{"id":17633,"date":"2023-09-20T10:50:06","date_gmt":"2023-09-20T03:50:06","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17633"},"modified":"2024-05-02T20:50:23","modified_gmt":"2024-05-02T13:50:23","slug":"supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung-p17633\/","title":{"rendered":"M\u00e1y ch\u1ee7 Supermicro v\u00e0 GPU c\u1ee7a NVIDIA: S\u1ef1 k\u1ebft h\u1ee3p h\u01b0\u1edbng t\u1edbi t\u1ed1i \u01b0u h\u00f3a cho AI, HPC v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c t\u1ed5 ch\u1ee9c hi\u1ec7n \u0111\u1ea1i \u0111ang chi\u1ebfm l\u1ea5y l\u1ee3i th\u1ebf c\u1ea1nh tranh \u0111\u00e1ng k\u1ec3 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c \u1ee9ng d\u1ee5ng ti\u00ean ti\u1ebfn v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u trong ho\u1ea1t \u0111\u1ed9ng kinh doanh v\u00e0 qu\u1ea3n l\u00fd h\u00e0ng ng\u00e0y. C\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y bao g\u1ed3m c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn d\u1ef1a tr\u00ean <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o<\/a> (AI) nh\u01b0 ChatGPT, LLaMa v\u00e0 nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c, ph\u00e2n t\u00edch m\u00e1y h\u1ecdc d\u1ef1a tr\u00ean d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o v\u00e0 d\u1eef li\u1ec7u th\u1ef1c t\u1ebf l\u1edbn, m\u00f4 h\u00ecnh ph\u1ee9c t\u1ea1p v\u00e0 m\u00f4 ph\u1ecfng 3D, c\u00f9ng v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 t\u00ednh to\u00e1n cao c\u1ea5p.<\/p>\n<p>T\u1ea5t c\u1ea3 nh\u1eefng kh\u1ed1i c\u00f4ng vi\u1ec7c n\u00e0y c\u00f3 \u0111i\u1ec3m chung: h\u1ecd \u0111\u1ec1u t\u1eadn h\u01b0\u1edfng s\u1ef1 h\u1ed7 tr\u1ee3 \u0111\u00e1ng k\u1ec3 t\u1eeb vi\u1ec7c truy c\u1eadp l\u01b0u tr\u1eef nhanh ch\u00f3ng qua b\u1ea5t k\u1ef3 m\u00f4 h\u00ecnh ph\u00e2n c\u1ea5p n\u00e0o b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng. \u0110\u00e2y l\u00e0 m\u1ed9t trong nh\u1eefng l\u00fd do ch\u00ednh t\u1ea1i sao nhi\u1ec1u t\u1ed5 ch\u1ee9c v\u00e0 nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e3 chuy\u1ec3n sang s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 d\u1ef1a tr\u00ean GPU \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 c\u00e1c kh\u1ed1i c\u00f4ng vi\u1ec7c kh\u00e1c nhau. Ch\u00fang c\u00f3 kh\u1ea3 n\u0103ng x\u1eed l\u00fd nh\u1eefng c\u00f4ng vi\u1ec7c n\u00e0y hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 ho\u00e0n th\u00e0nh nhanh h\u01a1n so v\u1edbi c\u00e1c m\u00e1y ch\u1ee7 th\u00f4ng th\u01b0\u1eddng c\u00f3 c\u1ea5u h\u00ecnh l\u01b0u tr\u1eef ti\u00eau chu\u1ea9n h\u01a1n (nh\u01b0 RAM c\u1ee5c b\u1ed9 v\u00e0 \u1ed5 \u0111\u0129a NVMe SSD, v\u1edbi c\u00e1c t\u1ea7ng l\u01b0u tr\u1eef b\u1ed5 sung tr\u00ean m\u1ea1ng LAN ho\u1eb7c \u0111\u00e1m m\u00e2y).<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1175\" height=\"720\" class=\"alignnone wp-image-17642 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao.png 1175w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-300x184.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-768x471.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-1024x627.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-40x25.png 40w\" sizes=\"auto, (max-width: 1175px) 100vw, 1175px\" \/><\/p>\n<p>B\u00ed quy\u1ebft \u0111\u1ec3 t\u0103ng hi\u1ec7u su\u1ea5t l\u00e0 gi\u1ea3m \u0111\u1ed9 tr\u1ec5 v\u00e0 t\u0103ng b\u0103ng th\u00f4ng l\u01b0u tr\u1eef. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn c\u1ea3i thi\u1ec7n n\u0103ng su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng, ch\u1ee7 y\u1ebfu th\u00f4ng qua c\u00e1c k\u1ef9 thu\u1eadt th\u00f4ng minh v\u1ec1 IO v\u00e0 m\u1ea1ng s\u1eed d\u1ee5ng truy c\u1eadp b\u1ed9 nh\u1edb tr\u1ef1c ti\u1ebfp v\u00e0 t\u1eeb xa. Vi\u1ec7c \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh v\u00e0 ho\u00e0n th\u00e0nh c\u00f4ng vi\u1ec7c nhanh ch\u00f3ng c\u00f3 ngh\u0129a l\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> c\u00f3 th\u1ec3 tri\u1ec3n khai nhanh h\u01a1n v\u00e0 th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c nhanh h\u01a1n, gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 t\u1ed1i \u01b0u h\u00f3a gi\u00e1 tr\u1ecb s\u00e1ng t\u1ea1o.