{"id":12164,"date":"2022-05-14T02:30:21","date_gmt":"2022-05-14T02:30:21","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=12164"},"modified":"2022-05-21T01:14:39","modified_gmt":"2022-05-21T01:14:39","slug":"trien-khai-ai-hpc-linh-hoat-va-hieu-qua-voi-supermicro-ngc-ready-systems","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/trien-khai-ai-hpc-linh-hoat-va-hieu-qua-voi-supermicro-ngc-ready-systems-p12164\/","title":{"rendered":"Tri\u1ec3n khai AI, HPC linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3 v\u1edbi Supermicro NGC Ready Systems"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>AI \u0111ang gi\u00fap gi\u1ea3i quy\u1ebft m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 ph\u1ee9c t\u1ea1p nh\u1ea5t c\u1ee7a th\u1ebf gi\u1edbi, vi\u1ec7c v\u01b0\u1ee3t qua nh\u1eefng th\u00e1ch th\u1ee9c to l\u1edbn n\u00e0y \u0111\u00f2i h\u1ecfi ph\u1ea3i t\u00ednh to\u00e1n m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao. Ch\u00ednh v\u00ec v\u1eady, c\u00e1c m\u00f4 h\u00ecnh AI hi\u1ec7n nay \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a nh\u1eb1m \u0111\u00e1p \u1ee9ng cho c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00f2i h\u1ecfi quy m\u00f4 l\u1edbn n\u00e0y. NVIDIA GPU Cloud (NGC) l\u00e0 n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m t\u1eadp trung \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi GPU v\u00e0 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho AI v\u00e0 HPC. H\u1ec7 th\u1ed1ng NGC-Ready c\u1ee7a <a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a> gi\u00fap ch\u1ea1y c\u00e1c t\u1ea3i c\u00f4ng vi\u1ec7c l\u1edbn d\u1ec5 d\u00e0ng v\u00e0 hi\u1ec7u qu\u1ea3 v\u1edbi ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m t\u0103ng t\u1ed1c GPU NVIDIA ho\u00e0n ch\u1ec9nh:<\/p>\n<p>\u2022 Tri\u1ec3n khai v\u00e0 ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m AI ngay l\u1eadp t\u1ee9c khi h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c b\u1eadt ngu\u1ed3n. H\u1ec7 \u0111i\u1ec1u h\u00e0nh, tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n CUDA, CUDA-X, NVIDIA, c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng v\u00f9ng ch\u1ee9a \u0111\u01b0\u1ee3c t\u1ea3i tr\u01b0\u1edbc. H\u1ed7 tr\u1ee3 \u0111\u1ea7y \u0111\u1ee7 c\u00f3 s\u1eb5n.<br \/>\n\u2022 Ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI h\u1ecdc s\u00e2u ti\u00ean ti\u1ebfn, m\u1edbi nh\u1ea5t. S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc, c\u00e1c h\u1ec7 th\u1ed1ng AI m\u1edbi c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng nhanh ch\u00f3ng v\u1edbi c\u00e1c \u0111\u00e0o t\u1ea1o b\u1ed5 sung.