{"id":2192,"date":"2019-08-10T02:24:35","date_gmt":"2019-08-10T02:24:35","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2192"},"modified":"2019-08-10T02:25:01","modified_gmt":"2019-08-10T02:25:01","slug":"tai-sao-ban-can-mot-ha-tang-phan-cung-hien-dai-de-tang-toc-cho-ai-va-machine-learning","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/tai-sao-ban-can-mot-ha-tang-phan-cung-hien-dai-de-tang-toc-cho-ai-va-machine-learning-p2192\/","title":{"rendered":"T\u1ea1i sao b\u1ea1n c\u1ea7n m\u1ed9t h\u1ea1 t\u1ea7ng ph\u1ea7n c\u1ee9ng hi\u1ec7n \u0111\u1ea1i \u0111\u1ec3 t\u0103ng t\u1ed1c cho AI v\u00e0 Machine Learning?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>B\u00e0i vi\u1ebft n\u00e0y s\u1ebd nh\u1ea5n m\u1ea1nh t\u1ea1i sao c\u1ea7n ph\u1ea3i t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u1ea9y m\u1ea1nh hi\u1ec7u su\u1ea5t cho c\u00e1c workload AI v\u00e0 Machine Learning th\u00e0nh c\u00f4ng.<\/p>\n<div>\n<p><span style=\"font-weight: 400;\">Nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y ch\u00fang ta \u0111\u00e3 ch\u1ee9ng ki\u1ebfn \u200b\u200bs\u1ef1 b\u00f9ng n\u1ed5 trong vi\u1ec7c t\u1ea1o ra d\u1eef li\u1ec7u t\u1eeb r\u1ea5t nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau: c\u00e1c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i, IoT, c\u00e1c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch, l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh,&#8230;\u00a0Tr\u00ean th\u1ef1c t\u1ebf, t\u00ednh \u0111\u1ebfn n\u0103m 2016, 90% c\u1ee7a t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u \u0111\u00e3 t\u1eebng \u0111\u01b0\u1ee3c t\u1ea1o ra l\u00e0 t\u1eeb hai n\u0103m g\u1ea7n nh\u1ea5t ph\u00e1t sinh ra! \u0110\u1ec3 thu nh\u1eadn \u0111\u01b0\u1ee3c c\u00e1c \u00fd ngh\u0129a chuy\u00ean s\u00e2u t\u1eeb t\u1ea5t c\u1ea3 c\u00e1c d\u1eef li\u1ec7u n\u00e0y mang \u0111\u1ebfn c\u01a1 h\u1ed9i to l\u1edbn cho c\u00e1c doanh nghi\u1ec7p, t\u1ed5 ch\u1ee9c \u0111\u1ec3 ti\u1ebfp t\u1ee5c khai th\u00e1c kinh doanh, m\u1edf r\u1ed9ng nhanh h\u01a1n sang c\u00e1c th\u1ecb tr\u01b0\u1eddng m\u1edbi, \u0111\u1ec3 ti\u1ebfn h\u00e0nh nghi\u00ean c\u1ee9u v\u1ec1 l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe ho\u1eb7c kh\u00ed h\u1eadu &#8211; \u0111\u00f3 ch\u1ec9 l\u00e0 m\u1ed9t v\u00e0i v\u00ed d\u1ee5.\u00a0Tuy nhi\u00ean, s\u1ef1 c\u1ea5p thi\u1ebft c\u1ee7a vi\u1ec7c qu\u1ea3n l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, c\u00f9ng v\u1edbi nhu c\u1ea7u c\u1ea7n ph\u1ea3i nhanh ch\u00f3ng thu nh\u1eadn nh\u1eefng hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc t\u1eeb ch\u00fang, l\u00e0 \u0111i\u1ec1u m\u00e0 ch\u00fang ta c\u00f3 th\u1ec3 c\u1ea3m nh\u1eadn \u0111\u01b0\u1ee3c.