{"id":2805,"date":"2019-10-29T02:26:14","date_gmt":"2019-10-29T02:26:14","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=2805"},"modified":"2021-01-22T09:20:49","modified_gmt":"2021-01-22T09:20:49","slug":"top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban-p2805\/","title":{"rendered":"Top 5 ch\u1ec9 s\u1ed1 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng GPU c\u1ee7a h\u1ec7 th\u1ed1ng Deep Learning c\u1ee7a b\u1ea1n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u n\u0103ng GPU ph\u00f9 h\u1ee3p c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n b\u00e1m s\u00e1t qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a>.\u00a0D\u01b0\u1edbi \u0111\u00e2y l\u00e0 5 ch\u1ec9 s\u1ed1 h\u00e0ng \u0111\u1ea7u b\u1ea1n n\u00ean theo d\u00f5i:<\/p>\n<h2>1. M\u1ee9c s\u1eed d\u1ee5ng GPU (GPU utilization)<\/h2>\n<p>GPU utilization l\u00e0 m\u1ed9t trong nh\u1eefng ch\u1ec9 s\u1ed1 ch\u00ednh c\u1ea7n quan s\u00e1t trong m\u1ed9t phi\u00ean \u0111\u00e0o t\u1ea1o <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a>. Ch\u1ec9 s\u1ed1 n\u00e0y c\u00f3 th\u1ec3 truy c\u1eadp d\u1ec5 d\u00e0ng th\u00f4ng qua c\u00e1c giao di\u1ec7n gi\u00e1m s\u00e1t GPU ph\u1ed5 bi\u1ebfn, ch\u1eb3ng h\u1ea1n nh\u01b0 &#8220;NVIDIA-smi&#8221; c\u1ee7a NVIDIA.\u00a0Vi\u1ec7c s\u1eed d\u1ee5ng GPU \u0111\u01b0\u1ee3c \u0111\u1ecbnh ngh\u0129a l\u00e0 ph\u1ea7n tr\u0103m th\u1eddi gian m\u1ed9t ho\u1eb7c nhi\u1ec1u nh\u00e2n GPU \u0111ang ch\u1ea1y trong gi\u00e2y cu\u1ed1i c\u00f9ng, t\u01b0\u01a1ng t\u1ef1 nh\u01b0 GPU \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi m\u1ed9t ch\u01b0\u01a1ng tr\u00ecnh deep learning.<\/p>\n<p>Theo d\u00f5i GPU utilization c\u1ee7a c\u00e1c phi\u00ean \u0111\u00e0o t\u1ea1o deep learning c\u1ee7a b\u1ea1n l\u00e0 m\u1ed9t trong nh\u1eefng ch\u1ec9 s\u1ed1 t\u1ed1t nh\u1ea5t \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xem GPU c\u1ee7a b\u1ea1n c\u00f3 th\u1ef1c s\u1ef1 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng hay kh\u00f4ng.\u00a0H\u01a1n n\u1eefa, theo d\u00f5i xu h\u01b0\u1edbng s\u1eed d\u1ee5ng th\u1eddi gian th\u1ef1c c\u00f3 th\u1ec3 gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c t\u1eafc ngh\u1ebdn trong qu\u00e1 tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd v\u00e0 c\u00e1c pipeline k\u1ef9 thu\u1eadt featuring c\u00f3 th\u1ec3 l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o c\u1ee7a b\u1ea1n.<\/p>\n<h2>2. M\u1ee9c s\u1eed d\u1ee5ng v\u00e0 truy c\u1eadp b\u1ed9 nh\u1edb GPU<\/h2>\n<p>Gi\u1ed1ng nh\u01b0 vi\u1ec7c s\u1eed d\u1ee5ng GPU, tr\u1ea1ng th\u00e1i b\u1ed9 nh\u1edb GPU c\u1ee7a b\u1ea1n c\u0169ng l\u00e0 m\u1ed9t ch\u1ec9 s\u1ed1 r\u1ea5t t\u1ed1t cho th\u1ea5y GPU c\u1ee7a b\u1ea1n \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng t\u1ed1t nh\u01b0 th\u1ebf n\u00e0o trong qu\u00e1 tr\u00ecnh deep learning c\u1ee7a b\u1ea1n.\u00a0NVIDIA-smi c\u00f3 m\u1ed9t danh s\u00e1ch \u0111\u1ea7y \u0111\u1ee7 c\u00e1c ch\u1ec9 s\u1ed1 b\u1ed9 nh\u1edb c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n.<\/p>\n<p>T\u01b0\u01a1ng t\u1ef1 nh\u01b0 vi\u1ec7c s\u1eed d\u1ee5ng GPU, ch\u1ec9 s\u1ed1 s\u1eed d\u1ee5ng b\u1ed9 nh\u1edb GPU l\u00e0 m\u1ed9t trong nh\u1eefng ch\u1ec9 s\u1ed1 ch\u00ednh \u0111\u1ec3 theo d\u00f5i qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o.