{"id":1464,"date":"2019-03-26T07:12:35","date_gmt":"2019-03-26T07:12:35","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=1464"},"modified":"2019-03-26T07:18:29","modified_gmt":"2019-03-26T07:18:29","slug":"nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi-p1464\/","title":{"rendered":"Nh\u1eefng ch\u1ec9 ti\u00eau quan tr\u1ecdng trong AI: Th\u1eddi gian \u0111\u1ebfn l\u00fac v\u1eadn h\u00e0nh v\u00e0 th\u1eddi gian \u0111\u1ebfn l\u00fac thu l\u1ee3i"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>AI l\u00e0 nh\u00e2n t\u1ed1 thay \u0111\u1ed5i cu\u1ed9c ch\u01a1i cho nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p ng\u00e0y nay, nh\u01b0ng \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00e0nh qu\u1ea3 ph\u1ea3i c\u00f3 hai nh\u00e2n t\u1ed1 quan tr\u1ecdng c\u1ea7n \u0111\u01b0\u1ee3c x\u00e9t \u0111\u1ebfn. \u0110\u00f3 l\u00e0 th\u1eddi gian \u0111\u1ebfn l\u00fac b\u1eaft \u0111\u1ea7u v\u1eadn h\u00e0nh v\u00e0 th\u1eddi gian \u0111\u1ec3 thu l\u1ee3i k\u1ebft qu\u1ea3.<\/p>\n<p>Ng\u00e2n s\u00e1ch d\u00e0nh cho h\u1ea1 t\u1ea7ng AI, chi ph\u00ed nh\u00e2n s\u1ef1 v\u00e0 mua d\u1eef li\u1ec7u l\u00e0 r\u1ea5t \u0111\u00e1ng k\u1ec3 v\u1edbi b\u1ea5t c\u1ee9 c\u00f4ng ty n\u00e0o. V\u00e0 \u0111i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i nhanh ch\u00f3ng \u0111\u01b0a ch\u00fang v\u00e0o khai th\u00e1c \u0111\u1ec3 t\u1ea1o ra ti\u1ec1n. WakeIO, HPE, NVIDIA v\u00e0 Mellanox \u0111\u00e3 c\u00f9ng ph\u1ed1i h\u1ee3p nhau \u0111\u1ec3 ph\u00e1t h\u00e0nh b\u1ed9 t\u00e0i li\u1ec7u &#8220;Accelerate time to value and AI insights &#8211; T\u0103ng t\u1ed1c th\u1eddi gian \u0111\u1ebfn l\u00fac v\u1eadn h\u00e0nh v\u00e0 khai th\u00e1c AI&#8221;, cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p tham kh\u1ea3o quan tr\u1ecdng cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u, qu\u1ea3n l\u00fd IT, v\u00e0 c\u00e1c l\u00e3nh \u0111\u1ea1o c\u1ea5p C.<\/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>B\u1ed9 gi\u1ea3i ph\u00e1p tham kh\u1ea3o gi\u1edbi thi\u1ec7u c\u00e1ch t\u0103ng t\u1ed1c th\u1eddi gian \u0111\u1ebfn l\u00fac v\u1eadn h\u00e0nh (ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 \u0111\u01b0a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng ho\u1ea1t \u0111\u1ed9ng nhanh nh\u01b0 th\u1ebf n\u00e0o) b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p ch\u1eb7t ch\u1ebd c\u00e1c compute, storage v\u00e0 network \u0111\u1ec3 c\u00f3 hi\u1ec7u su\u1ea5t AI t\u1ed1t nh\u1ea5t. S\u1ef1 t\u0103ng t\u1ed1c \u0111\u1ebfn t\u1eeb vi\u1ec7c lo\u1ea1i b\u1ecf c\u00e1c c\u00f4ng vi\u1ec7c mang t\u00ednh ph\u1ecfng \u0111o\u00e1n, th\u1eed nghi\u1ec7m, c\u00e1c kh\u00f3 kh\u0103ng trong vi\u1ec7c t\u00edch h\u1ee3p ph\u1ea7n c\u1ee9ng \/ ph\u1ea7n m\u1ec1m v\u00e0 mang l\u1ea1i k\u1ebft qu\u1ea3 ch\u1eafc ch\u1eafn m\u00e0 ng\u01b0\u1eddi d\u00f9ng s\u1ebd nh\u1eadn \u0111\u01b0\u1ee3c. Th\u1eddi gian \u0111\u1ec3 v\u1eadn h\u00e0nh thu h\u1eb9p t\u1eeb v\u00e0i tu\u1ea7n \/ th\u00e1ng \u0111\u1ebfn