<br \/>\n\u2022 C\u00e1c b\u1ed9 NGC c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng \u1edf b\u1ea5t k\u1ef3 \u0111\u00e2u, cho d\u00f9 ch\u00fang n\u1eb1m tr\u00ean h\u1ec7 th\u1ed1ng <a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a> trong trung t\u00e2m d\u1eef li\u1ec7u, trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u \u1edf bi\u00ean Edge, tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 bi\u00ean v\u00e0 c\u1ea3 tr\u00ean \u0111\u00e1m m\u00e2y n\u1ebfu Cloud Bursting l\u00e0 c\u1ea7n thi\u1ebft. Kubernetes c\u00f3 th\u1ec3 s\u1eafp x\u1ebfp c\u00e1c th\u00f9ng ch\u1ee9a containers trong m\u1ed9t b\u1ed9 h\u1ec7 th\u1ed1ng m\u1edf r\u1ed9ng \u0111\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 x\u1eed l\u00fd cho c\u00e1c doanh nghi\u1ec7p 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><img loading=\"lazy\" decoding=\"async\" width=\"1408\" height=\"642\" class=\"alignnone wp-image-12165 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai.png 1408w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-300x137.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-768x350.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1024x467.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-40x18.png 40w\" sizes=\"auto, (max-width: 1408px) 100vw, 1408px\" \/><\/p>\n<h2><span class=\"goog-text-highlight\">Tri\u1ec3n khai \u1ee9ng d\u1ee5ng nhanh ch\u00f3ng v\u1edbi c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng linh ho\u1ea1t<\/span><\/h2>\n<p>H\u1ec7 th\u1ed1ng Supermicro NGC-Ready \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c v\u1ec1 ch\u1ee9c n\u0103ng v\u00e0 hi\u1ec7u su\u1ea5t c\u1ee7a ph\u1ea7n m\u1ec1m AI t\u1eeb NVIDIA NGC.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y c\u00f9ng v\u1edbi NVIDIA NGC, cho ph\u00e9p kh\u00e1ch h\u00e0ng ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p AI t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i.\u00a0H\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t s\u1eb5n h\u1ec7 \u0111i\u1ec1u h\u00e0nh, v\u00f9ng ch\u1ee9a container, m\u00f4i tr\u01b0\u1eddng CUDA c\u1ea7n thi\u1ebft \u0111\u1ec3 ch\u1ea1y ph\u1ea7n m\u1ec1m NVIDIA NGC.\u00a0Supermicro cung c\u1ea5p c\u00e0i \u0111\u1eb7t ph\u1ea7n m\u1ec1m NVIDIA NGC nh\u01b0 m\u1ed9t d\u1ecbch v\u1ee5 b\u1ed5 sung.\u00a0H\u1ed7 tr\u1ee3 c\u1ea5p doanh nghi\u1ec7p cho ph\u1ea7n c\u1ee9ng v\u00e0 h\u1ec7 \u0111i\u1ec1u h\u00e0nh c\u00f3 s\u1eb5n \u0111\u1ec3 gi\u00fap qu\u1ea3n tr\u1ecb vi\u00ean h\u1ec7 th\u1ed1ng gi\u1ea3m thi\u1ec3u th\u1eddi gian ng\u1eebng ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ec7 th\u1ed1ng, mang l\u1ea1i cho ng\u01b0\u1eddi d\u00f9ng s\u1ef1 t\u1ef1 tin khi h\u1ed7 tr\u1ee3, tri\u1ec3n khai c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a AI, HPC&#8230;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-12174\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-1.png\" alt=\"\" width=\"724\" height=\"654\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-1.png 724w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-1-300x271.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-1-40x36.png 40w\" sizes=\"auto, (max-width: 724px) 100vw, 724px\" \/><\/p>\n<p>\u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi NVIDIA A100, V100 v\u00e0 T4, h\u1ec7 th\u1ed1ng Supermicro NGC-Ready cung c\u1ea5p t\u1ed1c \u0111\u1ed9 t\u0103ng t\u1ed1c cho c\u1ea3 \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn.\u00a0Ph\u1ea7n m\u1ec1m NVIDIA NGC \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i d\u01b0\u1edbi d\u1ea1ng b\u1ed9 ch\u1ee9a Docker, v\u00ec v\u1eady ch\u00fang c\u00f3 th\u1ec3 ch\u1ea1y \u1edf b\u1ea5t k\u1ef3 \u0111\u00e2u m\u00e0 H\u1ec7 th\u1ed1ng Supermicro NGC-Ready \u0111\u01b0\u1ee3c tri\u1ec3n khai:<\/p>\n<ul class=\"s-list\">\n<li>Trong trung t\u00e2m d\u1eef li\u1ec7u ho\u1eb7c \u0111\u00e1m m\u00e2y<\/li>\n<li>Trong c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u Edge<\/li>\n<li>\u1ede c\u00e1c v\u1ecb tr\u00ed t\u1eeb xa \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i d\u01b0\u1edbi d\u1ea1ng m\u00e1y ch\u1ee7 EGX c\u00f3 kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i v\u00e0 b\u1ea3o m\u1eadt cao<\/li>\n<\/ul>\n<p>\u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi 26 n\u0103m kinh nghi\u1ec7m cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p m\u00e1y t\u00ednh hi\u1ec7n \u0111\u1ea1i, h\u1ec7 th\u1ed1ng Supermicro l\u00e0 gi\u1ea3i ph\u00e1p m\u00e1y ch\u1ee7 m\u1ea1nh m\u1ebd nh\u1ea5t, hi\u1ec7u su\u1ea5t cao nh\u1ea5t v\u00e0 gi\u00e1 tr\u1ecb cao nh\u1ea5t tr\u00ean th\u1ecb tr\u01b0\u1eddng hi\u1ec7n nay.\u00a0V\u1edbi h\u1ed7 tr\u1ee3 k\u1ebft n\u1ed1i m\u1ea1ng v\u00e0 l\u01b0u tr\u1eef c\u1ef1c nhanh, c\u0169ng nh\u01b0 GPU NVIDIA Ampere A100, V100, A40&#8230;. v\u00e0 T4, h\u1ec7 th\u1ed1ng Supermicro NGC-Ready l\u00e0 nh\u1eefng m\u00e1y ch\u1ee7 \u0111\u00e1ng tin c\u1eady v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao nh\u1ea5t \u0111\u1ec3 h\u1ed7 tr\u1ee3 AI.\u00a0Kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 t\u1ef1 tin ch\u1ea1y c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI c\u1ee7a h\u1ecd.<\/p>\n<p>H\u1ec7 th\u1ed1ng Supermicro NGC-Ready c\u00f3 th\u1ec3 ho\u1ea1t \u0111\u1ed9ng v\u1edbi b\u1ea5t k\u1ef3 ph\u1ea7n m\u1ec1m NGC n\u00e0o v\u00e0 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt h\u00e0ng th\u00e1ng v\u1edbi c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u m\u1edbi nh\u1ea5t tr\u00ean nhi\u1ec1u khu\u00f4n kh\u1ed5, bao g\u1ed3m Tensorflow, PyTorch, MXNet. C\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc, cho ph\u00e9p \u0111\u00e0o t\u1ea1o nhanh h\u01a1n v\u1ec1 d\u1eef li\u1ec7u m\u1edbi. M\u1ed9t s\u1ed1 m\u00f4 h\u00ecnh v\u00ed d\u1ee5 c\u00f3 s\u1eb5n nh\u01b0 trong h\u00ecnh.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1174\" height=\"769\" class=\"alignnone wp-image-12166 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1.png 1174w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1-300x197.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1-768x503.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1-1024x671.