{"id":10688,"date":"2021-11-10T08:48:49","date_gmt":"2021-11-10T01:48:49","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=10688"},"modified":"2024-08-28T15:33:19","modified_gmt":"2024-08-28T08:33:19","slug":"nvidia-a2-tensor-core-gpu-mang-nvidia-ai-den-bat-ky-may-chu-nao-cua-ban","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/nvidia-a2-tensor-core-gpu-mang-nvidia-ai-den-bat-ky-may-chu-nao-cua-ban-p10688\/","title":{"rendered":"NVIDIA A2 Tensor Core GPU: Mang NVIDIA AI \u0111\u1ebfn b\u1ea5t k\u1ef3 m\u00e1y ch\u1ee7 n\u00e0o c\u1ee7a b\u1ea1n"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>M\u1ed9t trong nh\u1eefng th\u00f4ng tin n\u1ed5i b\u1eadt t\u1ea1i s\u1ef1 ki\u1ec7n GTC v\u00e0o n\u0103m 2021 l\u00e0 s\u1ef1 xu\u1ea5t hi\u1ec7n c\u1ee7a GPU NVIDIA A2, d\u00f2ng GPU low-profile nh\u01b0ng c\u00f3 kh\u1ea3 n\u0103ng mang l\u1ea1i hi\u1ec7u su\u1ea5t suy lu\u1eadn cao h\u01a1n 20 l\u1ea7n so v\u1edbi CPU, t\u1ed1i \u01b0u h\u00f3a s\u1eed d\u1ee5ng cho c\u00e1c h\u1ec7 th\u1ed1ng suy lu\u1eadn AI c\u00f3 \u00edt kh\u00f4ng gian v\u00e0 y\u00eau c\u1ea7u s\u1ef1 linh ho\u1ea1t.\u00a0NVIDIA A2 c\u0169ng \u0111\u01b0\u1ee3c xem l\u00e0 s\u1ea3n ph\u1ea9m k\u1ebf th\u1eeba c\u1ee7a m\u1eabu GPU \u0111\u00ecnh \u0111\u00e1m NVIDIA Tesla T4.<\/p>\n<h2>X\u1eed l\u00fd suy lu\u1eadn linh ho\u1ea1t v\u1edbi chi ph\u00ed th\u1ea5p<\/h2>\n<p>GPU NVIDIA A2 Tensor Core cung c\u1ea5p kh\u1ea3 n\u0103ng suy lu\u1eadn c\u1ea5p \u0111\u1ed9 \u0111\u1ea7u v\u00e0o v\u1edbi c\u00f4ng su\u1ea5t th\u1ea5p v\u00e0 hi\u1ec7u su\u1ea5t cao cho NVIDIA AI \u1edf bi\u00ean.\u00a0V\u1edbi thi\u1ebft k\u1ebf PCIe Gen4 low-profile v\u00e0 c\u00f4ng su\u1ea5t thi\u1ebft k\u1ebf (TDP) ch\u1ec9 t\u1eeb 40-60W, A2 mang \u0111\u1ebfn kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c suy lu\u1eadn linh ho\u1ea1t cho b\u1ea5t k\u1ef3 m\u00e1y ch\u1ee7 hay thi\u1ebft b\u1ecb bi\u00ean n\u00e0o cho m\u1ee5c \u0111\u00edch tri\u1ec3n khai tr\u00ean quy m\u00f4 l\u1edbn.<\/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><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-10720\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference.jpg\" alt=\"\" width=\"1260\" height=\"709\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference.jpg 1260w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference-300x169.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference-768x432.jpg 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference-1024x576.jpg 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-nvidia-a2-tensor-core-gpu-inference-40x23.jpg 40w\" sizes=\"auto, (max-width: 1260px) 100vw, 1260px\" \/><\/a><\/p>\n<p>T\u00ednh linh ho\u1ea1t, k\u00edch th\u01b0\u1edbc nh\u1ecf g\u1ecdn v\u00e0 c\u00f4ng su\u1ea5t