{"id":2223,"date":"2019-08-22T08:56:46","date_gmt":"2019-08-22T08:56:46","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2223"},"modified":"2019-08-31T01:02:25","modified_gmt":"2019-08-31T01:02:25","slug":"mo-anh-nhin-ve-su-tang-toc-cua-gpu-so-voi-cpu-mot-ngay-cua-nha-khoa-hoc-du-lieu-ai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/mo-anh-nhin-ve-su-tang-toc-cua-gpu-so-voi-cpu-mot-ngay-cua-nha-khoa-hoc-du-lieu-ai-p2223\/","title":{"rendered":"M\u1ed9t g\u00f3c nh\u00ecn v\u1ec1 kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c c\u1ee7a GPU so v\u1edbi CPU &#8211; M\u1ed9t ng\u00e0y c\u1ee7a nh\u00e0 Khoa h\u1ecdc D\u1eef li\u1ec7u AI"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Khi m\u1ed9t ng\u01b0\u1eddi ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m truy\u1ec1n th\u1ed1ng chuy\u1ec3n h\u01b0\u1edbng sang ph\u00e1t tri\u1ec3n c\u00e1c ph\u1ea7n m\u1ec1m AI, l\u00fac \u0111\u1ea7u h\u1ecd kh\u00f4ng quan t\u00e2m nhi\u1ec1u vi\u1ec7c s\u1eed d\u1ee5ng CPU hay GPU v\u1edbi h\u1ec7 th\u1ed1ng train cho m\u00e1y. C\u00f3 th\u1ec3 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u ch\u01b0a nhi\u1ec1u ch\u01b0a c\u1ea7n \u0111\u1ebfn t\u0103ng t\u1ed1c ho\u1eb7c cho r\u1eb1ng m\u00e1y ch\u1ee7 CPU \u0111\u00e3 l\u00e0 \u0111\u1ee7 ho\u1eb7c ch\u01b0a mu\u1ed1n thay \u0111\u1ed5i c\u00e1c th\u01b0 vi\u1ec7n c\u0169.<\/p>\n<p>Vi\u1ec7c n\u00e0y \u0111\u00e3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn s\u1ef1 th\u00e0nh c\u00f4ng c\u1ee7a d\u1ef1 \u00e1n AI hay bi quan h\u01a1n d\u1ef1 \u00e1n AI s\u1ebd th\u00e0nh m\u00f3n \u0111\u1ed3 ch\u01a1i nh\u1ea5t th\u1eddi. N\u00f3 c\u0169ng l\u00e0m t\u1ed1n r\u1ea5t nhi\u1ec1u s\u1ee9c l\u1ef1c c\u1ee7a c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.<\/p>\n<p>Ch\u00fang ta h\u00e3y nh\u00ecn m\u1ed9t h\u00ecnh \u1ea3nh m\u00f4 t\u1ea3 m\u1ed9t ng\u00e0y l\u00e0m vi\u1ec7c c\u1ee7a nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u khi s\u1eed d\u1ee5ng CPU v\u00e0 GPU \u0111\u1ec3 c\u00e2n nh\u1eafc thay \u0111\u1ed5i h\u01b0\u1edbng s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng v\u00e0 c\u00e1c model x\u00e2y d\u1ef1ng AI:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/-000\/\/1\/xx-RAPIDS-day-in-life-data-scientist.jpg\" \/><\/p>\n<p style=\"text-align: center;\">H\u00ecnh 1- M\u1ed9t ng\u00e0y trong \u0111\u1eddi s\u1ed1ng c\u1ee7a nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u AI.<\/p>\n<p>Trong h\u00ecnh \u1ea3nh \u0111\u00f3 m\u00f4 h\u00ecnh ch\u1ea1y tr\u00ean GPU gi\u1ea3m kh\u00e2u data preparation, t\u0103ng qu\u00e1 tr\u00ecnh train, ti\u1ebft ki\u1ec7m th\u1eddi gian c\u00f4ng s\u1ee9c cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. \u0110\u1eb7c bi\u1ec7t, Machine Learning\/ <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> tr\u00ean GPU lu\u00f4n \u0111\u1ea1t t\u1ed1c \u0111\u1ed9 nhanh ch\u00f3ng v\u00e0 ch\u00ednh x\u00e1c h\u01a1n h\u00e0ng ch\u1ee5c \u0111\u1ebfn h\u00e0ng tr\u0103m l\u1ea7n CPU.