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/TheGioiMayChu-Blog-Image-supermicro-ngc-ready-systems-power-on-ai-1-40x26.png 40w\" sizes=\"auto, (max-width: 1174px) 100vw, 1174px\" \/><\/p>\n<h2><span class=\"goog-text-highlight\">NVIDIA NGC<\/span><\/h2>\n<p><span class=\"\">NGC l\u00e0 trung t\u00e2m c\u1ee7a NVIDIA d\u00e0nh cho c\u00e1c b\u1ed9 ch\u1ee9a \u1ee9ng d\u1ee5ng AI, ML v\u00e0 HPC \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c GPU, SDK v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 gi\u00fap truy c\u1eadp nhanh h\u01a1n v\u00e0o ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t.<\/span><\/p>\n<p>S\u1ed5 \u0111\u0103ng k\u00fd v\u00f9ng ch\u1ee9a NGC l\u01b0u tr\u1eef c\u00e1c v\u00f9ng ch\u1ee9a cho ph\u1ea7n m\u1ec1m khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 AI h\u00e0ng \u0111\u1ea7u &#8211; t\u1ea5t c\u1ea3 \u0111\u1ec1u \u0111\u01b0\u1ee3c \u0111i\u1ec1u ch\u1ec9nh, th\u1eed nghi\u1ec7m v\u00e0 t\u1ed1i \u01b0u h\u00f3a b\u1edfi NVIDIA &#8211; c\u0169ng nh\u01b0 c\u00e1c v\u00f9ng ch\u1ee9a \u0111\u00e3 \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m \u0111\u1ea7y \u0111\u1ee7 cho c\u00e1c \u1ee9ng d\u1ee5ng HPC v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u.\u00a0C\u00e1c v\u00f9ng ch\u1ee9a n\u00e0y t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf c\u1ee7a GPU NVIDIA t\u1ea1i ch\u1ed7 v\u00e0 tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0M\u1ed7i gi\u1ea3i ph\u00e1p \u0111\u1ec1u \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a ho\u00e0n to\u00e0n v\u00e0 ho\u1ea1t \u0111\u1ed9ng tr\u00ean nhi\u1ec1u gi\u1ea3i ph\u00e1p m\u00e1y ch\u1ee7 Supermicro v\u1edbi GPU NVIDIA.<\/p>\n<p>NVIDIA NGC c\u0169ng l\u01b0u tr\u1eef c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111\u1ec3 gi\u00fap c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao nhanh h\u01a1n v\u00e0 cung c\u1ea5p c\u00e1c SDK d\u00e0nh ri\u00eang cho ng\u00e0nh gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p AI t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i b\u1eb1ng \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn.<\/p>\n<p>NVIDIA l\u00e0 c\u00f4ng ty h\u00e0ng \u0111\u1ea7u trong l\u0129nh v\u1ef1c t\u0103ng t\u1ed1c GPU hi\u1ec7u su\u1ea5t cao v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai ph\u1ea7n m\u1ec1m AI.\u00a0B\u1eb1ng c\u00e1ch \u0111\u01b0a c\u00e1c c\u00f4ng ngh\u1ec7 t\u1eeb nghi\u00ean c\u1ee9u AI m\u1edbi nh\u1ea5t v\u00e0o NGC, kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 c\u1ea3m th\u1ea5y t\u1ef1 tin r\u1eb1ng h\u1ecd c\u00f3 nh\u1eefng l\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng AI c\u1ee7a m\u00ecnh.\u00a0V\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc v\u00e0 h\u1ecdc t\u1eadp chuy\u1ec3n giao, kh\u00e1ch h\u00e0ng c\u00f3 th\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c gi\u1ea3i ph\u00e1p AI nhanh h\u01a1n nhi\u1ec1u so v\u1edbi tr\u01b0\u1edbc \u0111\u00e2y b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng NGC.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/tgmc-blog-627b2c2dcd6f8.png\" alt=\"S\u01a1 \u0111\u1ed3 gi\u1ea3i ph\u00e1p\" \/><\/p>\n<h2><span class=\"\">\u01afu \u0111i\u1ec3m c\u1ee7a h\u1ec7 th\u1ed1ng Supermicro NGC-Ready<\/span><\/h2>\n<p><span class=\"\">H\u1ec7 th\u1ed1ng Supermicro NGC-Ready \u0111\u01b0\u1ee3c x\u00e1c nh\u1eadn v\u1ec1 hi\u1ec7u su\u1ea5t v\u00e0 ch\u1ee9c n\u0103ng \u0111\u1ec3 ch\u1ea1y c\u00e1c th\u00f9ng ch\u1ee9a NGC.