\u00f3c nh\u00ecn \u0111\u1ed9c nh\u1ea5t trong ng\u00e0nh.\u00a0M\u1ed7i ng\u01b0\u1eddi trong lo\u1ea1t b\u00e0i n\u00e0y \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh b\u1edfi n\u1ec1n t\u1ea3ng, c\u00f4ng ty, t\u01b0\u01a1ng t\u00e1c c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 tr\u1ea3i nghi\u1ec7m ri\u00eang bi\u1ec7t c\u1ee7a h\u1ecd.\u00a0Gi\u00e1 tr\u1ecb c\u1ee7a lo\u1ea1t b\u00e0i n\u1eb1m \u1edf c\u1ea3 nh\u1eefng c\u00e2u tr\u1ea3 l\u1eddi ri\u00eang l\u1ebb, nh\u01b0ng c\u0169ng l\u00e0 nh\u1eefng g\u00ec h\u1ecd n\u00f3i v\u1ec1 c\u00e1ch ng\u00e0nh c\u00f4ng nghi\u1ec7p nh\u00ecn nh\u1eadn t\u01b0\u01a1ng lai c\u1ee7a n\u00f3.<\/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>B\u00e0i to\u00e1n \u0111\u00e0o t\u1ea1o (AI training)<\/h3>\n<h3><strong style=\"font-family: Arial, 'Times New Roman', 'Bitstream Charter', Times, serif; font-size: 16px;\">C\u00e1c c\u00f4ng ty n\u0103ng \u0111\u1ed9ng nh\u1ea5t cho c\u00e1c \u1ee9ng d\u1ee5ng training m\u00e0 \u00f4ng \u0111ang th\u1ea5y tr\u00ean th\u1ecb tr\u01b0\u1eddng l\u00e0 ai?\u00a0Nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0o h\u1ecd ph\u1ea3i \u0111\u1ed1i m\u1eb7t \u0111\u1ec3 chi\u1ebfm l\u0129nh s\u1ef1 th\u1ed1ng tr\u1ecb c\u1ee7a NVIDIA tr\u00ean th\u1ecb tr\u01b0\u1eddng?<\/strong><\/h3>\n<p>\u0110\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn AI l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 s\u1ebd ch\u1ea1m \u0111\u1ebfn h\u1ea7u h\u1ebft m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a cu\u1ed9c s\u1ed1ng con ng\u01b0\u1eddi trong nh\u1eefng n\u0103m t\u1edbi theo c\u00e1ch th\u1ee9c c\u00f3 \u00fd ngh\u0129a nh\u1ea5t.\u00a0T\u1ea1i Supermicro, l\u00e0 nh\u00e0 cung c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng th\u1ebf h\u1ec7 k\u1ebf ti\u1ebfp, ch\u00fang t\u00f4i may m\u1eafn c\u00f3 c\u01a1 h\u1ed9i tham gia \u1edf c\u1ea5p \u0111\u1ed9 n\u1ec1n t\u1ea3ng v\u00e0 h\u1ee3p t\u00e1c v\u1edbi nhi\u1ec1u c\u00f4ng ty kh\u00e1c nhau, \u0111\u01b0\u1ee3c th\u00e0nh l\u1eadp v\u00e0 kh\u1edfi \u0111\u1ea7u cho nhi\u1ec7m v\u1ee5 n\u00e0y.\u00a0M\u1ea1ng neural kh\u00f4ng c\u00f3 g\u00ec m\u1edbi v\u00e0 ki\u1ebfn th\u1ee9c c\u1ee7a n\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u1ed5 bi\u1ebfn r\u1ed9ng r\u00e3i \u0111\u1ebfn c\u00e1c tr\u01b0\u1eddng l\u1edbp b\u1edfi v\u00ec cho \u0111\u1ebfn nay, c\u00f4ng ngh\u1ec7 n\u00e0y kh\u00f4ng t\u1ed3n t\u1ea1i \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c thu\u1eadt to\u00e1n v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.\u00a0Ng\u00e0y nay, v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf b\u1edfi Supermicro tr\u00ean ki\u1ebfn \u200b\u200btr\u00fac x86 ti\u00eau chu\u1ea9n k\u1ebft h\u1ee3p v\u1edbi c\u00e1c b\u1ed9 accelerator v\u00e0 c\u00e1c ti\u00eau chu\u1ea9n ph\u1ea7n m\u1ec1m m\u1edf \u0111ang m\u1edf \u0111\u01b0\u1eddng cho c\u00e1c c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn n\u00e0y t\u00ecm ra c\u00e1c \u1ee9ng d\u1ee5ng trong th\u1ef1c t\u1ebf. Intel v\u1edbi Nervana NNP, b\u1ed9 x\u1eed l\u00fd \u0111\u00e0o t\u1ea1o AI c\u1ee7a Habana Gaudi, l\u00e0 m\u1ed9t v\u00e0i trong s\u1ed1 c\u00e1c c\u00f4ng ty \u0111ang nh\u1eadn \u0111\u01b0\u1ee3c l\u1ef1c \u0111\u1ea9y m\u1ea1nh trong l\u0129nh v\u1ef1c n\u00e0y.<\/p>\n<p><strong><span class=\"\">C\u00e1c form factor s\u1ebd thay \u0111\u1ed5i nh\u01b0 th\u1ebf n\u00e0o \u0111\u1ec3 \u0111\u00e1p \u1ee9ng cho c\u00e1c training cluster? C\u00f4ng ty \u00f4ng<\/span>\u00a0c\u00f3 \u0111ang xem x\u00e9t OAM form factor c\u1ee7a OCP cho c\u00e1c thi\u1ebft k\u1ebf trong t\u01b0\u01a1ng lai ho\u1eb7c m\u1ed9t c\u00e1i g\u00ec \u0111\u00f3 kh\u00e1c bi\u1ec7t?