\u00a0S\u1ed1 li\u1ec7u n\u00e0y bi\u1ec3u th\u1ecb ph\u1ea7n tr\u0103m th\u1eddi gian trong gi\u00e2y cu\u1ed1i c\u00f9ng m\u00e0 b\u1ed9 \u0111i\u1ec1u khi\u1ec3n b\u1ed9 nh\u1edb c\u1ee7a GPU \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u1ecdc ho\u1eb7c ghi t\u1eeb b\u1ed9 nh\u1edb.\u00a0C\u00e1c ch\u1ec9 s\u1ed1 kh\u00e1c nh\u01b0 b\u1ed9 nh\u1edb kh\u1ea3 d\u1ee5ng, b\u1ed9 nh\u1edb \u0111\u00e3 s\u1eed d\u1ee5ng v\u00e0 b\u1ed9 nh\u1edb tr\u1ed1ng c\u0169ng c\u00f3 th\u1ec3 ch\u1ee9ng minh t\u1ea7m quan tr\u1ecdng, v\u00ec ch\u00fang cung c\u1ea5p c\u00e1i nh\u00ecn s\u00e2u s\u1eafc v\u1ec1 hi\u1ec7u qu\u1ea3 c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh deep learning c\u1ee7a b\u1ea1n.\u00a0Ngo\u00e0i ra, c\u00e1c ch\u1ec9 s\u1ed1 n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 tinh ch\u1ec9nh k\u00edch th\u01b0\u1edbc l\u00f4 cho c\u00e1c m\u1eabu \u0111\u00e0o t\u1ea1o c\u1ee7a b\u1ea1n.<\/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<h2>3. S\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng v\u00e0 nhi\u1ec7t \u0111\u1ed9<\/h2>\n<p>S\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng l\u00e0 m\u1ed9t kh\u00eda c\u1ea1nh quan tr\u1ecdng c\u1ee7a hi\u1ec7u n\u0103ng GPU.\u00a0S\u1ee9c m\u1ea1nh tr\u00ean m\u1ed9t trong c\u00e1c GPU c\u1ee7a b\u1ea1n cho b\u1ea1n bi\u1ebft m\u1ee9c \u0111\u1ed9 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3, c\u0169ng nh\u01b0 m\u1ee9c \u0111\u1ed9 s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng c\u1ee7a \u1ee9ng d\u1ee5ng.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng \u0111\u1ec3 th\u1eed nghi\u1ec7m c\u00e1c \u1ee9ng d\u1ee5ng deep learning cho thi\u1ebft b\u1ecb di \u0111\u1ed9ng, trong \u0111\u00f3 m\u1ee9c ti\u00eau th\u1ee5 \u0111i\u1ec7n l\u00e0 m\u1ed9t m\u1ed1i quan t\u00e2m \u0111\u00e1ng k\u1ec3.<\/p>\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng n\u0103ng l\u01b0\u1ee3ng c\u00f3 li\u00ean quan ch\u1eb7t ch\u1ebd v\u1edbi nhi\u1ec7t \u0111\u1ed9 m\u00f4i tr\u01b0\u1eddng m\u00e0 GPU \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng. M\u1ee9c ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 NVIDIA-smi th\u01b0\u1eddng \u0111\u01b0\u1ee3c theo d\u00f5i t\u1ea1i b\u1ed9 c\u1ea5p ngu\u1ed3n c\u1ee7a card v\u00e0 bao g\u1ed3m n\u0103ng l\u01b0\u1ee3ng ti\u00eau th\u1ee5 b\u1edfi c\u00e1c b\u1ed9 ph\u1eadn l\u00e0m m\u00e1t, b\u1ed9 nh\u1edb v\u00e0 \u0111\u01a1n v\u1ecb x\u1eed l\u00fd.<\/p>\n<p>Khi nhi\u1ec7t \u0111\u1ed9 GPU c\u1ee7a b\u1ea1n t\u0103ng l\u00ean, \u0111i\u1ec7n tr\u1edf ohmic c\u1ee7a c\u00e1c linh ki\u1ec7n \u0111i\u1ec7n t\u1eed t\u0103ng l\u00ean v\u00e0 qu\u1ea1t quay nhanh h\u01a1n, t\u0103ng kh\u1ea3 n\u0103ng r\u00fat \u0111i\u1ec7n.\u00a0\u0110\u1ed1i v\u1edbi deep learning, m\u1ee9c ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng c\u1ee7a GPU c\u0169ng r\u1ea5t quan tr\u1ecdng v\u00ec vi\u1ec7c \u0111i\u1ec1u ti\u1ebft nhi\u1ec7t khi g\u1eb7p nhi\u1ec7t \u0111\u1ed9 cao c\u00f3 th\u1ec3 l\u00e0m ch\u1eadm qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o.