{"id":4660,"date":"2020-03-10T01:05:47","date_gmt":"2020-03-10T01:05:47","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=4660"},"modified":"2020-03-10T01:05:47","modified_gmt":"2020-03-10T01:05:47","slug":"deep-learning-dat-duoc-thong-luong-gpu-cao-nhat-voi-sxm2-so-voi-pcie","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/deep-learning-dat-duoc-thong-luong-gpu-cao-nhat-voi-sxm2-so-voi-pcie-p4660\/","title":{"rendered":"Deep Learning: \u0110\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng l\u01b0\u1ee3ng GPU cao nh\u1ea5t v\u1edbi SXM2 so v\u1edbi PCIe"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>S\u1ef1 b\u00f9ng n\u1ed5 c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) \u0111ang thay \u0111\u1ed5i nhanh ch\u00f3ng c\u00e1ch th\u1ebf gi\u1edbi chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u th\u00e0nh n\u1eafm b\u1eaft s\u00e2u xa v\u00e0 th\u00fac \u0111\u1ea9y \u0111\u1ed5i m\u1edbi trong nhi\u1ec1u ng\u00e0nh c\u00f4ng nghi\u1ec7p.\u00a0Nhi\u1ec1u h\u00e3ng m\u00e1y ch\u1ee7 \u0111\u00e3 h\u1ee3p t\u00e1c v\u00e0 c\u00f9ng NVIDIA\u00ae (<a class=\"iblink\" href=\"\/supermicro\/\">Supermicro<\/a>, HPE, Dell) cam k\u1ebft cung c\u1ea5p c\u00e1c h\u1ec7 th\u1ed1ng s\u1eb5n s\u00e0ng cho AI k\u1ebft h\u1ee3p c\u00e1c n\u1ec1n t\u1ea3ng m\u00e1y ch\u1ee7 m\u1ea1nh nh\u1ea5t th\u1ebf gi\u1edbi v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 GPU ti\u00ean ti\u1ebfn nh\u1ea5t, chia s\u1ebb m\u1ee5c ti\u00eau gi\u00fap m\u1ecdi kh\u00e1ch h\u00e0ng kh\u00e1m ph\u00e1 to\u00e0n b\u1ed9 ti\u1ec1m n\u0103ng c\u1ee7a\u00a0\u0111i\u1ec7n to\u00e1n GPU.<\/p>\n<p>C\u00e1c h\u1ec7 th\u1ed1ng AI d\u1ef1a v\u00e0o c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn v\u00e0 s\u1ee9c m\u1ea1nh x\u1eed l\u00fd song song \u0111\u1ec3 m\u00f4 ph\u1ecfng tr\u00ed th\u00f4ng minh c\u1ee7a con ng\u01b0\u1eddi v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 r\u1ea5t ph\u1ee9c t\u1ea1p.\u00a0Nh\u1eefng k\u1ef9 thu\u1eadt n\u00e0y li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n khi m\u00e1y t\u00ednh \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng n\u1eafm b\u1eaft s\u00e2u xa v\u1ec1 d\u1eef li\u1ec7u v\u00e0 c\u00f3 th\u1ec3 suy ngh\u0129, h\u1ecdc h\u1ecfi theo c\u00e1ch t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1ch b\u1ed9 n\u00e3o con ng\u01b0\u1eddi x\u00e2y d\u1ef1ng ki\u1ebfn \u200b\u200bth\u1ee9c t\u1eeb kinh nghi\u1ec7m s\u1ed1ng.\u00a0S\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n v\u00e0 kh\u1ea3 n\u0103ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u \u0111\u00e3 ph\u00e1t tri\u1ec3n \u0111\u1ebfn m\u1ee9c c\u00e1c k\u1ef9 thu\u1eadt AI chuy\u00ean d\u1ee5ng nh\u01b0\u00a0h\u1ecdc s\u00e2u\u00a0hi\u1ec7n \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng h\u00e0ng ng\u00e0y \u0111\u1ec3 th\u00fac \u0111\u1ea9y c\u00e1c b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 nh\u1eadn d\u1ea1ng gi\u1ecdng n\u00f3i, <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u00e0 ph\u00e2n t\u00edch d\u1ef1 \u0111o\u00e1n.