th\u1ea5p c\u1ee7a A2 v\u01b0\u1ee3t qu\u00e1 nhu c\u1ea7u tri\u1ec3n khai c\u1ea1nh tr\u00ean quy m\u00f4 l\u1edbn, ngay l\u1eadp t\u1ee9c n\u00e2ng c\u1ea5p c\u00e1c m\u00e1y ch\u1ee7 CPU c\u1ea5p th\u1ea5p hi\u1ec7n c\u00f3 \u0111\u1ec3 x\u1eed l\u00fd suy lu\u1eadn. M\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c v\u1edbi GPU A2 mang l\u1ea1i hi\u1ec7u su\u1ea5t suy lu\u1eadn cao h\u01a1n so v\u1edbi CPU v\u00e0 tri\u1ec3n khai ph\u00e2n t\u00edch video th\u00f4ng minh (IVA) hi\u1ec7u qu\u1ea3 h\u01a1n so v\u1edbi c\u00e1c GPU th\u1ebf h\u1ec7\u00a0 tr\u01b0\u1edbc<\/p>\n<h2>N\u0103ng l\u1ef1c suy lu\u1eadn t\u0103ng 20 l\u1ea7n<\/h2>\n<p>Kh\u1ea3 n\u0103ng suy lu\u1eadn c\u1ee7a AI \u0111\u01b0\u1ee3c t\u1ea1o ra \u0111\u1ec3 n\u00e2ng cao tr\u1ea3i nghi\u1ec7m c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u1edbi t\u00ednh th\u00f4ng minh, th\u1eddi gian th\u1ef1c v\u00e0 th\u00f4ng tin n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t t\u1eeb h\u00e0ng ngh\u00ecn t\u1ef7 c\u1ea3m bi\u1ebfn, m\u00e1y \u1ea3nh \u0111\u1ea7u cu\u1ed1i.\u00a0So v\u1edbi c\u00e1c m\u00e1y ch\u1ee7 ch\u1ec9 s\u1eed d\u1ee5ng CPU, c\u00e1c m\u00e1y ch\u1ee7 Egde Server v\u1edbi GPU NVIDIA A2 Tensor Core c\u00f3 th\u1ec3 cung c\u1ea5p hi\u1ec7u su\u1ea5t suy lu\u1eadn cao h\u01a1n g\u1ea5p 20 l\u1ea7n, ngay l\u1eadp t\u1ee9c n\u00e2ng c\u1ea5p s\u1ee9c m\u1ea1nh \u0111\u1ec3 x\u1eed l\u00fd AI hi\u1ec7n \u0111\u1ea1i cho b\u1ea5t k\u1ef3 m\u00e1y ch\u1ee7 n\u00e0o.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-Image-nvidia-a2-tensor-core-gpu-mang-nvidia-ai-den-bat-ky-may-chu-nao-cua-ban.png\" \/><\/p>\n<h2>Hi\u1ec7u n\u0103ng cao h\u01a1n cho ph\u00e2n t\u00edch video th\u00f4ng minh ngay t\u1ea1i bi\u00ean (Edge)<\/h2>\n<p>M\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c trang b\u1ecb GPU NVIDIA A2 cung c\u1ea5p hi\u1ec7u su\u1ea5t cao h\u01a1n g\u1ea5p 1,3 l\u1ea7n trong c\u00e1c \u1ee9ng d\u1ee5ng th\u00f4ng minh, bao g\u1ed3m smart city, s\u1ea3n xu\u1ea5t v\u00e0 b\u00e1n l\u1ebb.\u00a0GPU NVIDIA A2 s\u1eed d\u1ee5ng cho t\u1ea3i x\u1eed l\u00fd IVA (Intelligent Video Analytics) mang l\u1ea1i kh\u1ea3 n\u0103ng tri\u1ec3n khai hi\u1ec7u qu\u1ea3 h\u01a1n t\u1edbi 1,6 l\u1ea7n v\u00e0 hi\u1ec7u su\u1ea5t ti\u1ebft ki\u1ec7m \u0111i\u1ec7n n\u0103ng t\u1ed1t h\u01a1n 10% so v\u1edbi c\u00e1c th\u1ebf h\u1ec7 GPU tr\u01b0\u1edbc.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/TheGioiMayChu-Blog-Image-nvidia-a2-tensor-core-gpu-mang-nvidia-ai-den-bat-ky-may-chu-nao-cua-ban-1.png\" \/><\/p>\n<h2>T\u1ed1i \u01b0u cho m\u1ecdi lo\u1ea1i m\u00e1y ch\u1ee7<\/h2>\n<p>NVIDIA A2 l\u00e0 m\u1ed9t card PCIe c\u1ea5u h\u00ecnh th\u1ea5p v\u00e0 ti\u00eau th\u1ee5 n\u0103ng l\u01b0\u1ee3ng th\u1ea5p.