<\/p>\n<h3>Truy C\u1eadp B\u1ed9 Nh\u1edb Tr\u1ef1c Ti\u1ebfp v\u00e0 C\u00e1c Ph\u01b0\u01a1ng Th\u1ee9c T\u1eeb Xa<\/h3>\n<p>Truy c\u1eadp b\u1ed9 nh\u1edb tr\u1ef1c ti\u1ebfp (DMA) \u0111\u00e3 t\u1eeb l\u00e2u l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 h\u1eefu \u00edch \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t IO k\u1ec3 t\u1eeb nh\u1eefng ng\u00e0y \u0111\u1ea7u c\u1ee7a m\u00e1y t\u00ednh. \u0110\u01a1n gi\u1ea3n, DMA li\u00ean quan \u0111\u1ebfn vi\u1ec7c di chuy\u1ec3n d\u1eef li\u1ec7u t\u1eeb m\u1ed9t b\u1ed9 nh\u1edb n\u00e0y sang m\u1ed9t b\u1ed9 nh\u1edb kh\u00e1c th\u00f4ng qua m\u1ed9t bus (ho\u1eb7c giao di\u1ec7n kh\u00e1c) t\u1eeb m\u1ed9t thi\u1ebft b\u1ecb sang m\u1ed9t thi\u1ebft b\u1ecb kh\u00e1c. N\u00f3 ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch sao ch\u00e9p m\u1ed9t d\u00e3y \u0111\u1ecba ch\u1ec9 b\u1ed9 nh\u1edb tr\u1ef1c ti\u1ebfp t\u1eeb b\u1ed9 nh\u1edb c\u1ee7a thi\u1ebft b\u1ecb g\u1eedi sang b\u1ed9 nh\u1edb c\u1ee7a thi\u1ebft b\u1ecb nh\u1eadn (ho\u1eb7c gi\u1eefa hai b\u00ean cho truy\u1ec1n d\u1eef li\u1ec7u hai chi\u1ec1u). T\u00ednh n\u0103ng n\u00e0y lo\u1ea1i b\u1ecf s\u1ef1 tham gia c\u1ee7a CPU trong qu\u00e1 tr\u00ecnh n\u00e0y v\u00e0 t\u0103ng t\u1ed1c truy\u1ec1n d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch gi\u1ea3m s\u1ed1 l\u1ea7n sao ch\u00e9p (\u0111i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 CPU kh\u00f4ng c\u1ea7n sao ch\u00e9p d\u1eef li\u1ec7u t\u1eeb thi\u1ebft b\u1ecb g\u1eedi v\u00e0o b\u1ed9 nh\u1edb c\u1ee7a n\u00f3, sau \u0111\u00f3 sao ch\u00e9p d\u1eef li\u1ec7u \u0111\u00f3 t\u1eeb b\u1ed9 nh\u1edb c\u1ee7a n\u00f3 v\u00e0o b\u1ed9 nh\u1edb c\u1ee7a thi\u1ebft b\u1ecb nh\u1eadn).<\/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 decoding=\"async\" src=\"https:\/\/d29g4g2dyqv443.cloudfront.net\/sites\/default\/files\/akamai\/GPUDirect\/gpudirect-rdma.png\" alt=\"GPUDirect | NVIDIA Developer\" \/><\/p>\n<p>Th\u1ef1c t\u1ebf, hi\u1ec7u su\u1ea5t c\u1ee7a DMA tr\u00ean m\u1ed9t h\u1ec7 th\u1ed1ng duy nh\u1ea5t ch\u1ec9 b\u1ecb gi\u1edbi h\u1ea1n b\u1edfi t\u1ed1c \u0111\u1ed9 c\u1ee7a bus (ho\u1eb7c giao di\u1ec7n kh\u00e1c) k\u1ebft n\u1ed1i gi\u1eefa c\u00e1c thi\u1ebft b\u1ecb g\u1eedi v\u00e0 thi\u1ebft b\u1ecb nh\u1eadn li\u00ean quan \u0111\u1ebfn vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u. V\u1edbi PCIe 4.0, t\u1ed1c \u0111\u1ed9 \u0111\u00f3 l\u00e0 16 gigatransfers\/gi\u00e2y (GT\/s), v\u00e0 g\u1ea5p \u0111\u00f4i s\u1ed1 l\u01b0\u1ee3ng \u0111\u00f3 cho PCIe 5.0 (32 GT\/s). T\u1ed1c \u0111\u1ed9 truy\u1ec1n d\u1eef li\u1ec7u th\u1ef1c t\u1ebf ch\u1eadm h\u01a1n m\u1ed9t ch\u00fat do chi ph\u00ed m\u00e3 h\u00f3a v\u00e0 \u0111\u00f3ng g\u00f3i, nh\u01b0ng b\u0103ng th\u00f4ng \u0111\u1ecbnh m\u1ee9c cho hai phi\u00ean b\u1ea3n PCIe n\u00e0y l\u00e0 64 Gbps (4.0) v\u00e0 128 Gbps (5.0) l\u1ea7n l\u01b0\u1ee3t. \u0110i\u1ec1u \u0111\u00f3 th\u1eadt nhanh ch\u00f3ng!<\/p>\n<p>Truy c\u1eadp b\u1ed9 nh\u1edb t\u1eeb xa (RDMA) m\u1edf r\u1ed9ng kh\u1ea3 n\u0103ng c\u1ee7a DMA t\u1eeb m\u1ed9t m\u00e1y t\u00ednh duy nh\u1ea5t \u0111\u1ec3 l\u00e0m vi\u1ec7c gi\u1eefa m\u1ed9t c\u1eb7p thi\u1ebft b\u1ecb qua k\u1ebft n\u1ed1i m\u1ea1ng. RDMA th\u01b0\u1eddng d\u1ef1a tr\u00ean m\u1ed9t giao di\u1ec7n l\u1eadp tr\u00ecnh \u1ee9ng d\u1ee5ng (API) ri\u00eang bi\u1ec7t ho\u1ea1t \u0111\u1ed9ng v\u1edbi ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m m\u1ea1ng chuy\u00ean bi\u1ec7t \u0111\u1ec3 cung c\u1ea5p nhi\u1ec1u l\u1ee3i \u00edch t\u01b0\u01a1ng t\u1ef1 c\u1ee7a DMA c\u1ee5c b\u1ed9 trong ph\u1ea1m vi c\u00f4ng ngh\u1ec7 m\u1ea1ng c\u01a1 b\u1ea3n cho ph\u00e9p.