\u00a0Theo Gartner, c\u00e1c t\u1ed5 ch\u1ee9c b\u00e1o c\u00e1o s\u1ef1 t\u0103ng tr\u01b0\u1edfng d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac l\u00e0 h\u01a1n 50% m\u1ed7i n\u0103m,\u00a0\u0111\u1ed3ng th\u1eddi, m\u1ed9t cu\u1ed9c kh\u1ea3o s\u00e1t c\u1ee7a Accdvisor cho th\u1ea5y 79% gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh doanh nghi\u1ec7p \u0111\u1ed3ng \u00fd r\u1eb1ng vi\u1ec7c kh\u00f4ng tr\u00edch xu\u1ea5t c\u00e1c gi\u00e1 tr\u1ecb v\u00e0 hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc t\u1eeb d\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 s\u1ebd d\u1eabn \u0111\u1ebfn s\u1ef1 suy t\u00e0n cho doanh nghi\u1ec7p c\u1ee7a h\u1ecd v\u00ec m\u1ea5t kh\u1ea3 n\u0103ng c\u1ea1nh tranh.\u00a0V\u1ea5n \u0111\u1ec1 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong l\u0129nh v\u1ef1c <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) v\u00e0 c\u00e1c workload cho Machine Learning khi c\u00f3 c\u1ea3 y\u00eau c\u1ea7u s\u1ee9c m\u1ea1nh x\u1eed l\u00fd r\u1ea5t l\u1edbn v\u00e0 nhu c\u1ea7u l\u01b0u tr\u1eef l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 m\u00e0 ch\u00fang s\u1ebd \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch d\u01b0\u1edbi d\u1ea1ng n\u00e0o \u0111\u00f3.<\/span><\/p>\n<figure style=\"width: 1021px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/08\/exactis-massive-data-breach.jpg\" alt=\"\" width=\"1021\" height=\"580\" \/><figcaption class=\"wp-caption-text\">Qu\u1ea3n l\u00fd si\u00eau d\u1eef li\u1ec7u tr\u1edf th\u00e0nh m\u1ed9t v\u1ea5n \u0111\u1ec1 khi x\u1eed l\u00fd h\u00e0ng t\u1ef7 file trong m\u1ed9t t\u1eadp d\u1eef li\u1ec7u.<\/figcaption><\/figure>\n<\/div>\n<p><strong>C\u00e1c n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef k\u1ebf th\u1eeba s\u1ebd kh\u00f4ng th\u1ec3 theo k\u1ecbp<\/strong><\/p>\n<p>S\u1ef1 t\u0103ng tr\u01b0\u1edfng c\u1ee7a d\u1eef li\u1ec7u khi\u1ebfn c\u00e1c t\u1ed5 ch\u1ee9c CNTT ch\u1ecbu \u00e1p l\u1ef1c r\u1ea5t l\u1edbn \u0111\u1ec3 lu\u00f4n ph\u1ea3n \u1ee9ng v\u1edbi c\u00e1c doanh nghi\u1ec7p c\u1ee7a h\u1ecd.\u00a0\u0110\u1ec3 \u0111\u1ed1i ph\u00f3 v\u1edbi s\u1ef1 t\u0103ng tr\u01b0\u1edfng d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac n\u00e0y, nhi\u1ec1u t\u1ed5 ch\u1ee9c \u0111\u00e3 chuy\u1ec3n sang s\u1eed d\u1ee5ng c\u00e1c <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> m\u1edf r\u1ed9ng, n\u01a1i c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng dung l\u01b0\u1ee3ng b\u1eb1ng c\u00e1ch th\u00eam c\u00e1c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i m\u1edbi, nh\u01b0ng v\u1eabn ch\u01b0a gi\u1ea3i quy\u1ebft \u0111\u01b0\u1ee3c th\u00e1ch th\u1ee9c v\u1ec1 hi\u1ec7u su\u1ea5t \u0111\u1ec3 \u0111\u1ed1i ph\u00f3 v\u1edbi t\u0103ng tr\u01b0\u1edfng v\u00e0 truy c\u1eadp d\u1eef li\u1ec7u c\u1ee7a d\u1eef li\u1ec7u \u0111\u00f3 m\u1ed9t c\u00e1ch nhanh ch\u00f3ng.