{"id":10278,"date":"2021-09-07T06:45:32","date_gmt":"2021-09-07T06:45:32","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=10278"},"modified":"2024-11-20T15:20:43","modified_gmt":"2024-11-20T08:20:43","slug":"cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/","title":{"rendered":"CPU vs GPU vs TPU: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Trong l\u1ecbch s\u1eed h\u00ecnh th\u00e0nh c\u1ee7a chi\u1ebfc m\u00e1y t\u00ednh, \u0111\u1ea7u ti\u00ean ch\u00fang ta c\u00f3 CPU cho m\u1ecdi t\u00e1c v\u1ee5 x\u1eed l\u00fd, sau \u0111\u00f3 l\u00e0 GPU v\u1edbi s\u1ef1 t\u1eadp trung v\u00e0o s\u1ee9c m\u1ea1nh \u0111\u1ec3 x\u1eed l\u00fd t\u1ed1i \u01b0u cho \u0111\u1ed3 h\u1ecda, thu\u1eadt to\u00e1n x\u1eed l\u00fd song song, v\u00e0 b\u00e2y gi\u1edd l\u00e0 TPU. Khi c\u00f4ng ngh\u1ec7 ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd, h\u01b0\u1edbng t\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u1ec3 s\u1eed d\u1ee5ng \u0111i\u1ec7n to\u00e1n m\u00e1y t\u00ednh, nhu c\u1ea7u v\u1ec1 ph\u1ea7n c\u1ee9ng nhanh h\u01a1n, m\u1ea1nh m\u1ebd h\u01a1n \u0111ang ng\u00e0y c\u00e0ng gia t\u0103ng. V\u1eady c\u1ee5 th\u1ec3 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa CPU, GPU v\u00e0 TPU l\u00e0 g\u00ec?<\/p>\n<p>Trong b\u00e0i blog n\u00e0y, ch\u00fang t\u00f4i s\u1ebd so s\u00e1nh CPU, GPU v\u00e0 TPU m\u1ed9t c\u00e1ch ng\u1eafn g\u1ecdn nh\u1ea5t cho b\u1ea1n.<\/p>\n<h2>CPU vs GPU vs TPU<\/h2>\n<p>S\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa CPU, GPU v\u00e0 TPU l\u00e0 CPU x\u1eed l\u00fd t\u1ea5t c\u1ea3 c\u00e1c logic, t\u00ednh to\u00e1n v\u00e0 \u0111\u1ea7u v\u00e0o \/ \u0111\u1ea7u ra c\u1ee7a m\u00e1y t\u00ednh\/m\u00e1y ch\u1ee7, n\u00f3 l\u00e0 m\u1ed9t b\u1ed9 x\u1eed l\u00fd \u0111a n\u0103ng. Trong khi \u0111\u00f3, GPU l\u00e0 m\u1ed9t b\u1ed9 x\u1eed l\u00fd b\u1ed5 sung \u0111\u1ec3 n\u00e2ng cao giao di\u1ec7n \u0111\u1ed3 h\u1ecda v\u00e0 ch\u1ea1y c\u00e1c t\u00e1c v\u1ee5, thu\u1eadt to\u00e1n cao c\u1ea5p v\u1edbi h\u00e0ng ngh\u00ecn t\u1ef7 ph\u00e9p to\u00e1n. TPU l\u00e0 nh\u1eefng b\u1ed9 x\u1eed l\u00fd \u0111\u01b0\u1ee3c t\u00f9y bi\u1ebfn m\u1ea1nh m\u1ebd \u0111\u1ec3 th\u1ef1c thi d\u1ef1 \u00e1n \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n tr\u00ean m\u1ed9t framework c\u1ee5 th\u1ec3, v\u00ed d\u1ee5 nh\u01b0 TensorFlow.<\/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<ul>\n<li>CPU (Central Processing Unit): Qu\u1ea3n l\u00fd t\u1ea5t c\u1ea3 c\u00e1c ch\u1ee9c n\u0103ng c\u1ee7a m\u00e1y t\u00ednh.<\/li>\n<li>GPU (Graphic Processing Unit): N\u00e2ng cao hi\u1ec7u su\u1ea5t \u0111\u1ed3 h\u1ecda c\u1ee7a m\u00e1y t\u00ednh.<\/li>\n<li>TPU (Tensor Processing Unit): X\u00e2y d\u1ef1ng t\u00f9y bi\u1ebfn t\u1eeb ASIC \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c d\u1ef1 \u00e1n TensorFlow.<img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/tgmc-blog-61370a43cb21d.png\" alt=\"CPU, GPU, FPGA or TPU: Which one to choose for my Machine learning training? | by InAccel | Medium\" \/><\/li>\n<\/ul>\n<h2>CPU l\u00e0 g\u00ec?