\u00a0C\u1ee5 th\u1ec3 TDP ch\u1ec9 t\u1eeb 40-60W.\u00a0Giao di\u1ec7n c\u0169ng l\u00e0 PCIe Gen4 x8, r\u1ea5t d\u1ec5 l\u1eafp v\u00e0o m\u00e1y ch\u1ee7 v\u00e0 \u0111\u01a1n gi\u1ea3n trong c\u1ea5p ngu\u1ed3n v\u00e0 l\u00e0m m\u00e1t.<\/p>\n<p>M\u1ed9t trong nh\u1eefng \u0111\u1ed9t ph\u00e1 l\u1edbn nh\u1ea5t c\u1ee7a NVIDIA T4 l\u00e0 n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c b\u1ed1 tr\u00ed v\u1eadt l\u00fd v\u00e0o nh\u1eefng n\u01a1i th\u01b0\u1eddng d\u00e0nh cho NIC v\u00e0 c\u00e1c thi\u1ebft b\u1ecb c\u1ea5u h\u00ecnh th\u1ea5p kh\u00e1c.\u00a0\u0110i\u1ec1u n\u00e0y gi\u00fap c\u1ea3i thi\u1ec7n lu\u1ed3ng kh\u00f4ng kh\u00ed trong khung g\u1ea7m v\u00e0 gi\u1ea3m y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng \u0111\u1ec3 c\u00f3 th\u1ec3 t\u00edch h\u1ee3p A2.<\/p>\n<p>NVIDIA A2 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c suy lu\u1eadn v\u00e0 tri\u1ec3n khai trong c\u00e1c m\u00e1y ch\u1ee7 c\u1ea5p \u0111\u1ea7u v\u00e0o b\u1ecb h\u1ea1n ch\u1ebf b\u1edfi c\u00e1c y\u00eau c\u1ea7u v\u1ec1 kh\u00f4ng gian v\u00e0 nhi\u1ec7t, ch\u1eb3ng h\u1ea1n nh\u01b0 c\u1ea1nh 5G v\u00e0 m\u00f4i tr\u01b0\u1eddng c\u00f4ng nghi\u1ec7p.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/11\/tgmc-blog-618b7f050734a.jpg\" alt=\"NVIDIA A2\" \/><\/p>\n<p>Nh\u00ecn chung, \u0111\u00e2y l\u00e0 m\u1ed9t b\u01b0\u1edbc ti\u1ebfn t\u1ed1t c\u1ee7a NVIDIA, v\u1edbi NVIDIA A2 c\u00f9ng ki\u1ebfn tr\u00fac Ampere, gi\u1edd \u0111\u00e2y c\u00e1c h\u1ec7 th\u1ed1ng suy lu\u1eadn AI c\u1ee7a kh\u00e1ch h\u00e0ng s\u1ebd \u0111\u01b0\u1ee3c c\u1ea3i ti\u1ebfn m\u1ea1nh m\u1ebd h\u01a1n v\u1ec1 hi\u1ec7u su\u1ea5t, t\u1ed1t h\u01a1n c\u00e1c GPU suy lu\u1eadn th\u1ebf h\u1ec7 tr\u01b0\u1edbc \u0111\u00e2y, v\u1edbi m\u1ed9t m\u1ee9c chi ph\u00ed h\u1ee3p l\u00fd v\u00e0 d\u1ec5 d\u00e0ng l\u1eafp \u0111\u1eb7t tr\u00ean c\u00e1c GPU Server hi\u1ec7n nay.<\/p>\n<h3>Th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt ch\u00ednh c\u1ee7a NVIDIA A2<\/h3>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 c\u00e1c th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt ch\u00ednh c\u1ee7a NVIDIA A2:<\/p>\n<table border=\"0\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<td>Peak FP32<\/td>\n<td colspan=\"2\">4.5 TF<\/td>\n<\/tr>\n<tr>\n<td>TF32 Tensor Core<\/td>\n<td colspan=\"2\">9 TF | 18 TF\u00b9<\/td>\n<\/tr>\n<tr>\n<td>BFLOAT16 Tensor Core<\/td>\n<td colspan=\"2\">18 TF | 36 TF\u00b9<\/td>\n<\/tr>\n<tr>\n<td>Peak FP16 Tensor Core<\/td>\n<td colspan=\"2\">18 TF | 36 TF\u00b9<\/td>\n<\/tr>\n<tr>\n<td>Peak INT8 Tensor Core<\/td>\n<td colspan=\"2\">36 TOPS | 72 TOPS\u00b9<\/td>\n<\/tr>\n<tr>\n<td>Peak INT4 Tensor Core<\/td>\n<td colspan=\"2\">72 TOPS | 144 TOPS\u00b9<\/td>\n<\/tr>\n<tr>\n<td>RT Cores<\/td>\n<td