<\/p>\n<p>Khi c\u00e1c m\u1ea1ng th\u1ea7n kinh s\u00e2u (DNN) ph\u00e1t tri\u1ec3n v\u00e0 tr\u1edf n\u00ean t\u1ed1t h\u01a1n trong vi\u1ec7c nh\u1eadn d\u1ea1ng c\u00e1c h\u00ecnh m\u1eabu trong m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u, c\u00e1c c\u00f4ng ngh\u1ec7 CPU truy\u1ec1n th\u1ed1ng kh\u00f4ng ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c nhu c\u1ea7u t\u00ednh to\u00e1n ng\u00e0y c\u00e0ng t\u0103ng n\u00e0y.\u00a0H\u1ecdc s\u00e2u,\u00a0t\u00ednh to\u00e1n hi\u1ec7u n\u0103ng cao (HPC)\u00a0v\u00e0 \u0111\u1ed3 h\u1ecda \u0111\u00f2i h\u1ecfi t\u00ednh to\u00e1n song song \u1ed3 \u1ea1t v\u00e0 ch\u1ec9 c\u00f3 t\u00ednh to\u00e1n GPU cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u00fac \u0111\u1ea9y c\u00e1c kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c n\u00e0y.\u00a0GPU c\u0169ng c\u00f3 hi\u1ec7u qu\u1ea3 cao trong vi\u1ec7c nhanh ch\u00f3ng\u00a0\u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh h\u1ecdc t\u1eadp s\u00e2u\u00a0b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c b\u1ed9 \u0111\u00e0o t\u1ea1o l\u1edbn h\u01a1n nhi\u1ec1u v\u00e0 m\u1ed9t ph\u1ea7n c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n.<\/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>Khi c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o n\u00e0y \u0111\u01b0\u1ee3c tri\u1ec3n khai trong s\u1ea3n xu\u1ea5t, vi\u1ec7c \u0111\u1ea1t \u0111\u01b0\u1ee3c t\u1ed1c \u0111\u1ed9 x\u1eed l\u00fd nhanh tr\u1edf n\u00ean quan tr\u1ecdng b\u1edfi v\u00ec c\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y li\u00ean t\u1ee5c b\u1ecb th\u00e1ch th\u1ee9c \u0111\u1ec3 cung c\u1ea5p c\u00e1c ph\u1ea3n h\u1ed3i nhanh ch\u00f3ng v\u1edbi tr\u1ea3i nghi\u1ec7m tr\u1ef1c quan\u00a0t\u1eeb ng\u01b0\u1eddi d\u00f9ng.\u00a0Kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng nhanh n\u00e0y l\u00e0 c\u1ea7n thi\u1ebft c\u00f9ng v\u1edbi th\u00f4ng l\u01b0\u1ee3ng l\u1edbn \u0111\u1ec3 m\u1edf r\u1ed9ng kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u b\u00f9ng n\u1ed5 c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u1ee5c v\u1ee5 cho c\u00e1c d\u1ecbch v\u1ee5 do AI cung c\u1ea5p nh\u01b0 t\u00ecm ki\u1ebfm tr\u1ef1c quan, c\u00e1c g\u1ee3i \u00fd \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng t\u1ef1 \u0111\u1ed9ng.<\/p>\n<h4>SO S\u00c1NH PCIE V\u00c0 SXM2<\/h4>\n<p>C\u00e1c bus d\u1eef li\u1ec7u n\u1ed9i b\u1ed9, mang d\u1eef li\u1ec7u v\u00e0 ho\u1ea1t \u0111\u1ed9ng gi\u1eefa c\u00e1c th\u00e0nh ph\u1ea7n b\u00ean trong c\u1ee7a m\u00e1y t\u00ednh, c\u00f3 th\u1ec3 c\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn th\u00f4ng l\u01b0\u1ee3ng chung c\u1ee7a h\u1ec7 th\u1ed1ng.