\u00a0Gartner c\u0169ng tuy\u00ean b\u1ed1 r\u1eb1ng v\u00e0o n\u0103m 2022, h\u01a1n 80% d\u1eef li\u1ec7u doanh nghi\u1ec7p s\u1ebd \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u00e1c <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> m\u1edf r\u1ed9ng trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y v\u00e0 doanh nghi\u1ec7p, t\u0103ng t\u1eeb 40% v\u00e0o n\u0103m 2018. Tuy nhi\u00ean, l\u01b0u tr\u1eef k\u1ebf th\u1eeba \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee7a ng\u00e0y h\u00f4m qua v\u00e0 kh\u00f4ng th\u1ec3 x\u1eed l\u00fd v\u1ea5n \u0111\u1ec1 kh\u00f4ng l\u01b0\u1eddng tr\u01b0\u1edbc hi\u1ec7n \u0111ang g\u1eb7p ph\u1ea3i v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c m\u1edbi.\u00a0H\u1ecd kh\u00f4ng th\u1ec3 cung c\u1ea5p d\u1eef li\u1ec7u v\u00e0o t\u00e0i nguy\u00ean t\u00ednh to\u00e1n \u0111\u1ee7 nhanh, d\u1eabn \u0111\u1ebfn l\u00e3ng ph\u00ed th\u1eddi gian t\u00ednh to\u00e1n cho CPU ho\u1eb7c GPU \u0111\u1eaft ti\u1ec1n,\u00a0h\u1ecd c\u0169ng kh\u00f4ng th\u1ec3 m\u1edf r\u1ed9ng t\u1edbi petabyte dung l\u01b0\u1ee3ng khi hi\u1ec7u su\u1ea5t \u0111\u01b0\u1ee3c t\u00ednh.\u00a0Qu\u1ea3n l\u00fd si\u00eau d\u1eef li\u1ec7u c\u0169ng tr\u1edf th\u00e0nh m\u1ed9t v\u1ea5n \u0111\u1ec1 khi x\u1eed l\u00fd h\u00e0ng t\u1ef7 file trong m\u1ed9t t\u1eadp d\u1eef li\u1ec7u.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 m\u1ed9t &#8220;s\u1eafc thu\u1ebf&#8221; v\u1ec1 hi\u1ec7u su\u1ea5t c\u1ee7a doanh nghi\u1ec7p.\u00a0\u0110\u1ec3 theo k\u1ecbp s\u1ef1 gia t\u0103ng m\u1ea1nh m\u1ebd v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 y\u00eau c\u1ea7u v\u1ec1 n\u0103ng l\u1ef1c x\u1eed l\u00fd, c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ea7u t\u01b0 m\u1ea1nh v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng nhi\u1ec1u h\u01a1n &#8211; t\u0103ng chi ti\u00eau v\u1ed1n \u0111\u1ea7u t\u01b0 (CapEx) c\u0169ng nh\u01b0 s\u1ef1 ph\u1ee9c t\u1ea1p trong qu\u1ea3n l\u00fd.<\/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>C\u00e1c ki\u1ebfn \u200b\u200btr\u00fac s\u01b0 v\u1ec1 l\u01b0u tr\u1eef v\u00e0 d\u1eef li\u1ec7u ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi ba th\u00e1ch th\u1ee9c ch\u00ednh trong vi\u1ec7c ph\u1ee5c v\u1ee5 c\u00e1c y\u00eau c\u1ea7u m\u1edbi n\u00e0y:<\/p>\n<p><strong>L\u00e0m cho trung t\u00e2m d\u1eef li\u1ec7u linh ho\u1ea1t h\u01a1n<\/strong><\/p>\n<p>Nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp, s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa quy m\u00f4 ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a d\u1eef li\u1ec7u v\u00e0 t\u00ednh c\u1ea5p b\u00e1ch ng\u00e0y c\u00e0ng t\u0103ng c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u1ec3 hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 ch\u00fang, t\u1ea1o ra nh\u1eefng th\u00e1ch th\u1ee9c v\u1edbi vi\u1ec7c l\u01b0u tr\u1eef, b\u1ea3o v\u1ec7 v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u n\u00e0y. H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef k\u1ebf th\u1eeba thi\u1ebfu ch\u1ee9c n\u0103ng qu\u1ea3n l\u00fd v\u00e0 hi\u1ec7u su\u1ea5t \u0111\u1ec3 gi\u1eef cho d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng v\u00e0 c\u00f3 th\u1ec3 chia s\u1ebb gi\u1eefa c\u00e1c workload ch\u00ednh.