\u00a0<\/span>K\u1ebft h\u1ee3p v\u1edbi ph\u1ea7n m\u1ec1m NVIDIA NGC, h\u1ec7 th\u1ed1ng NGC-Ready cao c\u1ea5p c\u00f3 th\u1ec3 t\u1ed5ng h\u1ee3p c\u00e1c GPU qua m\u1ea1ng v\u00e0 b\u1ed9 nh\u1edb nhanh \u0111\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI l\u1edbn v\u1edbi c\u00e1c l\u00f4 d\u1eef li\u1ec7u l\u1edbn.\u00a0H\u1ec7 th\u1ed1ng NGC-Ready cho Edge tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI cho Inference AI.<\/p>\n<p>H\u1ec7 th\u1ed1ng Supermicro NGC-Ready c\u0169ng cung c\u1ea5p c\u00e1c kh\u1ea3 n\u0103ng v\u00e0 d\u1ecbch v\u1ee5 sau:<\/p>\n<ul class=\"s-list\">\n<li>C\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c, c\u00f3 hi\u1ec7u su\u1ea5t cao gi\u00fap th\u00fac \u0111\u1ea9y th\u1eddi gian gi\u1ea3i quy\u1ebft v\u00e0 cho ph\u00e9p c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd CNTT ch\u1ecdn \u0111\u00fang h\u1ec7 th\u1ed1ng \u0111\u1ec3 th\u00edch h\u1ee3p cho kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c AI.<\/li>\n<li>Supermicro cung c\u1ea5p m\u1ed9t d\u1ecbch v\u1ee5 t\u00f9y ch\u1ecdn \u0111\u1ec3 cho ph\u00e9p ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m AI ngay l\u1eadp t\u1ee9c khi h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c b\u1eadt ngu\u1ed3n.\u00a0H\u1ec7 \u0111i\u1ec1u h\u00e0nh, CUDA, CUDA-X, tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n NVIDIA &#8230;.<\/li>\n<li>Ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI h\u1ecdc s\u00e2u ti\u00ean ti\u1ebfn, m\u1edbi nh\u1ea5t t\u1eeb \u200b\u200bNVIDIA NGC.\u00a0S\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc v\u00e0 d\u1eef li\u1ec7u c\u1ee7a ri\u00eang doanh nghi\u1ec7p b\u1ea1n, c\u00e1c m\u00f4 h\u00ecnh AI m\u1edbi c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/li>\n<li>D\u1ecbch v\u1ee5 h\u1ed7 tr\u1ee3 ph\u1ea7n c\u1ee9ng, h\u1ec7 \u0111i\u1ec1u h\u00e0nh v\u00e0 NVIDIA NGC c\u00f3 s\u1eb5n.<\/li>\n<li>D\u1ecbch v\u1ee5 thi\u1ebft l\u1eadp t\u1ee7 rack, m\u00e1y ch\u1ee7, l\u01b0u tr\u1eef v\u00e0 m\u1ea1ng.<\/li>\n<li>D\u1ecbch v\u1ee5 t\u01b0 v\u1ea5n c\u1ee7a Kubernetes \u0111\u1ec3 tri\u1ec3n khai \u0111a n\u1ec1n t\u1ea3ng, m\u00e1y ch\u1ee7&#8230;.<\/li>\n<\/ul>\n<h2><span class=\"goog-text-highlight\">Supermicro v\u00e0 NGC &#8211; Ki\u1ebfn tr\u00fac gi\u1ea3i ph\u00e1p<\/span><\/h2>\n<p><span class=\"\">H\u1ec7 th\u1ed1ng Ready NGC c\u1ee7a Supermicro h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng ch\u1ea1y to\u00e0n b\u1ed9 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng AI c\u1ee7a h\u1ecd, t\u1eeb \u0111\u00e0o t\u1ea1o d\u1eef li\u1ec7u l\u1edbn \u0111\u1ebfn suy lu\u1eadn trung t\u00e2m d\u1eef li\u1ec7u, \u0111\u1ebfn suy lu\u1eadn \u1edf v\u00f9ng bi\u00ean Edge&#8230;.Gi\u00fap kh\u00e1ch h\u00e0ng d\u1ec5 d\u00e0ng v\u00e0 linh ho\u1ea1t h\u01a1n trong vi\u1ec7c tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng, h\u1ea1 t\u1ea7ng v\u1ec1 