<\/h2>\n<p>CPU l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a Central Processing Unit v\u00e0 \u0111\u01b0\u1ee3c coi nh\u01b0 b\u1ed9 n\u00e3o c\u1ee7a m\u00e1y t\u00ednh ch\u1ee7<\/p>\n<p>N\u00f3 l\u00e0 ph\u1ea7n c\u1ee9ng ch\u00ednh c\u1ee7a m\u00e1y t\u00ednh th\u1ef1c hi\u1ec7n l\u1ec7nh cho c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh m\u00e1y t\u00ednh. T\u1ea5t c\u1ea3 c\u00e1c ch\u1ee9c n\u0103ng c\u01a1 b\u1ea3n v\u1ec1 s\u1ed1 h\u1ecdc, logic, \u0111i\u1ec1u khi\u1ec3n v\u00e0 CPU x\u1eed l\u00fd c\u00e1c ch\u1ee9c n\u0103ng \u0111\u1ea7u v\u00e0o \/ \u0111\u1ea7u ra c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh.<\/p>\n<p>CPU ch\u1ea1y h\u1ec7 \u0111i\u1ec1u h\u00e0nh, li\u00ean t\u1ee5c \u0111\u1ec3 nh\u1eadn \u0111\u1ea7u v\u00e0o v\u00e0 cung c\u1ea5p \u0111\u1ea7u ra cho ng\u01b0\u1eddi d\u00f9ng.<img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/tgmc-blog-6136f0d34467d.jpeg\" alt=\"CPU vs GPU vs TPU: Understanding the Difference Between Them\" \/><\/p>\n<p>M\u1ed9t CPU ch\u1ee9a \u00edt nh\u1ea5t m\u1ed9t b\u1ed9 x\u1eed l\u00fd. B\u1ed9 x\u1eed l\u00fd l\u00e0 m\u1ed9t con chip th\u1ef1c t\u1ebf b\u00ean trong CPU \u0111\u1ec3 th\u1ef1c hi\u1ec7n t\u1ea5t c\u1ea3 c\u00e1c ph\u00e9p t\u00ednh. Trong m\u1ed9t th\u1eddi gian d\u00e0i, CPU ch\u1ec9 c\u00f3 m\u1ed9t b\u1ed9 vi x\u1eed l\u00fd, nh\u01b0ng b\u00e2y gi\u1edd CPU l\u00f5i k\u00e9p (CPU c\u00f3 hai b\u1ed9 x\u1eed l\u00fd) l\u00e0 ph\u1ed5 bi\u1ebfn.<\/p>\n<p>Ngo\u00e0i ra c\u00f2n c\u00f3 c\u00e1c CPU b\u1ed1n b\u1ed9 x\u1eed l\u00fd l\u00e0 CPU l\u00f5i t\u1ee9. M\u1ed9t s\u1ed1 c\u00f4ng ty cao c\u1ea5p c\u0169ng x\u00e2y d\u1ef1ng CPU v\u1edbi t\u00e1m b\u1ed9 x\u1eed l\u00fd.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/04\/TheGioiMayChu-Blog-Image-2.png\" alt=\"Intel ra m\u1eaft CPU Xeon Scalable th\u1ebf h\u1ec7 th\u1ee9 3 (Ice Lake): Hi\u1ec7u n\u0103ng c\u1ea3i ti\u1ebfn v\u1edbi 40 l\u00f5i v\u00e0 PCIe 4.0 - Blog | TheGioiMayChu\" \/><\/figure>\n<\/div>\n<p><strong>C\u00e1c th\u01b0\u01a1ng hi\u1ec7u CPU ti\u00eau bi\u1ec3u:<\/strong>\u00a0Intel, AMD, Qualcomm, IBM, Samsung,&#8230;<\/p>\n<h2>GPU l\u00e0 g\u00ec?<\/h2>\n<p>Trong khi CPU \u0111\u01b0\u1ee3c bi\u1ebft \u0111\u1ebfn nh\u01b0 b\u1ed9 n\u00e3o c\u1ee7a m\u00e1y t\u00ednh v\u00e0 ph\u1ea7n t\u01b0 duy logic c\u1ee7a m\u00e1y t\u00ednh, GPU gi\u00fap hi\u1ec3n th\u1ecb nh\u1eefng g\u00ec \u0111ang di\u1ec5n ra trong n\u00e3o b\u1eb1ng c\u00e1ch hi\u1ec3n th\u1ecb giao di\u1ec7n ng\u01b0\u1eddi d\u00f9ng \u0111\u1ed3 h\u1ecda m\u1ed9t c\u00e1ch tr\u1ef1c quan.<\/p>\n<p>GPU l\u00e0 vi\u1ebft t\u1eaft c\u1ee7a Graphic Processing Unit, v\u00e0 n\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o m\u1ed7i CPU theo m\u1ed9t s\u1ed1 h\u00ecnh th\u1ee9c. Nh\u01b0ng m\u1ed9t s\u1ed1 t\u00e1c v\u1ee5 v\u00e0 \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u tr\u1ef1c quan h\u00f3a r\u1ed9ng r\u00e3i m\u00e0 GPU c\u00f3 s\u1eb5n kh\u00f4ng th\u1ec3 x\u1eed l\u00fd. C\u00e1c t\u00e1c v\u1ee5 nh\u01b0 CAD (computer-added design), machine learning, game, livestream, ch\u1ec9nh s\u1eeda video v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.