v\u00e0i ng\u00e0y, t\u1ea1o ra m\u1ed9t n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t gi\u1ea3i ph\u00e1p single-node \u1edf m\u1ee9c production, \u0111\u00e1p \u1ee9ng quy m\u00f4 c\u1ee7a doanh nghi\u1ec7p. K\u1ebft h\u1ee3p <a href=\"http:\/\/thegioimaychu.vn\/server\/hpe\/?search=apollo\">HPE Apollo<\/a> 6500 v\u1edbi <a href=\"\/linh-kien-may-chu\/gpu-card-may-chu\/?search=v100\">GPU NVIDA Tesla V100<\/a>, file system WekaIO Matrix tr\u00ean <a href=\"http:\/\/thegioimaychu.vn\/server\/hpe\/?search=dl360\">HPE DL360<\/a> v\u00e0 Mellanox SB7800 InfiniBand cung c\u1ea5p cho ng\u01b0\u1eddi d\u00f9ng gi\u1ea3i ph\u00e1p AI hi\u1ec7u su\u1ea5t cao t\u1ed1i \u01b0u, cho d\u00f9 b\u1ea1n d\u00f9ng n\u00f3 cho machine learning hay <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> hay th\u1eadm ch\u00ed l\u00e0 t\u00ednh to\u00e1n hi\u1ec7u n\u0103ng cao. Gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c x\u00e1c n\u00e0y mang l\u1ea1i cho IT ni\u1ec1m tin \u0111\u1ec3 quy\u1ebft \u0111\u1ecbnh mua h\u00e0ng r\u1eb1ng th\u1eddi gian \u0111\u1ebfn khi v\u1eadn h\u00e0nh s\u1ebd \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c.<\/p>\n<p>K\u1ebft qu\u1ea3 v\u1ec1 hi\u1ec7u n\u0103ng c\u1ee7a gi\u1ea3i ph\u00e1p \u0111\u1ea1t \u0111\u01b0\u1ee3c b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng n\u1ec1n t\u1ea3ng NVIDIA GPU Cloud (NGC), cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng tri\u1ec3n khai c\u00e1c container \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a ch\u1ec9 trong v\u00e0i ph\u00fat, mang l\u1ea1i k\u1ebft qu\u1ea3 t\u1ed1t nh\u1ea5t c\u00f3 th\u1ec3 cho v\u1ea5n \u0111\u1ec1 hi\u1ec7u n\u0103ng. C\u00e1c container c\u0169ng cho ph\u00e9p m\u1edf r\u1ed9ng quy m\u00f4 m\u1ed9t c\u00e1ch tuy\u1ebfn t\u00ednh, do \u0111\u00f3 ng\u01b0\u1eddi s\u1eed d\u1ee5ng c\u00f3 th\u1ec3 \u0111\u1ecbnh \u0111o\u00e1n tr\u01b0\u1edbc \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng \u0111\u1ea9y nhanh ti\u1ebfn \u0111\u1ed9 \u0111\u1ebfn giai \u0111o\u1ea1n khai th\u00e1c k\u1ebft qu\u1ea3 ph\u1ea7n t\u00edch b\u1eb1ng c\u00e1ch th\u00eam GPU ho\u1eb7c th\u00eam nhi\u1ec1u compute nodes (v\u00ed d\u1ee5: Apollo 6500). Cu\u1ed1i c\u00f9ng, file system Matrix WekaIO cho ph\u00e9p t\u0103ng c\u01b0\u1eddng IO \u0111\u1ec3 m\u1edf r\u1ed9ng th\u00f4ng l\u01b0\u1ee3ng v\u00e0 dung l\u01b0\u1ee3ng. S\u1ebd kh\u00f4ng bao b\u1ecb ngh\u1ebdn c\u1ed5 chai d\u1eef li\u1ec7u v\u1edbi c\u00e1c GPU \u0111\u1ec3 t\u0103ng t\u1ed1c vi\u1ec7c t\u00ednh to\u00e1n.<\/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=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<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21405\">NVIDIA t\u1ea1i Computex 2025: &#8220;G\u00e3 kh\u1ed5ng l\u1ed3 xanh&#8221; \u0111\u1eb7t c\u01b0\u1ee3c t\u1ea5t c\u1ea3 v\u00e0o AI, GeForce li\u1ec7u c\u00f3 b\u1ecb ra r\u00eca?