\u00a0Trong c\u00e1c k\u1ecbch b\u1ea3n n\u00e0y, d\u1eef li\u1ec7u c\u00f3 xu h\u01b0\u1edbng \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef trong c\u00e1c \u0111\u1ea3o d\u1eef li\u1ec7u ho\u1eb7c silo, khi\u1ebfn cho vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c workflow c\u1ee7a Machine Learning hi\u1ec7n \u0111\u1ea1i tr\u1edf n\u00ean r\u1ea5t t\u1ed1n k\u00e9m v\u00e0 m\u1ea5t th\u1eddi gian.<\/p>\n<p><strong>T\u0103ng t\u1ed1c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u cho c\u00e1c AI v\u00e0 Machine Learning workload<\/strong><\/p>\n<p>C\u00e1c workload ph\u00e2n t\u00edch hi\u1ec7n \u0111\u1ea1i &#8211; c\u1ee5 th\u1ec3 l\u00e0 Machine Learning v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> &#8211; \u0111\u00e3 chuy\u1ec3n \u0111\u1ed5i c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u trong c\u00e1c t\u1ed5 ch\u1ee9c.\u00a0C\u00e1c kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c m\u1edbi n\u00e0y \u0111\u00f2i h\u1ecfi c\u00e1c t\u1eadp d\u1eef li\u1ec7u c\u1ef1c l\u1edbn, truy c\u1eadp nhanh h\u01a1n v\u00e0 song song h\u01a1n v\u00e0o d\u1eef li\u1ec7u \u0111\u00f3 v\u00e0 c\u00e1c thu\u1eadt to\u00e1n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1edf \u0111\u01b0\u1eddng cho vi\u1ec7c h\u1ecdc.<\/p>\n<p>Tuy nhi\u00ean, c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> k\u1ebf th\u1eeba kh\u00f4ng th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c m\u1ea1ng b\u0103ng th\u00f4ng cao hi\u1ec7n nay, v\u00ec v\u1eady c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u00e3 chuy\u1ec3n sang\u00a0c\u00e1c file system song song\u00a0cung c\u1ea5p c\u1ea5u h\u00ecnh hi\u1ec7u su\u1ea5t cao h\u01a1n nhi\u1ec1u v\u00e0 h\u1ed7 tr\u1ee3 nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 th\u1ec3 gi\u00fap h\u1ee3p l\u00fd h\u00f3a qu\u00e1 tr\u00ecnh chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ec3 s\u1eed d\u1ee5ng trong AI \/ Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c ML.<\/p>\n<p><strong>T\u1ed1i \u01b0u h\u00f3a \u0111\u1ea7u t\u01b0 v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng<\/strong><\/p>\n<p>Cu\u1ed1i c\u00f9ng, li\u00ean quan \u0111\u1ebfn &#8220;s\u1eafc thu\u1ebf&#8221; v\u1ec1 hi\u1ec7u su\u1ea5t c\u1ee7a Wap, c\u00e1c t\u1ed5 ch\u1ee9c mu\u1ed1n t\u1ed1i \u01b0u h\u00f3a kho\u1ea3n \u0111\u1ea7u t\u01b0 c\u1ee7a h\u1ecd v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng GPU v\u00e0 \/ ho\u1eb7c CPU c\u00f3 gi\u00e1 tr\u1ecb cao th\u01b0\u1eddng \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u trong c\u00e1c Machine Learning v\u00e0 AI workload.