colspan=\"2\">10<\/td>\n<\/tr>\n<tr>\n<td>Media engines<\/td>\n<td colspan=\"2\">1 video encoder<br \/>\n2 video decoders (includes AV1 decode)<\/td>\n<\/tr>\n<tr>\n<td>GPU memory<\/td>\n<td colspan=\"2\">16GB GDDR6<\/td>\n<\/tr>\n<tr>\n<td>GPU memory bandwidth<\/td>\n<td colspan=\"2\">200GB\/s<\/td>\n<\/tr>\n<tr>\n<td>Interconnect<\/td>\n<td colspan=\"2\">PCIe Gen4 x8<\/td>\n<\/tr>\n<tr>\n<td>Form factor<\/td>\n<td colspan=\"2\">1-slot, low-profile PCIe<\/td>\n<\/tr>\n<tr>\n<td>Max thermal design power (TDP)<\/td>\n<td colspan=\"2\">40\u201360W (configurable)<\/td>\n<\/tr>\n<tr>\n<td>Virtual GPU (vGPU) software support<sup>\u00b2<\/sup><\/td>\n<td colspan=\"2\">NVIDIA Virtual PC (vPC), NVIDIA Virtual Applications (vApps), NVIDIA RTX Virtual Workstation (vWS), <a class=\"iblink\" href=\"\/solution\/infra\/ai\/bo-giai-phap-trien-khai-ai-cap-doanh-nghiep-nvidia-ai-enterprise-p4126\/\">NVIDIA AI Enterprise<\/a>, NVIDIA Virtual Compute Server (vCS)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>C\u00e1c th\u00f4ng s\u1ed1 t\u1ed5ng h\u1ee3p t\u1eeb TechPowerUp<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/08\/tgmc-blog-66cee0d1aa62a.JPG\" alt=\"\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/thegioimaychu.vn\/image\/cache\/catalog\/nvidia-a100-pcie-gpu-600x451.png\" alt=\"\" width=\"310\" height=\"233\" \/><\/p>\n<p><strong><a href=\"https:\/\/thegioimaychu.vn\/gpu-nvidia-ampere-a2-16gb-gddr6-pcie-4-0-tm9192.html\">GPU NVIDIA Ampere A2 16GB GDDR6 PCIe 4.0<\/a><\/strong><\/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=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\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=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>M&#7897;t trong nh&#7919;ng th&ocirc;ng tin n&#7893;i b&#7853;t t&#7841;i s&#7921; ki&#7879;n GTC v&agrave;o n&#259;m 2021 l&agrave; s&#7921; xu&#7845;t hi&#7879;n c&#7911;a GPU NVIDIA A2, d&ograve;ng GPU low-profile nh&#432;ng c&oacute; kh&#7843; n&#259;ng mang l&#7841;i hi&#7879;u su&#7845;t suy lu&#7853;n cao h&#417;n 20 l&#7847;n so v&#7899;i CPU, t&#7889;i &#432;u h&oacute;a s&#7917; d&#7909;ng cho c&aacute;c h&#7879; th&#7889;ng suy lu&#7853;n AI c&oacute;&#8230;<\/p>\n","protected":false},"author":17,"featured_media":10719,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,44,1],"tags":[316,12,671,541,1314],"class_list":["post-10688","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-product","category-tong-hop","tag-ampere","tag-deep-learning","tag-gpu","tag-gtc21","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>NVIDIA A2 Tensor Core GPU: Mang NVIDIA AI \u0111\u1ebfn b\u1ea5t k\u1ef3 m\u00e1y ch\u1ee7 n\u00e0o 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 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