<\/strong><\/p>\n<p>T\u1ea1i Supermicro, ch\u00fang t\u00f4i lu\u00f4n tin r\u1eb1ng form factor \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh b\u1edfi t\u00ecnh hu\u1ed1ng s\u1eed d\u1ee5ng v\u00e0 k\u1ecbch b\u1ea3n tri\u1ec3n khai.\u00a0\u0110\u00f3 l\u00e0 l\u00fd do t\u1ea1i sao b\u1ea1n th\u1ea5y r\u1ea5t nhi\u1ec1u t\u00ednh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi danh m\u1ee5c \u0111\u1ea7u t\u01b0 c\u1ee7a ch\u00fang t\u00f4i.\u00a0Khi AI tr\u1edf n\u00ean ch\u00ednh th\u1ed1ng h\u01a1n, ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y nhu c\u1ea7u v\u1ec1 nhi\u1ec1u bi\u1ebfn th\u1ec3 trong form factor \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi y\u00eau c\u1ea7u c\u1ee7a t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn.\u00a0Nhi\u1ec1u trong s\u1ed1 c\u00e1c quy\u1ebft \u0111\u1ecbnh n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edbng d\u1eabn b\u1edfi s\u1ed1 l\u01b0\u1ee3ng &amp; ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh b\u1edfi c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng v\u00e0 HVAC trong trung t\u00e2m d\u1eef li\u1ec7u &amp; c\u1ea1nh.\u00a0T\u1ea5t c\u1ea3 s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n hi\u1ec7u n\u0103ng cao n\u00e0y t\u1ecfa ra r\u1ea5t nhi\u1ec1u nhi\u1ec7t v\u00e0 \u0111i\u1ec1u c\u1ef1c k\u1ef3 quan tr\u1ecdng l\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho \u0111\u1ed9 tin c\u1eady v\u00e0 \u1ed5n \u0111\u1ecbnh nhi\u1ec7t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o tu\u1ed5i th\u1ecd.\u00a0Supermicro v\u1edbi s\u1ef1 kh\u1edfi \u0111\u1ea7u l\u00e0 m\u1ed9t c\u00f4ng ty thi\u1ebft k\u1ebf bo m\u1ea1ch ch\u1ee7 c\u1ee7a c\u1eeda h\u00e0ng, \u0111\u1eb7c bi\u1ec7t h\u01b0\u1edbng \u0111\u1ebfn th\u00e1ch th\u1ee9c n\u00e0y, nh\u01b0 ch\u00fang t\u00f4i thi\u1ebft k\u1ebf,<\/p>\n<p>T\u1ea1i Supermicro, ch\u00fang t\u00f4i kh\u00f4ng theo m\u1ed9t \u0111\u1ecbnh ki\u1ebfn n\u00e0o v\u00e0 danh m\u1ee5c s\u1ea3n ph\u1ea9m c\u1ee7a ch\u00fang t\u00f4i ch\u1ee7 y\u1ebfu s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u00ecnh b\u1edfi c\u00e1c y\u00eau c\u1ea7u hi\u1ec7n t\u1ea1i c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng trong t\u01b0\u01a1ng lai c\u1ee7a h\u1ecd.\u00a0Khi vi\u1ec7c tri\u1ec3n khai AI t\u0103ng l\u00ean, ch\u00fang ta s\u1ebd th\u1ea5y Supermicro n\u1eafm l\u1ea5y v\u00e0 cho ph\u00e9p nhi\u1ec1u thi\u1ebft k\u1ebf s\u1ebd ti\u1ebfp t\u1ee5c cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 c\u00f3 hi\u1ec7u su\u1ea5t t\u1ed1t nh\u1ea5t v\u00e0 gi\u1ea3m TCO.<\/p>\n<p><strong>Nh\u1eefng lo\u1ea1i back-end l\u01b0u tr\u1eef m\u00e0 \u00f4ng \u0111ang th\u1ea5y l\u00e0 ph\u1ed5 bi\u1ebfn cho kh\u00e1ch h\u00e0ng <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> training?\u00a0Nh\u1eefng b\u00e0i h\u1ecdc kinh nghi\u1ec7m t\u1eeb c\u00e1c kh\u00e1ch h\u00e0ng c\u1ee7a c\u00f4ng ty \u00f4ng l\u00e0 g\u00ec?<\/strong><\/p>\n<p>Cho \u0111\u1ebfn m\u1ed9t v\u00e0i n\u0103m tr\u01b0\u1edbc, Storage t\u1eebng l\u00e0 n\u00fat c\u1ed5 chai cho nhi\u1ec1u \u1ee9ng d\u1ee5ng t\u00ednh to\u00e1n hi\u1ec7u n\u0103ng cao n\u00e0y.\u00a0V\u1edbi s\u1ef1 ra m\u1eaft c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 flash th\u1ebf h\u1ec7 ti\u1ebfp theo nh\u01b0 NVMe v\u00e0 persistent memory, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c cung c\u1ea5p cho CPU v\u1edbi \u0111\u1ed9 tr\u1ec5 th\u1ea5p h\u01a1n nhi\u1ec1u v\u00e0 c\u00f3 dung l\u01b0\u1ee3ng cao h\u01a1n.\u00a0C\u00e1c gi\u1ea3i ph\u00e1p flash 32 NVMe c\u1ee7a Supermicro trong c\u00e1c form factor l\u01b0u tr\u1eef th\u1ebf h\u1ec7 ti\u1ebfp theo EDSFF (long &amp; short) v\u00e0 h\u1ec7 s\u1ed1 d\u1ea1ng NF1 trong 1U \u0111ang c\u00e1ch m\u1ea1ng h\u00f3a c\u00e1ch th\u1ee9c c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef v\u00e0 truy xu\u1ea5t cho c\u00e1c y\u00eau c\u1ea7u t\u00ednh to\u00e1n nhanh h\u01a1n.