<img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/tgmc-blog-6136f0e246847.jpeg\" alt=\"CPU vs GPU vs TPU: Understanding the Difference Between Them\" \/><\/p>\n<p>C\u00e1c t\u00e1c v\u1ee5 \u0111\u01a1n gi\u1ea3n v\u1ec1 k\u1ebft xu\u1ea5t \u0111\u1ed3 h\u1ecda c\u01a1 b\u1ea3n c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n v\u1edbi GPU t\u00edch h\u1ee3p trong CPU. \u0110\u1ed1i v\u1edbi c\u00e1c c\u00f4ng vi\u1ec7c n\u00e2ng cao kh\u00e1c, s\u1ee9c m\u1ea1nh c\u1ee7a GPU r\u1eddi l\u00e0 c\u1ea7n thi\u1ebft.<\/p>\n<p>H\u01a1n n\u1eefa, n\u1ebfu b\u1ea1n mu\u1ed1n th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 \u0111\u1ed3 h\u1ecda n\u1eb7ng h\u01a1n, nh\u01b0ng kh\u00f4ng mu\u1ed1n \u0111\u1ea7u t\u01b0 s\u1edf h\u1eefu GPU, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c m\u00e1y ch\u1ee7 ho\u1eb7c m\u00e1y \u1ea3o c\u00f3 GPU. <a class=\"iblink\" href=\"\/server\/gpu-system\/\">M\u00e1y ch\u1ee7 GPU<\/a> l\u00e0 m\u00e1y t\u00ednh c\u00f3 GPU m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng t\u1eeb xa \u0111\u1ec3 khai th\u00e1c s\u1ee9c m\u1ea1nh x\u1eed l\u00fd th\u00f4 cho c\u00e1c ph\u00e9p t\u00ednh ph\u1ee9c t\u1ea1p.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/tgmc-blog-61370a4585849.jpg\" alt=\"NVIDIA ch\u00ednh th\u1ee9c ra m\u1eaft lo\u1ea1t GPU RTX m\u1edbi v\u1edbi ki\u1ebfn tr\u00fac NVIDIA Ampere t\u0103ng c\u01b0\u1eddng s\u1ee9c m\u1ea1nh cho thi\u1ebft b\u1ecb \u00bb C\u1eadp nh\u1eadt tin t\u1ee9c C\u00f4ng Ngh\u1ec7 m\u1edbi nh\u1ea5t | Trangcongnghe.com\" \/><\/figure>\n<\/div>\n<p><strong>C\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t GPU ti\u00eau bi\u1ec3u:\u00a0<\/strong>NVIDIA, AMD, Broadcom Limited&#8230;<\/p>\n<h2>TPU l\u00e0 g\u00ec?<\/h2>\n<p>Tensor Processing Unit (TPU) l\u00e0 m\u1ed9t m\u1ea1ch t\u00edch h\u1ee3p d\u00e0nh ri\u00eang cho \u1ee9ng d\u1ee5ng, \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c t\u00ednh to\u00e1n v\u00e0 thu\u1eadt to\u00e1n AI. Google \u0111\u1eb7c bi\u1ec7t ph\u00e1t tri\u1ec3n n\u00f3 \u0111\u1ec3 t\u1ed1i \u01b0u cho Machine Learning v\u00e0 Neural Network cho ph\u1ea7n m\u1ec1m TensorFlow. Google ch\u00ednh l\u00e0 c\u00f4ng ty s\u1edf h\u1eefu ph\u1ea7n m\u1ec1m TensorFlow.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/tinhte.vn\/store\/2016\/08\/3852742_cv.jpg\" alt=\"1 b\u1ed9 x\u1eed l\u00fd TPU c\u1ee7a Google d\u00e0nh cho tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 th\u1ec3 x\u1eed l\u00fd 100 tri\u1ec7u t\u1ea5m \u1ea3nh m\u1ed7i ng\u00e0y | Tinh t\u1ebf\" \/><\/p>\n<p>Google b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng TPU v\u00e0o n\u0103m 2015; sau \u0111\u00f3, h\u1ecd \u0111\u00e3 c\u00f4ng khai n\u00f3 v\u00e0o n\u0103m 2018. B\u1ea1n c\u00f3 th\u1ec3 c\u00f3 TPU d\u01b0\u1edbi d\u1ea1ng \u0111\u00e1m m\u00e2y ho\u1eb7c phi\u00ean b\u1ea3n nh\u1ecf h\u01a1n c\u1ee7a chip.