AI, HPC&#8230;<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/05\/tgmc-blog-627b2c2f1865b.png\" alt=\"Ki\u1ebfn tr\u00fac gi\u1ea3i ph\u00e1p NGC\" \/><\/p>\n<p>H\u1ec7 th\u1ed1ng Supermicro NGC-Ready,\u00a0<span class=\"\">M\u00e1y ch\u1ee7 \u0111\u00e1m m\u00e2y GPU NVIDIA (NGC) \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c b\u1edbi Supermicro v\u00e0 NVIDIA. Nh\u1eefng h\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh s\u1eb5n \u0111\u1ec3 \u0111i k\u00e8m v\u1edbi h\u1ec7 \u0111i\u1ec1u h\u00e0nh \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t v\u00e0 c\u00e1c ph\u1ea7n m\u1ec1m h\u1ed7 tr\u1ee3 NGC. Ch\u00fang s\u1ebd h\u1ed7 tr\u1ee3 \u0111\u1ea7y \u0111\u1ee7 cho h\u1ec7 th\u1ed1ng ph\u1ea7n c\u1ee9ng, h\u1ec7 \u0111i\u1ec1u h\u00e0nh Red Hat ho\u1eb7c Ubuntu v\u00e0 ph\u1ea7n m\u1ec1m NGC c\u00f3 s\u1eb5n.<\/span><\/p>\n<table width=\"873\">\n<tbody>\n<tr>\n<td style=\"text-align: center;\" colspan=\"3\" width=\"873\"><strong>SUPERMICRO VALIDATED NVIDIA GPU CLOUD (NGC) SERVERS<\/strong><\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong>SYSTEM<\/strong><\/td>\n<td width=\"436\"><strong>CONFIGURATION<\/strong><\/td>\n<td width=\"175\"><strong>LOCATION<\/strong><\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/embedded-iot-edge-server-sys-5019d-fn8tp-tm7342.html\">SYS-5019D-FN8TP<\/a> with NVIDIA T4 GPU<\/strong><\/td>\n<td width=\"436\">Xeon-D, Up to 512GB memory, 1 x PCIe x8 slot for GPU, 1 to 4 internal drives. 9.8\u201d depth<\/td>\n<td width=\"175\">Edge<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/embedded-iot-edge-server-sys-1019d-fhn13tp-tm7345.html\">SYS-1019D-FHN13TP<\/a> with NVIDIA T4 GPUs<\/strong><\/td>\n<td width=\"436\">Xeon-D, max 512GB memory 2x PCI-E 3.0 x16 slots for GPU and I\/O, 2 SATA, 15\u201d depth<\/td>\n<td width=\"175\">Edge<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong>SYS-1019P-FHN2T with NVIDIA T4 GPUs<\/strong><\/td>\n<td width=\"436\">Single Xeon Scalable Gen 2, max 1.5TB memory 2x PCI-E 3.0 x16 slots for GPU, 2 SATA, 15\u201d depth<\/td>\n<td width=\"175\">Edge<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superserver-sys-1019p-wtr-tm7252.html\">SYS-1019P-WTR<\/a> with NVIDIA T4 GPUs<\/strong><\/td>\n<td width=\"436\">Single Xeon Scalable Gen 2, max 1.5TB memory 2x PCI-E 3.0 x16 slots for GPU, 1 PCI-E 3.0 x8 for I\/O, 10 SAS\/SATA or 2 NVMe<\/td>\n<td width=\"175\">Edge<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superserver-sys-2029gp-tr-tm6757.html\">SYS-2029GP-TR<\/a> with NVIDIA V100, T4 GPUs<\/strong><\/td>\n<td width=\"436\">Dual Xeon Scalable Gen 2, max 4TB memory 6x PCI-E 3.0 x16 slots for GPU and I\/O, 8 SAS\/SATA or 2 NVMe<\/td>\n<td width=\"175\">Edge<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong>SYS-5039MD18-H8TNR with NVIDIA T4 GPUs<\/strong><\/td>\n<td width=\"436\">8 Modules in 3U. Each Module has Xeon-D, max 512GB memory 1 PCIe x16 slot for GPU and I\/O, 2 SATA with optional NVMe, 23\u201d depth<\/td>\n<td width=\"175\">Micro Data