\u00a0T\u00ednh s\u1eb5n c\u00f3 c\u1ee7a persistent memory d\u00e0y \u0111\u1eb7c v\u00e0 b\u1ed9 l\u01b0u tr\u1eef flash th\u1ebf h\u1ec7 ti\u1ebfp theo trong danh m\u1ee5c c\u00e1c h\u1ec7 th\u1ed1ng multinode c\u1ee7a Supermicro c\u0169ng gi\u00fap kh\u00e1ch h\u00e0ng c\u1ee7a ch\u00fang t\u00f4i gi\u1ea3m \u0111\u1ed9 tr\u1ec5 v\u00e0 t\u0103ng m\u1eadt \u0111\u1ed9 c\u1ee7a b\u1ed9 l\u01b0u tr\u1eef\u00a0d\u1eef li\u1ec7u m\u00e0 kh\u00f4ng l\u00e0m t\u0103ng footprint v\u1eadt l\u00fd c\u1ee7a ch\u00fang.<\/p>\n<p><strong><a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">Gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> v\u00e0 k\u1ebft n\u1ed1i m\u1ea1ng n\u00e0o \u00f4ng \u0111ang xem l\u00e0 xu h\u01b0\u1edbng chi\u1ebfm \u01b0u th\u1ebf cho kh\u00e1ch h\u00e0ng AI c\u1ee7a Supermicro?\u00a0C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef v\u00e0 m\u1ea1ng AI th\u1ebf h\u1ec7 ti\u1ebfp theo s\u1ebd nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/p>\n<p>V\u1edbi t\u1ea5t c\u1ea3 s\u1ef1 \u0111\u1ed5i m\u1edbi trong c\u00f4ng ngh\u1ec7 l\u01b0u tr\u1eef trong v\u00e0i n\u0103m qua, vi\u1ec7c l\u01b0u tr\u1eef kh\u00f4ng c\u00f2n l\u00e0 n\u00fat c\u1ed5 chai.\u00a0S\u1ef1 t\u1eafc ngh\u1ebdn \u0111ang di chuy\u1ec3n nhi\u1ec1u h\u01a1n v\u1ec1 ph\u00eda m\u1ea1ng.\u00a0Theo truy\u1ec1n th\u1ed1ng, InfiniBand v\u00e0 RDMA l\u00e0 nh\u1eefng c\u00f4ng ngh\u1ec7 ti\u00ean ti\u1ebfn khi n\u00f3i \u0111\u1ebfn c\u00e1c \u1ee9ng d\u1ee5ng t\u00ednh to\u00e1n cao, \u0111\u1ed9 tr\u1ec5 th\u1ea5p.\u00a0Tuy nhi\u00ean, nh\u1eefng ti\u1ebfn b\u1ed9 trong Ethernet truy\u1ec1n th\u1ed1ng v\u1edbi t\u1ed1c \u0111\u1ed9 400G v\u00e0 100G tr\u1edf n\u00ean kh\u1ea3 thi, ch\u00fang ta th\u1ea5y r\u1ea5t nhi\u1ec1u tri\u1ec3n khai th\u1ebf h\u1ec7 ti\u1ebfp theo \u0111i theo l\u1ed9 tr\u00ecnh c\u1ee7a Ethernet truy\u1ec1n th\u1ed1ng.\u00a0Th\u00eam v\u00e0o \u0111\u00f3, nh\u1eefng c\u1ea3i ti\u1ebfn trong vi\u1ec7c th\u1ef1c hi\u1ec7n c\u00e1c h\u1ec7 th\u1ed1ng queuing chuy\u00ean d\u1ee5ng v\u00e0 c\u00e1c k\u1ef9 thu\u1eadt \u01b0u ti\u00ean kh\u00e1c trong network interface s\u1ebd \u0111\u1ea9y nhanh vi\u1ec7c \u00e1p d\u1ee5ng Ethernet truy\u1ec1n th\u1ed1ng.\u00a0C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 DC persistent memory c\u1ee7a Intel c\u0169ng cung c\u1ea5p b\u1ed9 nh\u1edb dung l\u01b0\u1ee3ng cao c\u00f3 \u0111\u1ed9 tr\u1ec5 r\u1ea5t th\u1ea5p v\u00e0 g\u1ea7n v\u1edbi CPU nh\u1ea5t.<\/p>\n<p><strong>Trong 2-3 n\u0103m t\u1edbi, xu h\u01b0\u1edbng cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng v\u00e0 l\u00e0m m\u00e1t m\u00e0 kh\u00e1ch h\u00e0ng c\u1ee7a \u00f4ng y\u00eau c\u1ea7u l\u00e0 g\u00ec?<\/strong><\/p>\n<p>S\u1ee9c m\u1ea1nh v\u00e0 l\u00e0m m\u00e1t s\u1ebd l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c trong nh\u1eefng n\u0103m t\u1edbi v\u00ec CPU, GPU, FPGA v\u00e0 c\u00e1c b\u1ed9 accelerator m\u1edbi h\u01a1n \u0111ang ng\u1ed1n \u0111i\u1ec7n v\u00e0 t\u1ecfa ra r\u1ea5t nhi\u1ec1u nhi\u1ec7t.\u00a0Supermicro v\u00ec b\u1ea3n ch\u1ea5t c\u1ee7a n\u00f3 trong bo m\u1ea1ch ch\u1ee7 v\u00e0 thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p s\u00e1ng t\u1ea1o khi thi\u1ebft k\u1ebf <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> t\u00ednh to\u00e1n hi\u1ec7u su\u1ea5t cao v\u00e0 d\u00e0y \u0111\u1eb7c.