<\/p>\n<p>TPU l\u00e0 c\u00e1c \u0111\u01a1n v\u1ecb x\u1eed l\u00fd \u0111\u01b0\u1ee3c t\u00f9y bi\u1ebfn \u0111\u1ec3 ho\u1ea1t \u0111\u1ed9ng cho m\u1ed9t framework c\u1ee5 th\u1ec3. \u0110\u00f3 l\u00e0 TensorFlow. M\u1ed9t n\u1ec1n t\u1ea3ng h\u1ecdc m\u00e1y m\u00e3 ngu\u1ed3n m\u1edf, v\u1edbi c\u00e1c c\u00f4ng c\u1ee5, th\u01b0 vi\u1ec7n v\u00e0 c\u1ed9ng \u0111\u1ed3ng hi\u1ec7n \u0111\u1ea1i, \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 nhanh ch\u00f3ng x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng ML.<\/p>\n<p>Cloud TPU cho ph\u00e9p b\u1ea1n ch\u1ea1y c\u00e1c d\u1ef1 \u00e1n h\u1ecdc m\u00e1y c\u1ee7a m\u00ecnh tr\u00ean TPU b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng TF. \u0110\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 c\u00f3 hi\u1ec7u su\u1ea5t m\u1ea1nh m\u1ebd v\u00e0 t\u00ednh linh ho\u1ea1t, TPU c\u1ee7a Google gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh v\u1edbi c\u00e1c API TensorFlow c\u1ea5p cao.<\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 t\u1eebng m\u1ea5t h\u00e0ng tu\u1ea7n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u1ec1 GPU ho\u1eb7c b\u1ea5t k\u1ef3 ph\u1ea7n c\u1ee9ng n\u00e0o kh\u00e1c c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng trong v\u00e0i gi\u1edd v\u1edbi TPU.<\/p>\n<p>TPU ch\u1ec9 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c project TensorFlow c\u1ee7a c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 nh\u00e0 ph\u00e1t tri\u1ec3n.<img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/tgmc-blog-61370a4600026.jpg\" alt=\"Deep Learning Thay \u0110\u1ed5i Cu\u1ed9c S\u1ed1ng Ra Sao? (Ph\u1ea7n 2) | chia s\u1ebb b\u1edfi L\u00e0m Phim Qu\u1ea3ng C\u00e1o .TV\" \/><\/p>\n<p><strong>Nh\u00e0 s\u1ea3n xu\u1ea5t:\u00a0<\/strong>Ch\u1ec9 duy nh\u1ea5t Google<\/p>\n<p>Qua n\u1ed9i dung c\u1ee7a b\u00e0i vi\u1ebft n\u00e0y c\u00f3 th\u1ec3 gi\u00fap b\u1ea1n hi\u1ec3u \u0111\u01b0\u1ee3c s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa CPU, GPU v\u00e0 TPU. N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm th\u1ee9 g\u00ec \u0111\u00f3 nhanh h\u01a1n \u0111\u1ec3 ch\u1ea1y d\u1ef1 \u00e1n v\u1ec1 h\u1ea1 t\u1ea7ng AI c\u1ee7a m\u00ecnh, th\u00ec <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> l\u00e0 l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t cho b\u1ea1n. B\u1ea1n c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y ch\u1ee7 m\u1ed9t c\u00e1ch nhanh ch\u00f3ng v\u00e0 m\u1ea1nh m\u1ebd, t\u1eeb \u0111\u00f3 mang \u0111\u1ebfn nh\u1eefng hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng t\u1ed1t nh\u1ea5t v\u1ec1 h\u1ea1 t\u1ea7ng AI.<\/p>\n<p>\u2192 Xem th\u00eam:\u00a0<a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/cpu-may-chu\">C\u00e1c s\u1ea3n ph\u1ea9m CPU Intel\/AMD<\/a><\/p>\n<p>\u2192 Xem th\u00eam:\u00a0<a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/gpu-card-may-chu\/\">C\u00e1c s\u1ea3n ph\u1ea9m GPU NVIDIA<\/a><\/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=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/a><\/li>\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=22532\">H\u01b0\u1edbng d\u1eabn tri\u1ec3n khai m\u00e1y ch\u1ee7 GPU t\u1ea1i ch\u1ed7 trong c\u00e1c ph\u00f2ng m\u00e1y doanh