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/developer-blogs.nvidia.com\/wp-content\/uploads\/2020\/09\/egx-stack-w-network-operator-scaled.jpg\" alt=\"Deploying GPUDirect RDMA on the EGX Stack with the NVIDIA Network Operator | NVIDIA Technical Blog\" \/><\/p>\n<p>GPU c\u1ee7a NVIDIA h\u1ed7 tr\u1ee3 ba c\u00f4ng ngh\u1ec7 m\u1ea1ng nh\u01b0 v\u1eady, theo th\u1ee9 t\u1ef1 t\u1eeb nhanh \u0111\u1ebfn ch\u1eadm (v\u00e0 \u0111\u1eaft ti\u1ec1n h\u01a1n):<\/p>\n<ol>\n<li>NVIDIA NVLink s\u1eed d\u1ee5ng c\u00e1c giao di\u1ec7n v\u00e0 c\u00f4ng ngh\u1ec7 chuy\u1ec3n m\u1ea1ch ch\u1ee7 quy\u1ec1n t\u1ed1c \u0111\u1ed9 cao nh\u1ea5t \u0111\u1ec3 t\u0103ng t\u1ed1c truy\u1ec1n d\u1eef li\u1ec7u gi\u1eefa c\u00e1c GPU tr\u00ean m\u1ea1ng t\u1ed1c \u0111\u1ed9 cao. Hi\u1ec7n t\u1ea1i, n\u00f3 \u0111\u1ea1t hi\u1ec7u su\u1ea5t cao nh\u1ea5t tr\u00ean c\u00e1c ti\u00eau chu\u1ea9n th\u1eed nghi\u1ec7m MLPerf Training v3.0 cho b\u1ea5t k\u1ef3 c\u00f4ng ngh\u1ec7 n\u00e0o. M\u1ed9t GPU Tensor Core H100 c\u1ee7a NVIDIA h\u1ed7 tr\u1ee3 \u0111\u1ebfn 18 k\u1ebft n\u1ed1i NVLink cho t\u1edbi 900 Gbps (g\u1ea5p 7 l\u1ea7n t\u1ed1c \u0111\u1ed9 hi\u1ec7u qu\u1ea3 c\u1ee7a PCIe 5.0).<\/li>\n<li>InfiniBand l\u00e0 m\u1ed9t ti\u00eau chu\u1ea9n m\u1ea1ng t\u1ed1c \u0111\u1ed9 cao \u0111\u01b0\u1ee3c gi\u00e1m s\u00e1t b\u1edfi Hi\u1ec7p h\u1ed9i Th\u01b0\u01a1ng m\u1ea1i InfiniBand (IBTA) v\u00e0 \u0111\u01b0\u1ee3c tri\u1ec3n khai r\u1ed9ng r\u00e3i tr\u00ean c\u00e1c m\u1ea1ng hi\u1ec7u su\u1ea5t cao. T\u1ed1c \u0111\u1ed9 d\u1eef li\u1ec7u \u0111o l\u01b0\u1eddng cao nh\u1ea5t c\u1ee7a n\u00f3 kho\u1ea3ng (1,2 Tbps, ~154 GBps) t\u00ednh \u0111\u1ebfn n\u0103m 2020.<\/li>\n<li>Ethernet l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 m\u1ea1ng ti\u00eau chu\u1ea9n v\u1edbi nhi\u1ec1u bi\u1ebfn th\u1ec3, bao g\u1ed3m TbE (~125 GBps \u00edt \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng) v\u00e0 400 GbE (50 GBps ph\u1ed5 bi\u1ebfn h\u01a1n). N\u00f3 c\u00f3 l\u1ee3i th\u1ebf v\u1ec1 chi ph\u00ed h\u01a1n, \u0111\u01b0\u1ee3c tri\u1ec3n khai r\u1ed9ng r\u00e3i v\u00e0 l\u00e0 c\u00f4ng ngh\u1ec7 quen thu\u1ed9c trong nhi\u1ec1u trung t\u00e2m d\u1eef li\u1ec7u.<\/li>\n<\/ol>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/Ze54CXGhf4Q?si=N58GfvZZAEEufor2\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h3>S\u1eed D\u1ee5ng GPU NVIDIA trong M\u00e1y Ch\u1ee7 Supermicro<\/h3>\n<p>C\u00f4ng ngh\u1ec7 RDMA c\u1ee7a NVIDIA l\u00e0 m\u1ed9t b\u01b0\u1edbc ti\u1ebfn quan tr\u1ecdng gi\u00fap t\u1ed1i \u01b0u h\u00f3a truy c\u1eadp d\u1eef li\u1ec7u d\u1ef1a tr\u00ean GPU th\u00f4ng qua ba c\u00f4ng ngh\u1ec7 m\u1ea1ng m\u1ea1nh m\u1ebd. M\u1ed7i c\u00f4ng ngh\u1ec7 m\u1ea1ng n\u00e0y \u0111em l\u1ea1i s\u1ef1 k\u1ebft h\u1ee3p \u0111\u1ed9c \u0111\u00e1o gi\u1eefa hi\u1ec7u su\u1ea5t v\u00e0 gi\u00e1 tr\u1ecb, v\u1edbi hi\u1ec7u su\u1ea5t c\u00e0ng cao th\u00ec gi\u00e1 tr\u1ecb c\u00e0ng t\u0103ng, v\u00e0 t\u1ed5 ch\u1ee9c c\u00f3 s\u1ef1 l\u1ef1a ch\u1ecdn t\u1ed1t h\u01a1n khi ch\u1ecdn k\u1ebft n\u1ed1i ph\u00f9 h\u1ee3p v\u1edbi ng\u00e2n s\u00e1ch v\u00e0 y\u00eau c\u1ea7u c\u1ee5 th\u1ec3 c\u1ee7a h\u1ecd. Hi\u1ec3u r\u00f5 r\u1eb1ng m\u1ed7i l\u1ef1a ch\u1ecdn \u0111\u1ea1i di\u1ec7n cho m\u1ed9t s\u1ef1 c\u00e2n \u0111\u1ed1i \u0111\u1ed9c \u0111\u00e1o gi\u1eefa gi\u00e1 c\u1ea3 v\u00e0 hi\u1ec7u su\u1ea5t m\u00e0 t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng. C\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o ho\u1eb7c h\u1ecdc m\u00e1y, c\u0169ng nh\u01b0 c\u00e1c \u1ee9ng d\u1ee5ng kh\u00e1c \u0111\u00f2i h\u1ecfi t\u00ednh to\u00e1n v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u cao, khi ch\u1ea1y tr\u00ean m\u00e1y ch\u1ee7, c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng m\u00f4 h\u00ecnh l\u01b0u tr\u1eef GPU ph\u00e2n c\u1ea5p.