\u00a0Tuy nhi\u00ean, khi m\u1ee9c ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng v\u00e0 ph\u00e1t th\u1ea3i nhi\u1ec7t t\u0103ng l\u00ean v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 th\u1ebf h\u1ec7 ti\u1ebfp theo n\u00e0y, Supermicro cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p l\u00e0m m\u00e1t b\u1eb1ng ch\u1ea5t l\u1ecfng c\u00f9ng v\u1edbi l\u00e0m m\u00e1t kh\u00f4ng kh\u00ed mi\u1ec5n ph\u00ed trong danh m\u1ee5c s\u1ea3n ph\u1ea9m c\u1ee7a ch\u00fang t\u00f4i.\u00a0Nh\u01b0 ch\u00fang ta th\u1ea5y, t\u1ea1i m\u1ed9t th\u1eddi \u0111i\u1ec3m n\u00e0o \u0111\u00f3 trong t\u01b0\u01a1ng lai g\u1ea7n, c\u1ea7n ph\u1ea3i c\u00e2n b\u1eb1ng gi\u1eefa m\u1eadt \u0111\u1ed9 v\u00e0 nhi\u1ec7t \u0111\u01b0\u1ee3c quy\u1ebft \u0111\u1ecbnh b\u1edfi c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng v\u00e0 v\u1ecb tr\u00ed c\u1ee7a thi\u1ebft b\u1ecb &#8211; DataCenters v\u1edbi HVAC ho\u1eb7c tri\u1ec3n khai \u1edf c\u1ea1nh bi\u00ean ph\u1ee9c t\u1ea1p v\u1edbi ngu\u1ed3n l\u1ef1c h\u1ea1n ch\u1ebf.<\/p>\n<p><strong>C\u00e1c kh\u00e1nh h\u00e0ng AI c\u00f3 th\u1ec3 l\u01b0u \u00fd g\u00ec khi h\u1ecd l\u00ean k\u1ebf ho\u1ea1ch cho h\u1ec7 th\u1ed1ng AI c\u1ee7a h\u1ecd trong n\u0103m 2019?<\/strong><\/p>\n<p>Ti\u1ec1m n\u0103ng c\u1ee7a AI ch\u1eafc ch\u1eafn s\u1ebd \u0111\u01b0\u1ee3c khai ph\u00e1 nh\u1edd t\u1ea5t c\u1ea3 nh\u1eefng \u0111\u1ed5i m\u1edbi trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng.\u00a0T\u1ea5t c\u1ea3 c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c trong m\u1ecdi ng\u00e0nh c\u00f3 th\u1ec3 s\u1ebd c\u00f3 \u0111\u01b0\u1ee3c g\u00f3c nh\u00ecn th\u1ee9 hai v\u00e0 AI s\u1ebd thay \u0111\u1ed5i nhi\u1ec1u quy tr\u00ecnh c\u00f4ng vi\u1ec7c \u0111\u00f3 theo h\u01b0\u1edbng ho\u1ea1t \u0111\u1ed9ng t\u1ef1 \u0111\u1ed9ng h\u01a1n, hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 s\u1ebd \u0111em l\u1ea1i k\u1ebft qu\u1ea3 l\u00e0 t\u0103ng n\u0103ng su\u1ea5t.\u00a0\u0110i\u1ec1u quan tr\u1ecdng l\u00e0 kh\u00e1ch h\u00e0ng ph\u1ea3i l\u1eadp k\u1ebf ho\u1ea1ch cho s\u1ef1 linh \u0111\u1ed9ng, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 \u00e1p d\u1ee5ng c\u00e1c ti\u00eau chu\u1ea9n m\u1edf khi h\u1ecd l\u00ean k\u1ebf ho\u1ea1ch tri\u1ec3n khai v\u00e0 \u0111i\u1ec1u n\u00e0y h\u1ee3p t\u00e1c v\u1edbi nh\u00e0 cung c\u1ea5p ph\u00f9 h\u1ee3p c\u00f3 c\u00f9ng t\u01b0 duy.<\/p>\n<h3>B\u00e0i to\u00e1n suy lu\u1eadn (AI inference)<\/h3>\n<p><strong>\u00d4ng c\u00f3 nh\u1eadn th\u1ea5y nhi\u1ec1u nhu c\u1ea7u v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p suy lu\u1eadn m\u1edbi d\u1ef1a tr\u00ean c\u00e1c chip nh\u01b0 NVIDIA Tesla T4 kh\u00f4ng?<\/strong><\/p>\n<p>C\u00f3 m\u1ed9t nhu c\u1ea7u r\u1ea5t l\u1edbn \u0111\u1ed1i v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p suy lu\u1eadn c\u1ea3 quy m\u00f4 l\u1edbn &amp; nh\u1ecf trong c\u00e1c ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u00e1c nhau.\u00a0V\u00e0 nhu c\u1ea7u n\u00e0y c\u00f3 th\u1ec3 s\u1ebd t\u0103ng g\u1ea5p nhi\u1ec1u l\u1ea7n trong nh\u1eefng n\u0103m t\u1edbi khi h\u1ec7 sinh th\u00e1i ph\u00e1t tri\u1ec3n \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c ng\u00e0nh d\u1ecdc kh\u00e1c nhau.<\/p>\n<p><strong>C\u00f3 ph\u1ea3i kh\u00e1ch h\u00e0ng c\u1ee7a \u00f4ng \u0111\u00f2i h\u1ecfi nhi\u1ec1u GPU h\u01a1n trong c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a h\u1ecd?<\/strong><\/p>\n<p>Vi\u1ec5n c\u1ea3nh v\u1eabn \u0111ang trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 d\u1ef1a tr\u00ean tr\u01b0\u1eddng h\u1ee3p \u1ee9ng d\u1ee5ng, c\u00f3 th\u1ec3 s\u1ebd c\u00f3 c\u00e1c gi\u1ea3i ph\u00e1p gi\u1ea3i quy\u1ebft c\u00e1c nhu c\u1ea7u c\u1ee7a suy lu\u1eadn th\u00f4ng qua c\u00e1c FPGA t\u00f9y ch\u1ec9nh \u0111\u1ec3 cung c\u1ea5p kh\u1ea3 n\u0103ng t\u1ed1i \u01b0u h\u00f3a ph\u00f9 h\u1ee3p.