\u00a0Vi\u1ec7c c\u00e1c t\u00e0i nguy\u00ean n\u00e0y kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng ho\u1eb7c kh\u00f4ng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u00fang m\u1ee9c s\u1ebd mang l\u1ea1i t\u00e1c \u0111\u1ed9ng th\u1ef1c s\u1ef1 n\u1ebfu c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef b\u00ean d\u01b0\u1edbi kh\u00f4ng th\u1ec3 gi\u1eef d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u01b0a \u0111\u1ebfn ch\u00fang.<\/p>\n<p>C\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> m\u1edbi s\u1ebd c\u00f3 th\u1ec3 lo\u1ea1i b\u1ecf n\u00fat c\u1ed5 chai I \/ O n\u00e0y, t\u1eadn d\u1ee5ng m\u1ea1ng hi\u1ec7u su\u1ea5t cao h\u01a1n (ch\u1eb3ng h\u1ea1n nh\u01b0 100GbE ho\u1eb7c InfiniBand) v\u00e0 gi\u1eef cho c\u00e1c GPU v\u00e0 CPU lu\u00f4n &#8216;khao kh\u00e1t&#8217; I\/O n\u00e0y \u0111\u01b0\u1ee3c ti\u1ebfp t\u1ebf.\u00a0\u0110i\u1ec1u n\u00e0y s\u1ebd gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c tr\u00e1nh c\u00e1c kho\u1ea3n \u0111\u1ea7u t\u01b0 l\u1edbn v\u00e0o c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00e0 gi\u1ea3m &#8220;s\u1eafc thu\u1ebf&#8221; kia.<\/p>\n<p><strong>WekaIO c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 l\u1edbn<\/strong><\/p>\n<p>WekaIO \u0111\u00e3 t\u1ea1o \u0111\u01b0\u1ee3c d\u1ea5u \u1ea5n v\u1edbi c\u00e1ch ti\u1ebfp c\u1eadn m\u1edbi v\u1ec1 l\u01b0u tr\u1eef gi\u00fap gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 kh\u00f4ng l\u01b0\u1eddng tr\u01b0\u1edbc \u0111\u01b0\u1ee3c n\u00e0y v\u1edbi kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00f2i h\u1ecfi nhi\u1ec1u d\u1eef li\u1ec7u v\u00e0 hi\u1ec7u su\u1ea5t.\u00a0H\u1ec7 th\u1ed1ng t\u1ec7p Weka l\u00e0 m\u1ed9t gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef m\u1edf r\u1ed9ng d\u1ef1a tr\u00ean ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c hi\u1ec7u su\u1ea5t cao nh\u01b0 AI, ML v\u00e0 ph\u00e2n t\u00edch.<\/p>\n<blockquote><p>C\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef k\u1ebf th\u1eeba kh\u00f4ng th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c m\u1ea1ng b\u0103ng th\u00f4ng cao hi\u1ec7n nay, v\u00ec v\u1eady c\u00e1c t\u1ed5 ch\u1ee9c \u0111\u00e3 chuy\u1ec3n sang c\u00e1c file system song song cung c\u1ea5p c\u1ea5u h\u00ecnh hi\u1ec7u su\u1ea5t cao h\u01a1n nhi\u1ec1u v\u00e0 h\u1ed7 tr\u1ee3 nhi\u1ec1u lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 th\u1ec3 gi\u00fap h\u1ee3p l\u00fd h\u00f3a quy tr\u00ecnh chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ec3 s\u1eed d\u1ee5ng trong c\u00e1c workload AI \/ ML .<\/p><\/blockquote>\n<p>Weka cung c\u1ea5p s\u1ef1 \u0111\u01a1n gi\u1ea3n c\u1ee7a l\u01b0u tr\u1eef k\u1ebf th\u1eeba, nh\u01b0ng n\u00f3 mang l\u1ea1i hi\u1ec7u su\u1ea5t cao h\u01a1n t\u1ea5t c\u1ea3 &#8211; l\u01b0u tr\u1eef flash, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng \u0111\u00e1m m\u00e2y v\u00e0 qu\u1ea3n l\u00fd \u0111\u01a1n gi\u1ea3n h\u00f3a kh\u00f4ng bao gi\u1edd \u0111\u01b0\u1ee3c h\u00ecnh dung b\u1edfi c\u00e1c nh\u00e0 cung c\u1ea5p s\u1ea3n ph\u1ea9m kh\u00e1c.