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"746\" height=\"829\" class=\"alignnone wp-image-17643 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-1.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-1.png 746w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-1-270x300.png 270w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-1-36x40.png 36w\" sizes=\"auto, (max-width: 746px) 100vw, 746px\" \/><\/p>\n<p>M\u00f4 h\u00ecnh l\u01b0u tr\u1eef GPU ph\u00e2n c\u1ea5p n\u00e0y bao g\u1ed3m c\u00e1c t\u1ea7ng sau \u0111\u00e2y (s\u1eafp x\u1ebfp theo th\u1ee9 t\u1ef1 t\u1eeb hi\u1ec7u su\u1ea5t cao nh\u1ea5t \u0111\u1ebfn th\u1ea5p nh\u1ea5t, v\u00e0 t\u1eeb nh\u1ecf \u0111\u1ebfn l\u1edbn v\u1ec1 dung l\u01b0\u1ee3ng):<\/p>\n<ul>\n<li>T\u1ea7ng 1 &#8211; B\u1ed9 nh\u1edb GPU: \u0110\u00e2y l\u00e0 t\u1ea7ng nhanh nh\u1ea5t v\u00e0 c\u00f3 dung l\u01b0\u1ee3ng nh\u1ecf nh\u1ea5t, nh\u01b0ng c\u0169ng \u0111\u1eaft nh\u1ea5t. V\u00ed d\u1ee5, GPU Tensor H100 c\u1ee7a NVIDIA c\u00f3 b\u1ed9 nh\u1edb RAM HBM3 l\u00ean \u0111\u1ebfn 188GB.<\/li>\n<li>T\u1ea7ng 2 &#8211; <a class=\"iblink\" href=\"\/linh-kien-may-chu\/ssd\/\">\u1ed4 c\u1ee9ng SSD<\/a> c\u1ee5c b\u1ed9 tr\u00ean bus PCIe: T\u1ea7ng n\u00e0y nhanh ch\u00f3ng h\u01a1n so v\u1edbi t\u1ea7ng 1, nh\u01b0ng v\u1eabn \u0111\u1eaft ti\u1ec1n v\u00e0 c\u00f3 dung l\u01b0\u1ee3ng l\u1edbn h\u01a1n nhi\u1ec1u l\u1ea7n so v\u1edbi GPU cao c\u1ea5p.<\/li>\n<li>T\u1ea7ng 3 &#8211; M\u00e1y ch\u1ee7 l\u01b0u tr\u1eef t\u1eeb xa tr\u00ean m\u1ea1ng LAN: T\u1ea7ng n\u00e0y c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 dung l\u01b0\u1ee3ng l\u1edbn h\u01a1n h\u1eb3n so v\u1edbi GPU, l\u00ean \u0111\u1ebfn h\u01a1n 1.000 l\u1ea7n.<\/li>\n<\/ul>\n<p>V\u1edbi s\u1ef1 c\u1ea7n thi\u1ebft c\u1ee7a c\u1ea3 \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 b\u0103ng th\u00f4ng cao trong c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 ML, RDMA l\u00e0 m\u1ed9t c\u00f4ng ngh\u1ec7 quan tr\u1ecdng gi\u00fap m\u1edf r\u1ed9ng l\u1ee3i \u00edch c\u1ee7a DMA c\u1ee5c b\u1ed9 \u0111\u1ebfn c\u00e1c t\u00e0i nguy\u00ean m\u1ea1ng. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p truy c\u1eadp nhanh ch\u00f3ng v\u00e0o d\u1eef li\u1ec7u t\u1eeb b\u00ean ngo\u00e0i th\u00f4ng qua vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u t\u1eeb b\u1ed9 nh\u1edb n\u00e0y sang b\u1ed9 nh\u1edb kia qua c\u00e1c thi\u1ebft b\u1ecb (GPU \u1edf m\u1ed9t \u0111\u1ea7u v\u00e0 <a class=\"iblink\" href=\"\/storage\/\">thi\u1ebft b\u1ecb l\u01b0u tr\u1eef<\/a> \u1edf \u0111\u1ea7u kia). Khi s\u1eed d\u1ee5ng k\u1ebft n\u1ed1i NVLink, InfiniBand ho\u1eb7c Ethernet t\u1ed1c \u0111\u1ed9 cao, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c truy\u1ec1n t\u1eeb b\u1ed9 nh\u1edb trong m\u1ed9t h\u1ec7 th\u1ed1ng t\u1eeb xa v\u00e0o b\u1ed9 nh\u1edb tr\u00ean GPU c\u1ee5c b\u1ed9. NVIDIA Magnum IO cung c\u1ea5p n\u1ec1n t\u1ea3ng t\u0103ng t\u1ed1c IO cho c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u, h\u1ed7 tr\u1ee3 IO song song th\u00f4ng minh \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a l\u01b0u tr\u1eef, m\u1ea1ng v\u00e0 giao ti\u1ebfp \u0111a n\u00fat, \u0111a GPU cho c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00f2i h\u1ecfi hi\u1ec7u su\u1ea5t cao.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1305\" height=\"827\" class=\"alignnone wp-image-17644 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-2.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-2.png 1305w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-2-300x190.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-2-768x487.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-2-1024x649.