<\/p>\n<h2>4. Th\u1eddi gian \u0111\u00e0o t\u1ea1o<\/h2>\n<p>&#8220;Time to solution&#8221;, c\u00f2n \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 th\u1eddi gian \u0111\u00e0o t\u1ea1o, l\u00e0 m\u1ed9t trong nh\u1eefng ch\u1ec9 s\u1ed1 ch\u00ednh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c m\u00f4 h\u00ecnh deep learning \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng c\u1ee7a GPU.\u00a0\u0110i\u1ec1u quan tr\u1ecdng l\u00e0 gi\u1eef \u0111\u1ecbnh ngh\u0129a c\u1ee7a solution nh\u1ea5t qu\u00e1n gi\u1eefa t\u1ea5t c\u1ea3 c\u00e1c GPU kh\u00e1c nhau.\u00a0\u0110\u1ed1i v\u1edbi c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e2n lo\u1ea1i nh\u01b0 ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ea1ng neural t\u00edch ch\u1eadp (convolutional neural networks &#8211; CNN) v\u00e0 \u1ee9ng d\u1ee5ng NLP s\u1eed d\u1ee5ng m\u1ea1ng th\u1ea7n kinh t\u00e1i ph\u00e1t (recurrent neural networks &#8211; RNN), \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh tr\u01b0\u1edbc m\u00e0 m\u00f4 h\u00ecnh ph\u1ea3i \u0111\u00e1p \u1ee9ng.\u00a0C\u00e1c t\u00ednh n\u0103ng c\u1ee7a GPU nh\u01b0 cho ph\u00e9p t\u1ed1i \u01b0u h\u00f3a \u0111\u1ed9 ch\u00ednh x\u00e1c h\u1ed7n h\u1ee3p v\u00e0 m\u00f4 h\u00ecnh nh\u01b0 \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc l\u00f4 \u0111\u1ea7u v\u00e0o \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong th\u1eddi gian \u0111\u00e0o t\u1ea1o.<\/p>\n<h2>5. Th\u00f4ng l\u01b0\u1ee3ng (throughput)<\/h2>\n<p>M\u1eb7c d\u00f9 th\u1eddi gian \u0111\u00e0o t\u1ea1o l\u00e0 quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh h\u1ecdc t\u1eadp, th\u1eddi gian suy lu\u1eadn r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi m\u1ed9t m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c tri\u1ec3n khai trong m\u00f4i tr\u01b0\u1eddng production.\u00a0Trong c\u00e1c m\u1ea1ng neural, th\u1eddi gian suy lu\u1eadn l\u00e0 th\u1eddi gian c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u1ef1c hi\u1ec7n chuy\u1ec3n ti\u1ebfp qua m\u1ea1ng th\u1ea7n kinh \u0111\u1ec3 \u0111\u01b0a ra k\u1ebft qu\u1ea3.\u00a0Th\u00f4ng l\u01b0\u1ee3ng th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111o hi\u1ec7u n\u0103ng c\u1ee7a GPU khi mu\u1ed1n tri\u1ec3n khai h\u1ec7 th\u1ed1ng suy lu\u1eadn nhanh.<\/p>\n<p>S\u1ed1 li\u1ec7u chung cho th\u00f4ng l\u01b0\u1ee3ng \u0111\u01b0\u1ee3c \u0111\u01b0a ra b\u1eb1ng s\u1ed1 l\u01b0\u1ee3ng m\u1eabu \u0111\u01b0\u1ee3c x\u1eed l\u00fd m\u1ed7i gi\u00e2y theo m\u00f4 h\u00ecnh tr\u00ean GPU.\u00a0Tuy nhi\u00ean, ch\u1ec9 s\u1ed1 ch\u00ednh x\u00e1c c\u00f3 th\u1ec3 thay \u0111\u1ed5i t\u00f9y thu\u1ed9c v\u00e0o ki\u1ebfn \u200b\u200btr\u00fac m\u00f4 h\u00ecnh v\u00e0 \u1ee9ng d\u1ee5ng deep learning.<\/p>\n<p>V\u00ed d\u1ee5, th\u00f4ng l\u01b0\u1ee3ng cho c\u00e1c CNN \u0111\u1ec3 ph\u00e2n lo\u1ea1i h\u00ecnh \u1ea3nh s\u1ebd \u0111\u01b0\u1ee3c t\u00ednh b\u1eb1ng image\/s.\u00a0Ng\u01b0\u1ee3c l\u1ea1i, th\u00f4ng l\u01b0\u1ee3ng cho RNN \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong \u1ee9ng d\u1ee5ng NLP c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u00ednh b\u1eb1ng ch\u1ec9 s\u1ed1 token\/s.<\/p>\n<h2>T\u00f3m l\u1ea1i<\/h2>\n<p>Theo d\u00f5i c\u00e1c ch\u1ec9 s\u1ed1 hi\u1ec7u n\u0103ng GPU ph\u00f9 h\u1ee3p c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n ti\u1ebft ki\u1ec7m r\u1ea5t nhi\u1ec1u th\u1eddi gian v\u00e0 c\u00f4ng s\u1ee9c, v\u00ec v\u1eady b\u1ea1n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o \u0111\u00e0o t\u1ea1o ho\u1eb7c tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng deep learning c\u1ee7a m\u00ecnh.