\u00a0Trong m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t, WekaIO \u0111\u00e3 cho th\u1ea5y hi\u1ec7u su\u1ea5t c\u1ee7a h\u1ec7 th\u1ed1ng NAS truy\u1ec1n th\u1ed1ng g\u1ea5p 10 l\u1ea7n v\u1edbi quy m\u00f4 tuy\u1ebfn t\u00ednh khi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ph\u00e1t tri\u1ec3n.<\/p>\n<p><strong>C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a Weka<\/strong><\/p>\n<figure style=\"width: 845px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/08\/WekAIO-graph-1024x645.jpg\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/08\/WekAIO-graph-1024x645.jpg 1024w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2019\/07\/WekAIO-graph-150x95.jpg 150w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2019\/07\/WekAIO-graph-300x189.jpg 300w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2019\/07\/WekAIO-graph-768x484.jpg 768w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2019\/07\/WekAIO-graph.jpg 1358w\" alt=\"Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c h\u1ecdc m\u00e1y\" width=\"845\" height=\"532\" \/><figcaption class=\"wp-caption-text\">Ma tr\u1eadn WekaIO \u0111\u01b0\u1ee3c tri\u1ec3n khai trong m\u1ed9t m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp s\u00e2u.<\/figcaption><\/figure>\n<p>Weka \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m hi\u1ec7u su\u1ea5t cao ph\u00e2n t\u00e1n, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng, k\u1ebft n\u1ed1i nhi\u1ec1u m\u00e1y ch\u1ee7 v\u1edbi c\u00e1c \u1ed5 \u0111\u0129a tr\u1ea1ng th\u00e1i r\u1eafn g\u1eafn li\u1ec1n c\u1ee5c b\u1ed9 v\u00e0o m\u1ed9t kh\u00f4ng gian t\u00ean to\u00e0n c\u1ea7u tu\u00e2n th\u1ee7 POSIX \u0111\u1ec3 qu\u1ea3n l\u00fd hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u01a1n gi\u1ea3n h\u00f3a.\u00a0Ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c tri\u1ec3n khai tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 th\u01b0\u01a1ng m\u1ea1i ti\u00eau chu\u1ea9n cung c\u1ea5p t\u00ednh \u0111\u1ed9c l\u1eadp ph\u1ea7n c\u1ee9ng th\u1ef1c s\u1ef1 v\u00e0 chi ph\u00ed t\u1ed1t nh\u1ea5t.\u00a0Ph\u1ea7n m\u1ec1m h\u1ed7 tr\u1ee3 ph\u00e2n t\u1ea7ng n\u1ed9i b\u1ed9 cho b\u1ea5t k\u1ef3 gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng S3 c\u00f3 s\u1eb5n tr\u00ean th\u1ecb tr\u01b0\u1eddng, mang l\u1ea1i kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng l\u1edbn v\u00e0 t\u00ednh kinh t\u1ebf tuy\u1ec7t v\u1eddi cho m\u1ed9t danh m\u1ee5c d\u1eef li\u1ec7u ng\u00e0y c\u00e0ng ph\u00e1t tri\u1ec3n.\u00a0Bi\u1ec3u \u0111\u1ed3 d\u01b0\u1edbi \u0111\u00e2y cung c\u1ea5p m\u1ed9t c\u00e1i nh\u00ecn t\u1ed5ng quan v\u1ec1 ki\u1ebfn \u200b\u200btr\u00fac c\u1ee7a m\u1ed9t tri\u1ec3n khai \u0111i\u1ec3n h\u00ecnh cho m\u00f4i tr\u01b0\u1eddng h\u1ecdc t\u1eadp s\u00e2u.