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-2-40x25.png 40w\" sizes=\"auto, (max-width: 1305px) 100vw, 1305px\" \/><\/p>\n<p>Trong c\u00e1c <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> c\u1ee7a <a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a>, c\u00f4ng ty s\u1eed d\u1ee5ng GPU NVIDIA v\u00e0 c\u00e1c ph\u01b0\u01a1ng th\u1ee9c truy c\u1eadp m\u1ea1ng c\u1ee7a ch\u00fang. Ngo\u00e0i ra, m\u00e1y ch\u1ee7 GPU <a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a> c\u00f3 th\u00eam ASIC \u0111\u1eb7c bi\u1ec7t g\u1ecdi l\u00e0 \u0110\u01a1n v\u1ecb X\u1eed l\u00fd D\u1eef li\u1ec7u (DPUs) \u0111\u1ec3 h\u1ed7 tr\u1ee3 IO t\u0103ng t\u1ed1c m\u00e0 GPU cung c\u1ea5p. DPUs gi\u00fap gi\u1ea3m c\u00f4ng vi\u1ec7c IO th\u1eeba t\u1eeb CPU c\u1ee7a m\u00e1y ch\u1ee7 v\u00e0 h\u1ed7 tr\u1ee3 nhi\u1ec1u b\u1ed9 \u0111i\u1ec1u h\u1ee3p m\u1ea1ng cho m\u1ed7i m\u00e1y ch\u1ee7, \u0111\u1ea3m b\u1ea3o kh\u00f4ng c\u00f3 h\u1ea1n ch\u1ebf, th\u1eadm ch\u00ed tr\u00ean bus PCIe, v\u00e0 gi\u00fap t\u1ed1i \u01b0u h\u00f3a b\u0103ng th\u00f4ng v\u00e0 gi\u1ea3m \u0111\u1ed9 tr\u1ec5.<\/p>\n<p>Nh\u1eefng c\u1ea3i ti\u1ebfn n\u00e0y c\u00f3 t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c \u0111\u1ed1i v\u1edbi hi\u1ec7u su\u1ea5t t\u1ed5ng th\u1ec3. S\u1ef1 t\u0103ng c\u01b0\u1eddng hi\u1ec7u su\u1ea5t t\u1eeb vi\u1ec7c s\u1eed d\u1ee5ng IO \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c c\u1ee7a NVIDIA dao \u0111\u1ed9ng t\u1eeb 20% \u0111\u1ebfn 30% \u00edt nh\u1ea5t \u0111\u1ed1i v\u1edbi c\u00e1c kh\u1ed1i c\u00f4ng vi\u1ec7c ch\u1ea5t l\u01b0\u1ee3ng cao. T\u00f3m l\u1ea1i, vi\u1ec7c s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 d\u1ef1a tr\u00ean DPU v\u00e0 GPU trong c\u00e1c \u1ee9ng d\u1ee5ng AI, ML v\u00e0 c\u00e1c kh\u1ed1i c\u00f4ng vi\u1ec7c \u0111\u00f2i h\u1ecfi cao c\u1ea5p mang l\u1ea1i l\u1ee3i \u00edch r\u00f5 r\u1ec7t b\u1eb1ng c\u00e1ch t\u00e1ch bi\u1ec7t c\u00e1c th\u00e0nh ph\u1ea7n h\u1ea1 t\u1ea7ng kh\u1ecfi c\u00e1c ho\u1ea1t \u0111\u1ed9ng \u1ee9ng d\u1ee5ng. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3i ph\u00f3ng t\u00e0i nguy\u00ean v\u00e0 t\u0103ng t\u1ed1c<\/p>\n<h3>M\u00e1y Ch\u1ee7 GPU Supermicro: T\u1ed1i \u01afu H\u00f3a Deep Learning cho Trung T\u00e2m D\u1eef Li\u1ec7u Hi\u1ec7n \u0110\u1ea1i<\/h3>\n<p>Supermicro GPU Server gi\u00fap\u00a0m\u1edf kh\u1ea3 n\u0103ng to\u00e0n di\u1ec7n c\u1ee7a Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng s\u1eb5n s\u00e0ng cho AI h\u00e0ng \u0111\u1ea7u c\u1ee7a Supermicro. T\u1eeb vi\u1ec7c \u0111\u00e0o t\u1ea1o quy m\u00f4 l\u1edbn \u0111\u1ebfn suy lu\u1eadn th\u00f4ng minh t\u1ea1i l\u1ec1 th\u1ed1ng, c\u00e1c thi\u1ebft k\u1ebf tham chi\u1ebfu c\u00f3 s\u1eb5n c\u1ee7a ch\u00fang t\u00f4i gi\u00fap t\u1ed1i \u01b0u h\u00f3a v\u00e0 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh tri\u1ec3n khai AI.<\/p>\n<p>Cung c\u1ea5p s\u1ee9c m\u1ea1nh cho kh\u1ed1i c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n v\u1edbi hi\u1ec7u su\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u00e0 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng m\u00f4i tr\u01b0\u1eddng. Kh\u00e1m ph\u00e1 m\u1ed9t th\u1ebf gi\u1edbi c\u1ee7a ti\u1ec1m n\u0103ng v\u1edbi s\u1ef1 l\u1ef1a ch\u1ecdn \u0111a d\u1ea1ng v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho kh\u1ed1i c\u00f4ng vi\u1ec7c AI t\u1eeb Supermicro v\u00e0 t\u0103ng t\u1ed1c m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a doanh nghi\u1ec7p c\u1ee7a b\u1ea1n.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1449\" height=\"445\" class=\"alignnone wp-image-17648 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-6.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-6.png 1449w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-6-300x92.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-6-768x236.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-6-1024x314.