<\/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>Theo d&otilde;i c&aacute;c ch&#7881; s&#7889; hi&#7879;u n&#259;ng GPU ph&ugrave; h&#7907;p c&oacute; th&#7875; gi&uacute;p b&#7841;n b&aacute;m s&aacute;t qu&aacute; tr&igrave;nh &#273;&agrave;o t&#7841;o v&agrave; tri&#7875;n khai c&aacute;c &#7913;ng d&#7909;ng deep learning.&nbsp;D&#432;&#7899;i &#273;&acirc;y l&agrave; 5 ch&#7881; s&#7889; h&agrave;ng &#273;&#7847;u b&#7841;n n&ecirc;n theo d&otilde;i: 1. M&#7913;c s&#7917; d&#7909;ng GPU (GPU utilization) GPU utilization l&agrave; m&#7897;t trong nh&#7919;ng ch&#7881; s&#7889; ch&iacute;nh&#8230;<\/p>\n","protected":false},"author":2,"featured_media":2807,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162],"tags":[7,12],"class_list":["post-2805","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","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>Top 5 ch\u1ec9 s\u1ed1 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng GPU c\u1ee7a h\u1ec7 th\u1ed1ng Deep Learning c\u1ee7a b\u1ea1n - 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\/top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban-p2805\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Top 5 ch\u1ec9 s\u1ed1 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng GPU c\u1ee7a h\u1ec7 th\u1ed1ng Deep Learning c\u1ee7a b\u1ea1n - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Theo d&otilde;i c&aacute;c ch&#7881; s&#7889; hi&#7879;u n&#259;ng GPU ph&ugrave; h&#7907;p c&oacute; th&#7875; gi&uacute;p b&#7841;n b&aacute;m s&aacute;t qu&aacute; tr&igrave;nh &#273;&agrave;o t&#7841;o v&agrave; tri&#7875;n khai c&aacute;c &#7913;ng d&#7909;ng deep learning.&nbsp;D&#432;&#7899;i &#273;&acirc;y l&agrave; 5 ch&#7881; s&#7889; h&agrave;ng &#273;&#7847;u b&#7841;n n&ecirc;n theo d&otilde;i: 1. M&#7913;c s&#7917; d&#7909;ng GPU (GPU utilization) GPU utilization l&agrave; m&#7897;t trong nh&#7919;ng ch&#7881; s&#7889; ch&iacute;nh...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/10\/deep-learning-chart.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=\"7 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\\\/top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban-p2805\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban-p2805\\\/\"},\"author\":{\"name\":\"Vanito Hoang\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/feccec179330cfebfaa805639a357d18\"},\"headline\":\"Top 5 ch\u1ec9 s\u1ed1 \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng GPU c\u1ee7a h\u1ec7 th\u1ed1ng Deep Learning c\u1ee7a b\u1ea1n\",\"datePublished\":\"2019-10-29T02:26:14+00:00\",\"dateModified\":\"2021-01-22T09:20:49+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban-p2805\\\/\"},\"wordCount\":1463,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/top-5-chi-so-de-danh-gia-hieu-nang-gpu-cua-he-thong-deep-learning-cua-ban-p2805\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/10\\\/deep-learning-chart.jpg\",\"keywords\":[\"ai\",\"deep learning\"],\"articleSection\":[\"AI - 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