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>AI l&agrave; nh&acirc;n t&#7889; thay &#273;&#7893;i cu&#7897;c ch&#417;i cho nhi&#7873;u ng&agrave;nh c&ocirc;ng nghi&#7879;p ng&agrave;y nay, nh&#432;ng &#273;&#7875; &#273;&#7841;t &#273;&#432;&#7907;c th&agrave;nh qu&#7843; ph&#7843;i c&oacute; hai nh&acirc;n t&#7889; quan tr&#7885;ng c&#7847;n &#273;&#432;&#7907;c x&eacute;t &#273;&#7871;n. &#272;&oacute; l&agrave; th&#7901;i gian &#273;&#7871;n l&uacute;c b&#7855;t &#273;&#7847;u v&#7853;n h&agrave;nh v&agrave; th&#7901;i gian &#273;&#7875; thu l&#7907;i k&#7871;t qu&#7843;. Ng&acirc;n s&aacute;ch d&agrave;nh cho h&#7841;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":1465,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7],"class_list":["post-1464","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Nh\u1eefng ch\u1ec9 ti\u00eau quan tr\u1ecdng trong AI: Th\u1eddi gian \u0111\u1ebfn l\u00fac v\u1eadn h\u00e0nh v\u00e0 th\u1eddi gian \u0111\u1ebfn l\u00fac thu l\u1ee3i - 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\/nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi-p1464\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Nh\u1eefng ch\u1ec9 ti\u00eau quan tr\u1ecdng trong AI: Th\u1eddi gian \u0111\u1ebfn l\u00fac v\u1eadn h\u00e0nh v\u00e0 th\u1eddi gian \u0111\u1ebfn l\u00fac thu l\u1ee3i - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"AI l&agrave; nh&acirc;n t&#7889; thay &#273;&#7893;i cu&#7897;c ch&#417;i cho nhi&#7873;u ng&agrave;nh c&ocirc;ng nghi&#7879;p ng&agrave;y nay, nh&#432;ng &#273;&#7875; &#273;&#7841;t &#273;&#432;&#7907;c th&agrave;nh qu&#7843; ph&#7843;i c&oacute; hai nh&acirc;n t&#7889; quan tr&#7885;ng c&#7847;n &#273;&#432;&#7907;c x&eacute;t &#273;&#7871;n. &#272;&oacute; l&agrave; th&#7901;i gian &#273;&#7871;n l&uacute;c b&#7855;t &#273;&#7847;u v&#7853;n h&agrave;nh v&agrave; th&#7901;i gian &#273;&#7875; thu l&#7907;i k&#7871;t qu&#7843;. Ng&acirc;n s&aacute;ch d&agrave;nh cho h&#7841;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/03\/https___specials-images.forbesimg.com_imageserve_5ba3bf634bbe6f79516f368b_1920x01.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=\"4 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\\\/nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi-p1464\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi-p1464\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Nh\u1eefng ch\u1ec9 ti\u00eau quan tr\u1ecdng trong AI: Th\u1eddi gian \u0111\u1ebfn l\u00fac v\u1eadn h\u00e0nh v\u00e0 th\u1eddi gian \u0111\u1ebfn l\u00fac thu l\u1ee3i\",\"datePublished\":\"2019-03-26T07:12:35+00:00\",\"dateModified\":\"2019-03-26T07:18:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi-p1464\\\/\"},\"wordCount\":764,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nhung-chi-tieu-quan-trong-trong-ai-thoi-gian-den-luc-van-hanh-va-thoi-gian-den-luc-thu-loi-p1464\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/03\\\/https___specials-images.forbesimg.com_imageserve_5ba3bf634bbe6f79516f368b_1920x01.jpg\",\"keywords\":[\"ai\"],\"articleSection\":[\"AI - 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