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-6-40x12.png 40w\" sizes=\"auto, (max-width: 1449px) 100vw, 1449px\" \/><\/p>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">Universal GPU Systems<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>Thi\u1ebft K\u1ebf Kh\u1ed1i X\u00e2y D\u1ef1ng Linh Ho\u1ea1t, N\u1ec1n T\u1ea3ng D\u1ef1a Tr\u00ean Ti\u00eau Chu\u1ea9n M\u1edf Cho Tr\u1ea1m 4U, 5U, ho\u1eb7c 8U cho Qu\u00e1 Tr\u00ecnh \u0110\u00e0o T\u1ea1o Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o v\u00e0 \u1ee8ng D\u1ee5ng T\u00ednh To\u00e1n Si\u00eau M\u00e1y T\u00ednh Tr\u00ean Quy M\u00f4 L\u1edbn<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">NVIDIA HGX H100\/A100 4-GPU\/8-GPU, AMD Instinct MI250 OAM Accelerator<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae or AMD EPYC\u2122<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 32 DIMMs, 8TB<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 24 Hot-swap U.2 or 2.5&#8243; NVMe\/SATA drives<\/span><\/li>\n<\/ul>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">4U\/5U GPU Lines with PCIe 5.0<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>S\u1ef1 T\u0103ng T\u1ed1c T\u1ed1i \u0110a v\u00e0 Linh Ho\u1ea1t Cho \u1ee8ng D\u1ee5ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o\/<a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> v\u00e0 T\u00ednh To\u00e1n Si\u00eau M\u00e1y T\u00ednh Tr\u00ean Quy M\u00f4 L\u1edbn<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">Up to 10 NVIDIA H100 PCIe GPUs, or up to 10 double-width PCIe GPUs<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae or AMD EPYC\u2122<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 32 DIMMs, 8TB DRAM or 12TB DRAM + PMem<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 24 Hot-swap 2.5&#8243; SATA\/SAS\/NVMe<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1451\" height=\"394\" class=\"alignnone wp-image-17646 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-4.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-4.png 1451w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-4-300x81.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-4-768x209.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-4-1024x278.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-4-40x11.png 40w\" sizes=\"auto, (max-width: 1451px) 100vw, 1451px\" \/><\/p>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">NVIDIA MGX\u2122 Systems<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>N\u1ec1n T\u1ea3ng Kh\u1ed1i X\u00e2y D\u1ef1ng Linh Ho\u1ea1t H\u1ed7 Tr\u1ee3 GPU, CPU v\u00e0 DPUs Hi\u1ec7n T\u1ea1i v\u00e0 T\u01b0\u01a1ng Lai<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">Up to 4 NVIDIA PCIe GPUs including H100, H100 NVL, and L40S<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae or NVIDIA Grace Superchip<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 16 DIMMs, 4TB DRAM or 960GB on-chip memory<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 8 E1.S + 2 M.2 drives<\/span><\/li>\n<\/ul>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">4U GPU Lines with PCIe 4.0<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>Thi\u1ebft K\u1ebf Linh Ho\u1ea1t Cho C\u00e1c Kh\u1ed1i L\u01b0\u1ee3ng C\u00f4ng Vi\u1ec7c Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o v\u00e0 C\u00f4ng Vi\u1ec7c \u0110\u1ed3 H\u1ecda T\u00ednh To\u00e1n M\u1ea1nh, H\u1ed7 Tr\u1ee3 L\u00ean \u0110\u1ebfn 10 GPUs<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">NVIDIA HGX A100 8-GPU with NVLink, or up to 10 double-width PCIe GPUs<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae or AMD EPYC\u2122<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 32 DIMMs, 8TB DRAM or 12TB DRAM + PMem<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 24 Hot-swap 2.5&#8243; SATA\/SAS\/NVMe<\/span><\/li>\n<\/ul>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">2U 2-Node Multi-GPU with PCIe 4.0<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>Ki\u1ebfn