<\/p>\n<p>Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c hi\u1ec7u su\u1ea5t cao ng\u00e0y nay \u0111\u00f2i h\u1ecfi m\u1ed9t c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef hi\u1ec7n \u0111\u1ea1i, mang l\u1ea1i hi\u1ec7u su\u1ea5t, kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 hi\u1ec7u qu\u1ea3 chi ph\u00ed \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u trong k\u1ef7 nguy\u00ean chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u, bi\u1ebfn d\u1eef li\u1ec7u c\u1ee7a c\u00f4ng ty th\u00e0nh gi\u00e1 tr\u1ecb th\u1ef1c cho doanh nghi\u1ec7p.\u00a0L\u01b0u tr\u1eef k\u1ebf th\u1eeba, ch\u1eb3ng h\u1ea1n nh\u01b0 NAS v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng t\u1ec7p song song \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf trong k\u1ef7 nguy\u00ean \u0111\u0129a, \u0111\u01a1n gi\u1ea3n l\u00e0 s\u1ebd kh\u00f4ng \u0111\u1ea1t \u0111\u01b0\u1ee3c m\u1ee5c \u0111\u00edch.<\/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 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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>B&agrave;i vi&#7871;t n&agrave;y s&#7869; nh&#7845;n m&#7841;nh t&#7841;i sao c&#7847;n ph&#7843;i t&#7853;p trung v&agrave;o vi&#7879;c t&#7889;i &#432;u h&oacute;a c&#417; s&#7903; h&#7841; t&#7847;ng &#273;&#7875; c&oacute; th&#7875; &#273;&#7849;y m&#7841;nh hi&#7879;u su&#7845;t cho c&aacute;c workload AI v&agrave; Machine Learning th&agrave;nh c&ocirc;ng. Nh&#7919;ng n&#259;m g&#7847;n &#273;&acirc;y ch&uacute;ng ta &#273;&atilde; ch&#7913;ng ki&#7871;n &#8203;&#8203;s&#7921; b&ugrave;ng n&#7893; trong vi&#7879;c t&#7841;o ra d&#7919; li&#7879;u&#8230;<\/p>\n","protected":false},"author":2,"featured_media":2194,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,12],"class_list":["post-2192","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>T\u1ea1i sao b\u1ea1n c\u1ea7n m\u1ed9t h\u1ea1 t\u1ea7ng ph\u1ea7n c\u1ee9ng hi\u1ec7n \u0111\u1ea1i \u0111\u1ec3 t\u0103ng t\u1ed1c cho AI v\u00e0 Machine Learning? - 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\/tai-sao-ban-can-mot-ha-tang-phan-cung-hien-dai-de-tang-toc-cho-ai-va-machine-learning-p2192\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"T\u1ea1i sao b\u1ea1n c\u1ea7n m\u1ed9t h\u1ea1 t\u1ea7ng ph\u1ea7n c\u1ee9ng hi\u1ec7n \u0111\u1ea1i \u0111\u1ec3 t\u0103ng t\u1ed1c cho AI v\u00e0 Machine Learning? - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"B&agrave;i vi&#7871;t n&agrave;y s&#7869; nh&#7845;n m&#7841;nh t&#7841;i sao c&#7847;n ph&#7843;i t&#7853;p trung v&agrave;o vi&#7879;c t&#7889;i &#432;u h&oacute;a c&#417; s&#7903; h&#7841; t&#7847;ng &#273;&#7875; c&oacute; th&#7875; &#273;&#7849;y m&#7841;nh hi&#7879;u su&#7845;t cho c&aacute;c workload AI v&agrave; Machine Learning th&agrave;nh c&ocirc;ng. 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