\u00a0PCI Express (PCIe)\u00a0l\u00e0 ti\u00eau chu\u1ea9n bus m\u1edf r\u1ed9ng m\u00e1y t\u00ednh n\u1ed1i ti\u1ebfp t\u1ed1c \u0111\u1ed9 cao hi\u1ec7n h\u00e0nh, cung c\u1ea5p \u0111\u1ed9 tr\u1ec5 th\u1ea5p h\u01a1n v\u00e0 t\u1ed1c \u0111\u1ed9 truy\u1ec1n d\u1eef li\u1ec7u cao h\u01a1n so v\u1edbi c\u00e1c bus c\u0169 nh\u01b0 PCI v\u00e0 PCI-X.\u00a0C\u00e1c thi\u1ebft b\u1ecb \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i qua c\u00e1c l\u00e0n PCIe c\u00f3 k\u1ebft n\u1ed1i \u0111i\u1ec3m-\u0111i\u1ec3m ri\u00eang, c\u00f3 ngh\u0129a l\u00e0 c\u00e1c thi\u1ebft b\u1ecb kh\u00f4ng c\u1ea1nh tranh v\u1ec1 b\u0103ng th\u00f4ng v\u00ec ch\u00fang kh\u00f4ng chia s\u1ebb c\u00f9ng m\u1ed9t bus chung.<\/p>\n<p>PCIe l\u00e0 \u0111\u1ee7 cho nhu c\u1ea7u c\u1ee7a nhi\u1ec1u h\u1ec7 th\u1ed1ng m\u00e1y t\u00ednh hi\u1ec7n \u0111\u1ea1i, v\u00e0 l\u00e0 ti\u00eau chu\u1ea9n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn nh\u1ea5t trong to\u00e0n ng\u00e0nh.\u00a0Nhi\u1ec1u thi\u1ebft b\u1ecb trong m\u1ed9t h\u1ec7 th\u1ed1ng (bao g\u1ed3m c\u1ea3 GPU) \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i b\u1eb1ng c\u00e1c l\u00e0n PCIe v\u00e0 \u0111\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 thi\u1ebft l\u1eadp GPU, s\u1eed d\u1ee5ng c\u00e1c l\u00e0n c\u00f3 s\u1eb5n n\u00e0y cung c\u1ea5p \u0111\u1ee7 b\u0103ng th\u00f4ng.\u00a0Tuy nhi\u00ean, \u0111\u1ed1i v\u1edbi\u00a0c\u00e1c GPU cao c\u1ea5p v\u00e0 h\u1ec7 th\u1ed1ng \u0111a GPU\u00a0ch\u1ea1y c\u00e1c ph\u00e9p to\u00e1n song song \u0111\u01b0\u1ee3c b\u0103m nh\u1ecf v\u1edbi s\u1ed1 l\u01b0\u1ee3ng c\u1ef1c l\u1edbn v\u00e0 trao \u0111\u1ed5i m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u r\u1ea5t l\u1edbn, bus PCIe c\u00f3 th\u1ec3 nhanh ch\u00f3ng b\u1ecb qu\u00e1 t\u1ea3i v\u00e0 g\u00e2y ra t\u1eafc ngh\u1ebdn, suy gi\u1ea3m hi\u1ec7u n\u0103ng.<\/p>\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng v\u1ea5n \u0111\u1ec1 n\u00e0y v\u1edbi PCIe, NVIDIA \u0111\u00e3 gi\u1edbi thi\u1ec7u m\u1ed9t \u0111\u1ea7u n\u1ed1i l\u1eedng SXM2 m\u1edbi (mezzanine connector).\u00a0\u0110\u1ea7u n\u1ed1i SXM2 c\u1ee7a NVIDIA cho ph\u00e9p GPU t\u1eadn d\u1ee5ng\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/thuat-ngu\/nvlink\/\">NVIDIA\u00ae NVLink\u2122<\/a>, k\u1ebft n\u1ed1i b\u0103ng th\u00f4ng cao, ti\u1ebft ki\u1ec7m n\u0103ng l\u01b0\u1ee3ng c\u1ee7a NVIDIA, cho ph\u00e9p CPU giao ti\u1ebfp c\u1ef1c nhanh \u0111\u1ebfn GPU ho\u1eb7c gi\u1eefa c\u00e1c GPU v\u1edbi nhau (CPU-to-GPU, GPU-to-GPU).\u00a0C\u00e1c m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho SXM2 t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf k\u00eanh truy\u1ec1n GPU-to-GPU \u0111\u1ec3 khai th\u00e1c t\u1ed1i \u0111a hi\u1ec7u su\u1ea5t x\u1eed l\u00fd c\u1ee7a GPU.