\u00a0C\u00e1c ti\u00eau chu\u1ea9n m\u1edbi cho t\u1ed1c \u0111\u1ed9 cao, k\u1ebft n\u1ed1i \u0111\u1ed9 tr\u1ec5 th\u1ea5p s\u1ebd ph\u00f9 h\u1ee3p v\u1edbi vi\u1ec7c \u00e1p d\u1ee5ng c\u00e1c GPU d\u1ec5 d\u00e0ng h\u01a1n.<\/p>\n<p><strong>C\u00e1c c\u00f4ng ty cung c\u1ea5p b\u1ed9 accelerator l\u1edbn m\u00e0 \u00f4ng \u0111ang l\u00e0m vi\u1ec7c trong th\u1ecb ph\u1ea7n\u00a0 suy lu\u1eadn AI l\u00e0 ai?<\/strong><\/p>\n<p>C\u00e1c c\u00f4ng ty r\u00f5 r\u00e0ng ch\u00fang t\u00f4i \u0111ang h\u1ee3p t\u00e1c l\u00e0 Intel, Nvidia v\u00e0 AMD.\u00a0Ch\u00fang t\u00f4i c\u0169ng \u0111ang x\u00e1c nh\u1eadn c\u00e1c gi\u1ea3i ph\u00e1p FPGA t\u1eeb Intel v\u00e0 Xilinx trong c\u00e1c n\u1ec1n t\u1ea3ng c\u1ee7a ch\u00fang t\u00f4i.\u00a0Supermicro v\u00ec l\u1ea7n \u0111\u1ea7u ti\u00ean \u0111\u01b0a ra th\u1ecb tr\u01b0\u1eddng trong c\u00e1c c\u00f4ng ngh\u1ec7 m\u1edbi nh\u1ea5t th\u01b0\u1eddng l\u00e0 n\u1ec1n t\u1ea3ng \u01b0a th\u00edch cho nhi\u1ec1u gi\u1ea3i ph\u00e1p mang t\u00ednh c\u00e1ch m\u1ea1ng.\u00a0Ti\u1ebfp t\u1ee5c truy\u1ec1n th\u1ed1ng t\u01b0\u01a1ng t\u1ef1, nhi\u1ec1u c\u00f4ng ty v\u00e0 startup trong l\u0129nh v\u1ef1c n\u00e0y coi Supermicro l\u00e0 \u0111\u1ed1i t\u00e1c v\u00e0 nh\u00e0 cung c\u1ea5p khi c\u00f3 nhu c\u1ea7u v\u1ec1 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI c\u1ee7a h\u1ecd.<\/p>\n<p><strong>C\u00f3 c\u00e1c form factor nh\u1ea5t \u0111\u1ecbnh m\u00e0 \u00f4ng \u0111ang t\u1eadp trung \u0111\u1ec3 k\u00edch ho\u1ea1t trong danh m\u1ee5c m\u00e1y ch\u1ee7 c\u1ee7a m\u00ecnh kh\u00f4ng?\u00a0V\u00ed d\u1ee5, Facebook \u0111ang d\u1ef1a r\u1ea5t nhi\u1ec1u v\u00e0o M.2 cho c\u00e1c thi\u1ebft k\u1ebf suy lu\u1eadn<\/strong>.<\/p>\n<p>T\u1ea1i Supermicro, ch\u00fang t\u00f4i lu\u00f4n \u0111\u1ec3 danh m\u1ee5c s\u1ea3n ph\u1ea9m c\u1ee7a m\u00ecnh ph\u1ea3n \u00e1nh c\u00e1c y\u00eau c\u1ea7u v\u00e0 nhu c\u1ea7u c\u1ee7a kh\u00e1ch h\u00e0ng.\u00a0Ch\u00fang t\u00f4i cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p d\u00e0y \u0111\u1eb7c d\u1ef1a tr\u00ean c\u00e1c form factor kh\u00e1c nhau nh\u01b0 U.2 \/ M.2 \/ EDSFF, v.v.\u00a0T\u1ea5t c\u1ea3 \u0111\u1ec1u d\u1ef1a tr\u00ean k\u1ebft n\u1ed1i PCIe.\u00a0Ch\u00fang t\u00f4i \u0111\u1ec3 cho kh\u00e1ch h\u00e0ng v\u00e0 workload c\u1ee7a h\u1ecd x\u00e1c \u0111\u1ecbnh form factor ph\u00f9 h\u1ee3p.<\/p>\n<p><strong>Bao nhi\u00eau ph\u1ea7n tr\u0103m kh\u00e1ch h\u00e0ng c\u1ee7a b\u1ea1n ng\u00e0y nay \u0111ang t\u00ecm c\u00e1ch tri\u1ec3n khai suy lu\u1eadn trong c\u1ee5m m\u00e1y ch\u1ee7 c\u1ee7a h\u1ecd?\u00a0C\u00f3 ph\u1ea3i h\u1ecd \u0111ang l\u00e0m nh\u01b0 v\u1eady v\u1edbi ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng hay h\u1ecd \u0111ang xem x\u00e9t c\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 <a class=\"iblink\" href=\"\/linh-kien-may-chu\/cpu-may-chu\/intel\/\">Intel Xeon Scalable<\/a> th\u1ebf h\u1ec7 th\u1ee9 2 VNNI nh\u01b0 m\u1ed9t gi\u1ea3i ph\u00e1p &#8220;\u0111\u1ee7 t\u1ed1t&#8221;?<\/strong><\/p>\n<p>Suy lu\u1eadn AI v\u1eabn l\u00e0 m\u1ed9t c\u00e2u chuy\u1ec7n \u0111ang di\u1ec5n ra v\u00e0 nhi\u1ec1u kh\u00e1ch h\u00e0ng \u0111ang t\u00ecm c\u00e1ch \u0111\u1ea1t k\u1ebft qu\u1ea3 trong \u0111\u00f3 v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 m\u00e1y ch\u1ee7 ch\u00ednh th\u1ed1ng.\u00a0Ch\u00fang t\u00f4i \u0111\u00e3 cho ph\u00e9p danh m\u1ee5c s\u1ea3n ph\u1ea9m multi-node c\u1ee7a ch\u00fang t\u00f4i bao g\u1ed3m h\u1ecd SuperBlade c\u00f3 th\u1ec3 linh ho\u1ea1t s\u1eed d\u1ee5ng CPU \u0111a n\u0103ng v\u00e0 c\u1ea3 b\u1ed9 accelerator \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 mong mu\u1ed1n.<\/p>\n<p><strong>C\u00e1c kh\u00e1ch h\u00e0ng AI n\u00ean l\u01b0u \u00fd \u0111i\u1ec1u g\u00ec khi h\u1ecd l\u00ean k\u1ebf ho\u1ea1ch mua m\u00e1y ch\u1ee7 khi n\u00f3i \u0111\u1ebfn AI trong n\u0103m 2019?