Center, Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superserver-sys-1029u-trt.html\">SYS-1029U-TRT<\/a> with NVIDIA T4 GPUs<\/strong><\/td>\n<td width=\"436\">Dual Xeon Scalable Gen 2, max 6TB memory 2x PCI-E 3.0 x16 slots for GPU, 2 PCI-E 3.0 x8 for I\/O, 10 SAS\/SATA or 2 NVMe<\/td>\n<td width=\"175\">Micro Data Center, Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superserver-sys-2029gp-tr-tm6757.html\">SYS-2029GP-TR<\/a> with NVIDIA V100 GPUs<\/strong><\/td>\n<td width=\"436\">Dual Xeon Scalable Gen 2, max 4TB memory 6 PCIe x16 slots for GPU and I\/O, 8 SAS\/SATA or 2 NVMe<\/td>\n<td width=\"175\">Micro Data Center, Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/superserver-4029gp-trt2.html\">SYS-4029GP-TRT2<\/a> with NVIDIA V100 GPUs<\/strong><\/td>\n<td width=\"436\">Dual Xeon Scalable Gen 2, max 6TB memory 11x PCI-E 3.0 x16 slots for GPU and I\/O, 16 SAS\/SATA or 8 NVMe<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/superserver-4029gp-tvrt.html\">SYS-4029GP-TVRT<\/a> with NVIDIA V100 SXM2 GPUs<\/strong><\/td>\n<td width=\"436\">Dual Xeon Scalable Gen 2, max 3TB memory 6x PCI-E 3.0 x16 slots for I\/O, Single Root, 8 SAS\/SATA\/NVMe<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-gpu-superserver-sys-420gp-tnar-tm8296.html\">SYS-420GP-TNAR<\/a> with NVIDIA A100 SXM4 GPUs<\/strong><\/td>\n<td width=\"436\">4U Dual Processor (3rd Gen Intel\u00ae Xeon\u00ae) <a class=\"iblink\" href=\"\/server\/gpu-system\/\">GPU System<\/a> with NVIDIA HGX A100 8-GPU 40GB\/80GB, NVLink, NVSwitch<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-gpu-superserver-as-4124go-nart-tm8295.html\">SYS-4124GO-NART<\/a> with NVIDIA A100 SXM4 GPUs<\/strong><\/td>\n<td width=\"436\">4U Dual Processor (AMD) <a class=\"iblink\" href=\"\/server\/gpu-system\/\">GPU System<\/a> with NVIDIA HGX A100 8-GPU 40GB\/80GB, NVLink, NVSwitch.<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-gpu-superserver-sys-420gp-tnr-tm8299.html\">SYS-420GP-TNR<\/a> with NVIDIA A100 &amp; Ampere GPUs<\/strong><\/td>\n<td width=\"436\">4U Dual Processor (3rd Gen Intel\u00ae Xeon\u00ae), Dual-Root GPU System with Up to 10 PCIe GPUs<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-superserver-as-4124gs-tnr-tm7627.html\">SYS- 4124GS-TNR<\/a> with NVIDIA A100 &amp; Ampere GPUs<\/strong><\/td>\n<td width=\"436\">4U Dual Processor (AMD), Dual-Root GPU system with 8 PCI-E GPUs.<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong>SYS-220GQ-TNAR+ with NVIDIA A100 SXM4 GPUs<\/strong><\/td>\n<td width=\"436\">2U Dual Processor (Intel) GPU System with NVIDIA HGX A100 4-GPU 40GB\/80GB, NVLink, Redundant 3000W Titanium Level Power Supplies<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong>SYS-<a href=\"https:\/\/thegioimaychu.vn\/may-chu-gpu-superserver-as-2124gq-nart-tm7626.html\">2124GQ-NART<\/a> with NVIDIA A100 SXM4 GPUs<\/strong><\/td>\n<td width=\"436\">2U Dual Processor (AMD) GPU System with NVIDIA HGX A100 4-GPU 40GB\/80GB, NVLink<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong>SYS-210GP-DNR with NVIDIA A100 &amp; Ampere GPUs<\/strong><\/td>\n<td