\u00a0Thi\u1ebft k\u1ebf SXM2 cho ph\u00e9p GPU ho\u1ea1t \u0111\u1ed9ng v\u01b0\u1ee3t ra ngo\u00e0i gi\u1edbi h\u1ea1n c\u1ee7a bus PCIe \u0111\u1ec3 ch\u00fang c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c ti\u1ec1m n\u0103ng hi\u1ec7u su\u1ea5t t\u1ed1i \u0111a c\u1ee7a ch\u00fang.<\/p>\n<h4>TH\u00d4NG L\u01af\u1ee2NG T\u1ed0I \u0110A CHO ph\u00e9p HI\u1ec6U SU\u1ea4T \u1ee8NG D\u1ee4NG V\u01af\u1ee2T TR\u1ed8I<\/h4>\n<p>NVLink cung c\u1ea5p \u0111\u01b0\u1eddng truy\u1ec1n t\u1ed1c \u0111\u1ed9 cao gi\u1eefa c\u00e1c GPU, cho ph\u00e9p ch\u00fang giao ti\u1ebfp t\u1ed1c \u0111\u1ed9 d\u1eef li\u1ec7u cao nh\u1ea5t\u00a0300 gigabyte m\u1ed7i gi\u00e2y\u00a0(GB\/s), t\u1ed1c \u0111\u1ed9 nhanh h\u01a1n 10 l\u1ea7n so v\u1edbi PCIe.\u00a0Kh\u00f4ng gi\u1ed1ng nh\u01b0 PCIe, v\u1edbi NVLink, m\u1ed9t thi\u1ebft b\u1ecb c\u00f3 nhi\u1ec1u k\u00eanh truy\u1ec1n \u0111\u1ec3 l\u1ef1a ch\u1ecdn v\u00e0 thay v\u00ec chia s\u1ebb chung m\u1ed9t hub trung t\u00e2m \u0111\u1ec3 li\u00ean l\u1ea1c, thay v\u00e0o \u0111\u00f3, ch\u00fang s\u1eed d\u1ee5ng m\u1ed9t m\u1ea1ng l\u01b0\u1edbi (mesh) cho ph\u00e9p trao \u0111\u1ed5i d\u1eef li\u1ec7u b\u0103ng th\u00f4ng cao nh\u1ea5t gi\u1eefa c\u00e1c GPU.\u00a0\u0110i\u1ec1u n\u00e0y t\u0103ng t\u1ed1c \u0111\u00e1ng k\u1ec3 c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 mang l\u1ea1i hi\u1ec7u n\u0103ng t\u00ednh to\u00e1n th\u00f4 l\u1edbn h\u01a1n nhi\u1ec1u so v\u1edbi GPU s\u1eed d\u1ee5ng PCIe.\u00a0B\u1eb1ng c\u00e1ch t\u0103ng t\u1ed5ng b\u0103ng th\u00f4ng gi\u1eefa GPU v\u00e0 c\u00e1c b\u1ed9 ph\u1eadn kh\u00e1c c\u1ee7a h\u1ec7 th\u1ed1ng, lu\u1ed3ng d\u1eef li\u1ec7u v\u00e0 t\u1ed5ng th\u00f4ng l\u01b0\u1ee3ng h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n \u0111\u1ec3 n\u00e2ng cao hi\u1ec7u su\u1ea5t c\u1ee7a kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c.<\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/nvidia-tesla-v100-sxm2-32gb-cowos-hbm2-nvlink-tm6292.html\">Module GPU t\u0103ng t\u1ed1c NVIDIA\u00ae Tesla\u00ae V100<\/a>\u00a0\u0111\u01b0\u1ee3c ch\u1ebf t\u1ea1o chuy\u00ean d\u1ee5ng cho HPC v\u00e0 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a>, d\u1ef1a tr\u00ean ki\u1ebfn \u200b\u200btr\u00fac Volta \u0111\u1ed9t ph\u00e1 m\u1edbi c\u1ee7a NVIDIA.\u00a0Tesla V100 c\u00f3 s\u1eb5n c\u1ea3 d\u01b0\u1edbi d\u1ea1ng b\u1ea3ng t\u0103ng t\u1ed1c GPU truy\u1ec1n th\u1ed1ng cho c\u00e1c m\u00e1y ch\u1ee7 d\u1ef1a tr\u00ean PCIe v\u00e0 c\u1ea3 d\u1ea1ng module SXM2 cho c\u00e1c m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a NVLink.