nghi\u1ec7p<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22501\">NVIDIA ConnectX-8 SuperNIC: \u0110\u1ed9t ph\u00e1 ki\u1ebfn tr\u00fac h\u1ea1 t\u1ea7ng AI v\u1edbi PCIe Gen6<\/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<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong l&#7883;ch s&#7917; h&igrave;nh th&agrave;nh c&#7911;a chi&#7871;c m&aacute;y t&iacute;nh, &#273;&#7847;u ti&ecirc;n ch&uacute;ng ta c&oacute; CPU cho m&#7885;i t&aacute;c v&#7909; x&#7917; l&yacute;, sau &#273;&oacute; l&agrave; GPU v&#7899;i s&#7921; t&#7853;p trung v&agrave;o s&#7913;c m&#7841;nh &#273;&#7875; x&#7917; l&yacute; t&#7889;i &#432;u cho &#273;&#7891; h&#7885;a, thu&#7853;t to&aacute;n x&#7917; l&yacute; song song, v&agrave; b&acirc;y gi&#7901; l&agrave; TPU. Khi c&ocirc;ng ngh&#7879; ph&aacute;t&#8230;<\/p>\n","protected":false},"author":17,"featured_media":10283,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[44,1],"tags":[7,204,671,74,499,218,641],"class_list":["post-10278","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product","category-tong-hop","tag-ai","tag-cpu","tag-gpu","tag-hpc","tag-ml","tag-tensorflow","tag-tpu"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>CPU vs GPU vs TPU: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t - 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\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"CPU vs GPU vs TPU: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Trong l&#7883;ch s&#7917; h&igrave;nh th&agrave;nh c&#7911;a chi&#7871;c m&aacute;y t&iacute;nh, &#273;&#7847;u ti&ecirc;n ch&uacute;ng ta c&oacute; CPU cho m&#7885;i t&aacute;c v&#7909; x&#7917; l&yacute;, sau &#273;&oacute; l&agrave; GPU v&#7899;i s&#7921; t&#7853;p trung v&agrave;o s&#7913;c m&#7841;nh &#273;&#7875; x&#7917; l&yacute; t&#7889;i &#432;u cho &#273;&#7891; h&#7885;a, thu&#7853;t to&aacute;n x&#7917; l&yacute; song song, v&agrave; b&acirc;y gi&#7901; l&agrave; TPU. 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Khi c&ocirc;ng ngh&#7879; ph&aacute;t...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/TheGioiMayChu-Blog-Image-1.png","twitter_misc":{"Written by":"Nguy\u1ec5n \u0110\u1ee9c Th\u00e1i","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/"},"author":{"name":"Nguy\u1ec5n \u0110\u1ee9c Th\u00e1i","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/90c5d8d30876fc0e3d14a0b67d3f2842"},"headline":"CPU vs GPU vs TPU: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t","datePublished":"2021-09-07T06:45:32+00:00","dateModified":"2024-11-20T08:20:43+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/"},"wordCount":1504,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/09\/TheGioiMayChu-Blog-Image-1.png","keywords":["ai","cpu","gpu","hpc","ML","tensorflow","TPU"],"articleSection":["S\u1ea3n ph\u1ea9m","T\u1ed5ng h\u1ee3p"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/","url":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/cpu-vs-gpu-vs-tpu-dau-la-su-khac-biet-p10278\/","name":"CPU vs GPU vs TPU: \u0110\u00e2u l\u00e0 s\u1ef1 kh\u00e1c bi\u1ec7t - 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