<\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh AI ch\u1ea1y tr\u00ean GPU g\u1ea7n nh\u01b0 chi\u1ebfm l\u0129nh tr\u00ean th\u1ecb tr\u01b0\u1eddng. C\u00e1c c\u00f4ng ngh\u1ec7 GPU v\u00e0 c\u00f4ng ngh\u1ec7 xung quanh GPU nh\u01b0 NVIDIA Tesla, NVLINK, NVSWITCH&#8230; nh\u1eb1m t\u0103ng t\u1ed1c AI \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd. <a href=\"https:\/\/thegioimaychu.vn\/solution\/ai\/nvidia-dgx-series-danh-muc-tien-tien-nhat-cho-muc-dich-ai-deep-learning-p815\/\">NVIDIA DGX<\/a> l\u00e0 d\u00f2ng s\u1ea3n ph\u1ea9m t\u00edch h\u1ee3p ph\u1ea7n c\u1ee9ng v\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m ph\u00e1t tri\u1ec3n AI d\u1eabn \u0111\u1ea7u v\u1ec1 h\u01b0\u1edbng AI s\u1eed d\u1ee5ng GPU.<\/p>\n<p>Theo nh\u01b0 h\u00ecnh \u1ea3nh tr\u00ean, ch\u00fang ta n\u00ean l\u1ef1a chon GPU \u0111\u1ec3 d\u1ef1 \u00e1n AI th\u00e0nh c\u00f4ng thay v\u00ec CPU.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Khi m&#7897;t ng&#432;&#7901;i ph&aacute;t tri&#7875;n ph&#7847;n m&#7873;m truy&#7873;n th&#7889;ng chuy&#7875;n h&#432;&#7899;ng sang ph&aacute;t tri&#7875;n c&aacute;c ph&#7847;n m&#7873;m AI, l&uacute;c &#273;&#7847;u h&#7885; kh&ocirc;ng quan t&acirc;m nhi&#7873;u vi&#7879;c s&#7917; d&#7909;ng CPU hay GPU v&#7899;i h&#7879; th&#7889;ng train cho m&aacute;y. C&oacute; th&#7875; kh&#7889;i l&#432;&#7907;ng d&#7919; li&#7879;u ch&#432;a nhi&#7873;u ch&#432;a c&#7847;n &#273;&#7871;n t&#259;ng t&#7889;c ho&#7863;c cho r&#7857;ng m&aacute;y ch&#7911;&#8230;<\/p>\n","protected":false},"author":29,"featured_media":2243,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[],"class_list":["post-2223","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>M\u1ed9t g\u00f3c nh\u00ecn v\u1ec1 kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c c\u1ee7a GPU so v\u1edbi CPU - M\u1ed9t ng\u00e0y c\u1ee7a nh\u00e0 Khoa h\u1ecdc D\u1eef li\u1ec7u AI - 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\/mo-anh-nhin-ve-su-tang-toc-cua-gpu-so-voi-cpu-mot-ngay-cua-nha-khoa-hoc-du-lieu-ai-p2223\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"M\u1ed9t g\u00f3c nh\u00ecn v\u1ec1 kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c c\u1ee7a GPU so v\u1edbi CPU - M\u1ed9t ng\u00e0y c\u1ee7a nh\u00e0 Khoa h\u1ecdc D\u1eef li\u1ec7u AI - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Khi m&#7897;t ng&#432;&#7901;i ph&aacute;t tri&#7875;n ph&#7847;n m&#7873;m truy&#7873;n th&#7889;ng chuy&#7875;n h&#432;&#7899;ng sang ph&aacute;t tri&#7875;n c&aacute;c ph&#7847;n m&#7873;m AI, l&uacute;c &#273;&#7847;u h&#7885; kh&ocirc;ng quan t&acirc;m nhi&#7873;u vi&#7879;c s&#7917; d&#7909;ng CPU hay GPU v&#7899;i h&#7879; th&#7889;ng train cho m&aacute;y. C&oacute; th&#7875; kh&#7889;i l&#432;&#7907;ng d&#7919; li&#7879;u ch&#432;a nhi&#7873;u ch&#432;a c&#7847;n &#273;&#7871;n t&#259;ng t&#7889;c ho&#7863;c cho r&#7857;ng m&aacute;y ch&#7911;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/08\/cpu-vs-gpu-ai-ntc.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TGMC Blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 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\\\/mo-anh-nhin-ve-su-tang-toc-cua-gpu-so-voi-cpu-mot-ngay-cua-nha-khoa-hoc-du-lieu-ai-p2223\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/mo-anh-nhin-ve-su-tang-toc-cua-gpu-so-voi-cpu-mot-ngay-cua-nha-khoa-hoc-du-lieu-ai-p2223\\\/\"},\"author\":{\"name\":\"TGMC Blog\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\"},\"headline\":\"M\u1ed9t g\u00f3c nh\u00ecn v\u1ec1 kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c c\u1ee7a GPU so v\u1edbi CPU &#8211; 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