Tr\u00fac Multi-GPU D\u00e0y \u0110\u1eb7c v\u00e0 Ti\u1ebft Ki\u1ec7m T\u00e0i Nguy\u00ean Cho C\u00e1c \u1ee8ng D\u1ee5ng Trung T\u00e2m D\u1eef Li\u1ec7u Quy M\u00f4 M\u00e1y Ch\u1ee7 \u0110\u00e1m M\u00e2y<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">Up to 3 double-width PCIe GPUs per node<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae or AMD EPYC\u2122<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 8 DIMMs, 2TB per node<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 2 front hot-swap 2.5\u201d U.2 per node<\/span><\/li>\n<\/ul>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">2U GPU Lines<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>Gi\u1ea3i Ph\u00e1p Hi\u1ec7u Su\u1ea5t Cao v\u00e0 C\u00e2n \u0110\u1ed1i Cho C\u00e1c \u1ee8ng D\u1ee5ng T\u00ednh To\u00e1n T\u0103ng C\u01b0\u1eddng<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">NVIDIA HGX A100 4-GPU with NVLink, or up to 6 double-width PCIe GPUs<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae or AMD EPYC\u2122<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 32 DIMMs, 8TB<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 10 Hot-swap 2.5&#8243; SATA\/SAS\/NVMe<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1472\" height=\"455\" class=\"alignnone wp-image-17647 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-5.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-5.png 1472w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-5-300x93.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-5-768x237.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-5-1024x317.png 1024w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-5-40x12.png 40w\" sizes=\"auto, (max-width: 1472px) 100vw, 1472px\" \/><\/p>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">1U GPU Lines<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>N\u1ec1n T\u1ea3ng GPU M\u1eadt \u0110\u1ed9 Cao Nh\u1ea5t Cho Tri\u1ec3n Khai T\u1eeb Trung T\u00e2m D\u1eef Li\u1ec7u \u0110\u1ebfn Edge<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">Up to 4 double-width PCIe GPUs<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 16 DIMMs, 4TB<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 6 x 2.5&#8243; Hot-swap SAS\/SATA, or 2 x 2.5&#8243; Hot-swap NVMe SATA\/SAS\/NVMe<\/span><\/li>\n<\/ul>\n<div class=\"team-body-content\">\n<h4 class=\"team-name\">GPU Workstation<\/h4>\n<\/div>\n<div class=\"team-info\">\n<div class=\"field field--name-field-body field--type-text-long field--label-hidden field__item\">\n<blockquote><p>Gi\u1ea3i Ph\u00e1p Linh Ho\u1ea1t Cho C\u00e1c Chuy\u00ean Gia Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o\/<a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> v\u00e0 Chuy\u00ean Nghi\u1ec7p \u0110\u1ed3 H\u1ecda Cao C\u1ea5p<\/p><\/blockquote>\n<ul class=\"s-list length-4\">\n<li><span class=\"spec-type\">GPU:<\/span><span class=\"spec-val\">Up to 4 double-width PCIe GPUs<\/span><\/li>\n<li><span class=\"spec-type\">CPU:<\/span><span class=\"spec-val\">Intel\u00ae Xeon\u00ae<\/span><\/li>\n<li><span class=\"spec-type\">Memory:<\/span><span class=\"spec-val\">Up to 16 DIMMs, 6TB<\/span><\/li>\n<li><span class=\"spec-type\">Drives:<\/span><span class=\"spec-val\">Up to 8 hot-swap 2.5\u201d SATA\/NVMe<\/span><\/li>\n<\/ul>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/KQgoOKzYTEM?si=YBhpRmhDI0LBSENT\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u2192 \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 c\u00e1c GPU Sev\u1ebb c\u1ee7a Supermicro t\u1ed1i \u01b0u cho AI\/HPC, h\u00e3y truy c\u1eadp:\u00a0<a href=\"https:\/\/thegioimaychu.vn\/server\/supermicro\/\">https:\/\/thegioimaychu.vn\/server\/supermicro\/<\/a><\/p>\n<p>\u2192 \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 c\u00e1c GPU c\u1ee7a NVIDIA, h\u00e3y truy