<\/strong><\/p>\n<p>M\u1ed9t l\u1ea7n n\u1eefa, t\u00ednh linh ho\u1ea1t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng r\u00f5 r\u00e0ng s\u1ebd l\u00e0 y\u1ebfu t\u1ed1 quy\u1ebft \u0111\u1ecbnh.\u00a0H\u01b0\u1edbng t\u1edbi m\u1ee5c ti\u00eau n\u00e0y, t\u1ea1i Supermicro, ch\u00fang t\u00f4i cung c\u1ea5p l\u1ef1a ch\u1ecdn c\u00e1c form factor v\u1edbi c\u00e1c l\u1ef1a ch\u1ecdn c\u00f4ng ngh\u1ec7 linh ho\u1ea1t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o kho\u1ea3n \u0111\u1ea7u t\u01b0 c\u1ee7a kh\u00e1ch h\u00e0ng \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 v\u00e0 \u0111\u1ea1t \u0111\u01b0\u1ee3c quy m\u00f4 c\u1ea7n thi\u1ebft.<\/p>\n<h3>\u1ee8ng d\u1ee5ng<\/h3>\n<p><strong>L\u00e0m th\u1ebf n\u00e0o Supermicro s\u1eed d\u1ee5ng AI v\u00e0 ML \u0111\u1ec3 l\u00e0m cho m\u00e1y ch\u1ee7 v\u00e0 <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> c\u1ee7a h\u00e3ng t\u1ed1t h\u01a1n?<\/strong><\/p>\n<p>Ch\u00fang t\u00f4i cho ph\u00e9p m\u1ed9t s\u1ed1 c\u00f4ng ty h\u00e0ng \u0111\u1ea7u trong ng\u00e0nh s\u1ea3n xu\u1ea5t ch\u1ea5t b\u00e1n d\u1eabn, c\u00f4ng nghi\u1ec7p EDA v\u00e0 s\u1ea3n xu\u1ea5t (bi\u1ebfn t\u1ea5m kim lo\u1ea1i th\u00e0nh PCB) ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 t\u1ed1t h\u01a1n, nhanh h\u01a1n v\u00e0 ch\u00fang t\u00f4i \u0111ang l\u00ean chi\u1ebfn l\u01b0\u1ee3c s\u1eed d\u1ee5ng AI \/ ML trong c\u00e1c c\u01a1 s\u1edf gi\u1ea3i ph\u00e1p v\u00e0 t\u00edch h\u1ee3p rack c\u0169ng nh\u01b0 d\u1ef1 \u0111o\u00e1n \/ ph\u00e2n t\u00edch l\u1ed7i.\u00a0V\u1ea5n \u0111\u1ec1 n\u00e0y v\u1eabn c\u00f2n trong giai \u0111o\u1ea1n tr\u1ee9ng n\u01b0\u1edbc nh\u01b0 b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y, nh\u01b0ng, ch\u00fang t\u00f4i li\u00ean t\u1ee5c \u0111\u00e1nh gi\u00e1 c\u00e1c l\u1ef1a ch\u1ecdn \u0111\u1ec3 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng.<\/p>\n<p><strong>\u1ede \u0111\u00e2u v\u00e0 khi n\u00e0o \u00f4ng mong mu\u1ed1n m\u1ed9t qu\u1ea3n tr\u1ecb vi\u00ean CNTT s\u1ebd th\u1ea5y t\u1ef1 \u0111\u1ed9ng h\u00f3a d\u1ef1a tr\u00ean AI \u0111\u1ea3m nh\u1eadn m\u1ed9t nhi\u1ec7m v\u1ee5 l\u1edbn \u0111\u1ebfn m\u1ee9c h\u1ecd s\u1ebd c\u00f3 m\u1ed9t kho\u1ea3nh kh\u1eafc s\u1ebd h\u00e9t l\u00ean &#8220;wow!&#8221;?<\/strong><\/p>\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a d\u1ef1a tr\u00ean AI s\u1ebd th\u00e2m nh\u1eadp v\u00e0 cu\u1ed1i c\u00f9ng ki\u1ec3m so\u00e1t M\u1eccI t\u1ea7ng c\u1ee7a l\u1edbp ph\u1ea7n m\u1ec1m, thay th\u1ebf k\u1ef9 thu\u1eadt c\u1ee7a con ng\u01b0\u1eddi b\u1eb1ng t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ch\u1ec9nh, t\u1ef1 c\u1ea3i thi\u1ec7n, m\u00e3 ch\u1ea1y c\u00f3 hi\u1ec7u su\u1ea5t t\u1ed1t h\u01a1n, v.v. V\u00ed d\u1ee5: Qu\u1ea3n tr\u1ecb vi\u00ean CNTT c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng tr\u00ed th\u00f4ng minh c\u1ee7a m\u00e1y \u0111\u1ec3 thay th\u1ebf c\u01a1 ch\u1ebf &#8220;ng\u01b0\u1eddi d\u00f9ng t\u00f9y ch\u1ec9nh hi\u1ec7u su\u1ea5t&#8221; trong t\u1ea5t c\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng ph\u1ea7n m\u1ec1m, lo\u1ea1i b\u1ecf s\u1ef1 c\u1ea7n thi\u1ebft ph\u1ea3i tinh ch\u1ec9nh ch\u00fang v\u1edbi c\u00e1c tham s\u1ed1 d\u00f2ng l\u1ec7nh.\u00a0M\u00e1y m\u00f3c th\u00f4ng minh s\u1ebd v\u01b0\u1ee3t tr\u1ed9i h\u01a1n so v\u1edbi \u0111i\u1ec1u ch\u1ec9nh tay.\u00a0M\u1ed9t s\u1ed1 c\u00f4ng ty kh\u1edfi nghi\u1ec7p t\u1eadn d\u1ee5ng tr\u00ed th\u00f4ng minh c\u1ee7a m\u00e1y m\u00f3c \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u1ea3 c\u1ea5u h\u00ecnh ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 ph\u1ed5 th\u00f4ng \u0111\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ri\u00eang.