width=\"436\">2U 2-Node Multi-GPU System with Single Processor (Intel) and Up to 6 PCI-E GPUs per Node<\/td>\n<td width=\"175\">Data Center<\/td>\n<\/tr>\n<tr>\n<td width=\"262\"><strong><a href=\"https:\/\/thegioimaychu.vn\/may-chu-gpu-superserver-sys-220gp-tnr-tm8301.html\">SYS-220GP-TNR<\/a> with NVIDIA A100 &amp; Ampere GPUs<\/strong><\/td>\n<td width=\"436\">2U Dual Processor (3rd Gen Intel\u00ae Xeon\u00ae) System with 6 PCIe GPUs<\/td>\n<td width=\"175\">Micro Data Center, Data Center<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/JO6TPBXxwr0\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u2192 Xem th\u00eam:\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cau-hinh-tham-khao-cac-may-chu-supermicro-duoc-chung-nhan-cho-gpu-a100-pcie-p9393\/\">C\u00e1c m\u00e1y ch\u1ee7 Supermicro \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn cho GPU NVIDIA A100<\/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=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>AI &#273;ang gi&uacute;p gi&#7843;i quy&#7871;t m&#7897;t s&#7889; v&#7845;n &#273;&#7873; ph&#7913;c t&#7841;p nh&#7845;t c&#7911;a th&#7871; gi&#7899;i, vi&#7879;c v&#432;&#7907;t qua nh&#7919;ng th&aacute;ch th&#7913;c to l&#7899;n n&agrave;y &#273;&ograve;i h&#7887;i ph&#7843;i t&iacute;nh to&aacute;n m&#7897;t l&#432;&#7907;ng l&#7899;n d&#7919; li&#7879;u v&#7899;i &#273;&#7897; ch&iacute;nh x&aacute;c cao. Ch&iacute;nh v&igrave; v&#7853;y, c&aacute;c m&ocirc; h&igrave;nh AI hi&#7879;n nay &#273;&atilde; &#273;&#432;&#7907;c ph&aacute;t tri&#7875;n v&agrave; t&#7889;i &#432;u&#8230;<\/p>\n","protected":false},"author":17,"featured_media":12178,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162,44],"tags":[701,7,316,12,671,774,74,164,29,1314,1316,424,801],"class_list":["post-12164","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","category-product","tag-a100","tag-ai","tag-ampere","tag-deep-learning","tag-gpu","tag-gpu-system","tag-hpc","tag-kubernetes","tag-machine-learning","tag-nvidia","tag-supermicro","tag-tesla","tag-v100"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tri\u1ec3n khai AI, HPC linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3 v\u1edbi Supermicro NGC Ready Systems - 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\/trien-khai-ai-hpc-linh-hoat-va-hieu-qua-voi-supermicro-ngc-ready-systems-p12164\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Tri\u1ec3n khai AI, HPC linh ho\u1ea1t v\u00e0 hi\u1ec7u qu\u1ea3 v\u1edbi Supermicro NGC Ready Systems - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"AI &#273;ang gi&uacute;p gi&#7843;i quy&#7871;t m&#7897;t s&#7889; v&#7845;n &#273;&#7873; ph&#7913;c t&#7841;p nh&#7845;t c&#7911;a th&#7871; gi&#7899;i, vi&#7879;c v&#432;&#7907;t qua nh&#7919;ng th&aacute;ch th&#7913;c to l&#7899;n n&agrave;y &#273;&ograve;i h&#7887;i ph&#7843;i t&iacute;nh to&aacute;n m&#7897;t l&#432;&#7907;ng l&#7899;n d&#7919; li&#7879;u v&#7899;i &#273;&#7897; ch&iacute;nh x&aacute;c cao. 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