c\u1eadp:\u00a0<a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/gpu-card-may-chu\">https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/gpu-card-may-chu<\/a><\/p>\n<p>\u2192 \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 danh m\u1ee5c gi\u1ea3i ph\u00e1p NVIDIA c\u1ee7a Supermicro, h\u00e3y truy c\u1eadp:\u00a0<a href=\"https:\/\/thegioimaychu.vn\/solution\/nvidia-hpc\/\">https:\/\/thegioimaychu.vn\/solution\/nvidia-hpc\/<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\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>C&aacute;c t&#7893; ch&#7913;c hi&#7879;n &#273;&#7841;i &#273;ang chi&#7871;m l&#7845;y l&#7907;i th&#7871; c&#7841;nh tranh &#273;&aacute;ng k&#7875; b&#7857;ng c&aacute;ch s&#7917; d&#7909;ng c&aacute;c &#7913;ng d&#7909;ng ti&ecirc;n ti&#7871;n v&agrave; x&#7917; l&yacute; d&#7919; li&#7879;u trong ho&#7841;t &#273;&#7897;ng kinh doanh v&agrave; qu&#7843;n l&yacute; h&agrave;ng ng&agrave;y. C&aacute;c &#7913;ng d&#7909;ng n&agrave;y bao g&#7891;m c&aacute;c m&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n d&#7921;a tr&ecirc;n Tr&iacute; Tu&#7879; Nh&acirc;n&#8230;<\/p>\n","protected":false},"author":17,"featured_media":17652,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162,1],"tags":[7,671,74,1316],"class_list":["post-17633","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","category-tong-hop","tag-ai","tag-gpu","tag-hpc","tag-supermicro"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>M\u00e1y ch\u1ee7 Supermicro v\u00e0 GPU c\u1ee7a NVIDIA: S\u1ef1 k\u1ebft h\u1ee3p h\u01b0\u1edbng t\u1edbi t\u1ed1i \u01b0u h\u00f3a cho AI, HPC v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng - 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\/supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung-p17633\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"M\u00e1y ch\u1ee7 Supermicro v\u00e0 GPU c\u1ee7a NVIDIA: S\u1ef1 k\u1ebft h\u1ee3p h\u01b0\u1edbng t\u1edbi t\u1ed1i \u01b0u h\u00f3a cho AI, HPC v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c t&#7893; ch&#7913;c hi&#7879;n &#273;&#7841;i &#273;ang chi&#7871;m l&#7845;y l&#7907;i th&#7871; c&#7841;nh tranh &#273;&aacute;ng k&#7875; b&#7857;ng c&aacute;ch s&#7917; d&#7909;ng c&aacute;c &#7913;ng d&#7909;ng ti&ecirc;n ti&#7871;n v&agrave; x&#7917; l&yacute; d&#7919; li&#7879;u trong ho&#7841;t &#273;&#7897;ng kinh doanh v&agrave; qu&#7843;n l&yacute; h&agrave;ng ng&agrave;y. C&aacute;c &#7913;ng d&#7909;ng n&agrave;y bao g&#7891;m c&aacute;c m&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n d&#7921;a tr&ecirc;n Tr&iacute; Tu&#7879; Nh&acirc;n...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image.png\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Nguy\u1ec5n \u0110\u1ee9c Th\u00e1i\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"16 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung-p17633\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung-p17633\\\/\"},\"author\":{\"name\":\"Nguy\u1ec5n \u0110\u1ee9c Th\u00e1i\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/90c5d8d30876fc0e3d14a0b67d3f2842\"},\"headline\":\"M\u00e1y ch\u1ee7 Supermicro v\u00e0 GPU c\u1ee7a NVIDIA: S\u1ef1 k\u1ebft h\u1ee3p h\u01b0\u1edbng t\u1edbi t\u1ed1i \u01b0u h\u00f3a cho AI, HPC v\u00e0 c\u00e1c \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng\",\"datePublished\":\"2023-09-20T03:50:06+00:00\",\"dateModified\":\"2024-05-02T13:50:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung-p17633\\\/\"},\"wordCount\":3296,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/tong-hop\\\/supermicro-server-va-nvidia-gpu-su-ket-hop-huong-toi-toi-uu-hoa-tri-tue-nhan-tao-ai-hpc-va-da-dang-ung-dung-p17633\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/TheGioiMayChu-Blog-Image.png\",\"keywords\":[\"ai\",\"gpu\",\"hpc\",\"Supermicro\"],\"articleSection\":[\"AI - 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