\u00a0\u0110\u1ecbnh d\u1ea1ng truy\u1ec1n th\u1ed1ng cho ph\u00e9p c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u HPC tri\u1ec3n khai c\u00e1c GPU ti\u00ean ti\u1ebfn nh\u1ea5t trong c\u00e1c node d\u1ef1a tr\u00ean PCIe, cho ph\u00e9p ch\u00fang h\u1ed7 tr\u1ee3 k\u1ebft h\u1ee3p kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a CPU v\u00e0 GPU v\u1edbi ph\u1ea7n c\u1ee9ng hi\u1ec7n c\u00f3 c\u1ee7a ch\u00fang.\u00a0C\u00e1c m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a NVLink cung c\u1ea5p hi\u1ec7u su\u1ea5t t\u1ed1t nh\u1ea5t v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 cho c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u si\u00eau t\u00ednh to\u00e1n v\u00e0 HPC ch\u1ea1y c\u00e1c \u1ee9ng d\u1ee5ng m\u1edf r\u1ed9ng ra nhi\u1ec1u GPU, ch\u1eb3ng h\u1ea1n nh\u01b0 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a>.<\/p>\n<p>C\u00e1c m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho NVidia SXM2 c\u00f3 th\u1ec3 k\u1ec3 \u0111\u1ebfn nh\u01b0\u00a0<a href=\"https:\/\/thegioimaychu.vn\/superserver-4029gp-tvrt.html\">Supermicro SYS-4029GP-TVRT<\/a>, HPE Apollo sx40, HPE SGI 8600, <a href=\"https:\/\/thegioimaychu.vn\/may-chu-tri-tue-nhan-tao-nvidia-dgx-1-tm6321.html\">NVidia DGX-1<\/a> \/ <a href=\"https:\/\/thegioimaychu.vn\/may-chu-tri-tue-nhan-tao-nvidia-dgx-2-tm6322.html\">DGX-2<\/a>\u00a0h\u1ed7 tr\u1ee3 c\u00e1c module accelerator d\u1ef1a tr\u00ean ki\u1ebfn \u200b\u200btr\u00fac Volta m\u1edbi c\u1ee7a NVIDIA v\u00e0 SXM2 form factor, m\u1edf ra r\u1ea5t nhi\u1ec1u l\u1ef1a ch\u1ecdn cho c\u00e1c trung t\u00e2m nghi\u00ean c\u1ee9u <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> chuy\u00ean s\u00e2u.<\/p>\n<p>&nbsp;<\/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>S&#7921; b&ugrave;ng n&#7893; c&#7911;a c&aacute;c &#7913;ng d&#7909;ng v&agrave; d&#7883;ch v&#7909; &#273;&#432;&#7907;c cung c&#7845;p b&#7903;i tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) &#273;ang thay &#273;&#7893;i nhanh ch&oacute;ng c&aacute;ch th&#7871; gi&#7899;i chuy&#7875;n &#273;&#7893;i d&#7919; li&#7879;u th&agrave;nh n&#7855;m b&#7855;t s&acirc;u xa v&agrave; th&uacute;c &#273;&#7849;y &#273;&#7893;i m&#7899;i trong nhi&#7873;u ng&agrave;nh c&ocirc;ng nghi&#7879;p.&nbsp;Nhi&#7873;u h&atilde;ng m&aacute;y ch&#7911; &#273;&atilde; h&#7907;p t&aacute;c v&agrave; c&ugrave;ng NVIDIA&reg;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":4662,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,322,74,1314,120,323],"class_list":["post-4660","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-dep-learning","tag-hpc","tag-nvidia","tag-nvlink","tag-sxm2"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep Learning: \u0110\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng l\u01b0\u1ee3ng GPU cao nh\u1ea5t v\u1edbi SXM2 so v\u1edbi PCIe - 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\" 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