<\/p>\n<h2>L\u1eddi cu\u1ed1i<\/h2>\n<p>C\u00f3 m\u1ed9t \u0111i\u1ec1u ch\u1eafc ch\u1eafn, nh\u01b0 t\u00f4i th\u1ea5y c\u00e1c <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> \u1edf Thung l\u0169ng Silicon, c\u00e1c m\u00e1y Supermicro r\u1ea5t d\u1ec5 ph\u00e1t hi\u1ec7n v\u00e0 ch\u00fang \u1edf kh\u1eafp m\u1ecdi n\u01a1i.\u00a0Vik v\u00e0 nh\u00f3m c\u1ee7a anh \u1ea5y \u0111\u00e3 th\u1ef1c hi\u1ec7n m\u1ed9t c\u00f4ng vi\u1ec7c tuy\u1ec7t v\u1eddi cho ph\u00e9p th\u1ecb tr\u01b0\u1eddng \u0111i\u1ec7n to\u00e1n GPU tr\u1edf n\u00ean ph\u1ed5 bi\u1ebfn.\u00a0T\u00f4i mu\u1ed1n n\u00f3i l\u1eddi c\u1ea3m \u01a1n m\u1ed9t l\u1ea7n n\u1eefa v\u1edbi Vik v\u00ec \u0111\u00e3 tham gia cu\u1ed9c ph\u1ecfng v\u1ea5n c\u1ee7a ch\u00fang t\u00f4i.<\/p>\n<p><em>L\u01b0\u1ee3c d\u1ecbch t\u1eeb<\/em>\u00a0 STH<\/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=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/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=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Supermicro &#273;&atilde; c&#7921;c k&#7923; t&iacute;ch c&#7921;c trong l&#297;nh v&#7921;c h&#7885;c t&#7853;p s&acirc;u v&agrave; AI trong nhi&#7873;u n&#259;m qua.&nbsp;Th&agrave;nh c&ocirc;ng n&agrave;y c&oacute; &#273;&#432;&#7907;c l&agrave; nh&#7901; s&#7921; h&#7907;p t&aacute;c m&#7841;nh m&#7869; v&#7899;i c&aacute;c c&ocirc;ng ty nh&#432; Intel v&agrave; NVIDIA, c&#361;ng nh&#432; kh&#7843; n&#259;ng c&#7911;a Supermicro nhanh ch&oacute;ng &#273;&#432;a ra th&#7883; tr&#432;&#7901;ng c&aacute;c n&#7873;n t&#7843;ng s&aacute;ng t&#7841;o d&#7921;a&#8230;<\/p>\n","protected":false},"author":2,"featured_media":2266,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,44],"tags":[7,12,1316],"class_list":["post-2265","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-product","tag-ai","tag-deep-learning","tag-supermicro"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019 - 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\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019 - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Supermicro &#273;&atilde; c&#7921;c k&#7923; t&iacute;ch c&#7921;c trong l&#297;nh v&#7921;c h&#7885;c t&#7853;p s&acirc;u v&agrave; AI trong nhi&#7873;u n&#259;m qua.&nbsp;Th&agrave;nh c&ocirc;ng n&agrave;y c&oacute; &#273;&#432;&#7907;c l&agrave; nh&#7901; s&#7921; h&#7907;p t&aacute;c m&#7841;nh m&#7869; v&#7899;i c&aacute;c c&ocirc;ng ty nh&#432; Intel v&agrave; NVIDIA, c&#361;ng nh&#432; kh&#7843; n&#259;ng c&#7911;a Supermicro nhanh ch&oacute;ng &#273;&#432;a ra th&#7883; tr&#432;&#7901;ng c&aacute;c n&#7873;n t&#7843;ng s&aacute;ng t&#7841;o d&#7921;a...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/09\/108116-supermicro-4029gp-1260x7091.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=\"20 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\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019\",\"datePublished\":\"2019-09-06T08:52:05+00:00\",\"dateModified\":\"2019-09-07T00:59:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/\"},\"wordCount\":4038,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/108116-supermicro-4029gp-1260x7091.jpg\",\"keywords\":[\"ai\",\"deep learning\",\"Supermicro\"],\"articleSection\":[\"AI - HPC\",\"S\u1ea3n ph\u1ea9m\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/\",\"name\":\"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019 - Blog | TheGioiMayChu\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/108116-supermicro-4029gp-1260x7091.jpg\",\"datePublished\":\"2019-09-06T08:52:05+00:00\",\"dateModified\":\"2019-09-07T00:59:35+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/108116-supermicro-4029gp-1260x7091.jpg\",\"contentUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/108116-supermicro-4029gp-1260x7091.jpg\",\"width\":1260,\"height\":709},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\\\/#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\":\"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019\"}]},{\"@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":"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019 - 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\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/","twitter_card":"summary_large_image","twitter_title":"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019 - Blog | TheGioiMayChu","twitter_description":"Supermicro &#273;&atilde; c&#7921;c k&#7923; t&iacute;ch c&#7921;c trong l&#297;nh v&#7921;c h&#7885;c t&#7853;p s&acirc;u v&agrave; AI trong nhi&#7873;u n&#259;m qua.&nbsp;Th&agrave;nh c&ocirc;ng n&agrave;y c&oacute; &#273;&#432;&#7907;c l&agrave; nh&#7901; s&#7921; h&#7907;p t&aacute;c m&#7841;nh m&#7869; v&#7899;i c&aacute;c c&ocirc;ng ty nh&#432; Intel v&agrave; NVIDIA, c&#361;ng nh&#432; kh&#7843; n&#259;ng c&#7911;a Supermicro nhanh ch&oacute;ng &#273;&#432;a ra th&#7883; tr&#432;&#7901;ng c&aacute;c n&#7873;n t&#7843;ng s&aacute;ng t&#7841;o d&#7921;a...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/09\/108116-supermicro-4029gp-1260x7091.jpg","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"20 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019","datePublished":"2019-09-06T08:52:05+00:00","dateModified":"2019-09-07T00:59:35+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/"},"wordCount":4038,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/09\/108116-supermicro-4029gp-1260x7091.jpg","keywords":["ai","deep learning","Supermicro"],"articleSection":["AI - HPC","S\u1ea3n ph\u1ea9m"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/","url":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/","name":"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019 - Blog | TheGioiMayChu","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#primaryimage"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/09\/108116-supermicro-4029gp-1260x7091.jpg","datePublished":"2019-09-06T08:52:05+00:00","dateModified":"2019-09-07T00:59:35+00:00","breadcrumb":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#primaryimage","url":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/09\/108116-supermicro-4029gp-1260x7091.jpg","contentUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/09\/108116-supermicro-4029gp-1260x7091.jpg","width":1260,"height":709},{"@type":"BreadcrumbList","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cuoc-phong-van-voi-dai-dien-supermicro-ve-deep-learning-va-ai-mua-he-2019-p2265\/#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":"Cu\u1ed9c ph\u1ecfng v\u1ea5n v\u1edbi \u0111\u1ea1i di\u1ec7n Supermicro v\u1ec1 Deep Learning v\u00e0 AI, m\u00f9a h\u00e8 2019"}]},{"@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\/2265","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=2265"}],"version-history":[{"count":4,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/2265\/revisions"}],"predecessor-version":[{"id":2271,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/posts\/2265\/revisions\/2271"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media\/2266"}],"wp:attachment":[{"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/media?parent=2265"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/categories?post=2265"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thegioimaychu.vn\/blog\/wp-json\/wp\/v2\/tags?post=2265"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}