{"id":8269,"date":"2022-09-29T04:05:46","date_gmt":"2022-09-28T21:05:46","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=8269"},"modified":"2024-04-05T08:08:34","modified_gmt":"2024-04-05T01:08:34","slug":"nhung-can-nhac-quan-trong-khi-ao-hoa-gpu-tren-nen-vmware","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nhung-can-nhac-quan-trong-khi-ao-hoa-gpu-tren-nen-vmware-p8269\/","title":{"rendered":"Nh\u1eefng c\u00e2n nh\u1eafc quan tr\u1ecdng khi \u1ea3o h\u00f3a GPU tr\u00ean VMware"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>\u1ea2o h\u00f3a GPU kh\u00f4ng h\u1ec1 d\u1ec5 d\u00e0ng n\u1ebfu kh\u00f4ng c\u00f3 nh\u1eefng \u0111\u00e1nh gi\u00e1 ph\u00f9 h\u1ee3p, ngay t\u1eeb nh\u1eefng b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean.\u00a0Trong m\u00f4i tr\u01b0\u1eddng VMware, m\u1ed9t s\u1ed1 v\u1ea5n \u0111\u1ec1 qu\u1ea3n tr\u1ecb vi\u00ean h\u1ec7 th\u1ed1ng c\u1ea7n ph\u1ea3i xem x\u00e9t k\u1ef9, ch\u1eb3ng h\u1ea1n nh\u01b0 v\u1ea5n \u0111\u1ec1 license, c\u00e1c y\u00eau c\u1ea7u v\u1ec1 t\u00e0i nguy\u00ean v\u00e0 kh\u1ea3 n\u0103ng c\u1ea5p ph\u00e1t ph\u1ea7n c\u1ee9ng.<\/p>\n<p>\u1ea2o h\u00f3a GPU kh\u00f4ng c\u00f2n ch\u1ec9 d\u00e0nh ri\u00eang cho c\u00e1c h\u1ec7 th\u1ed1ng VDI, m\u00e0 ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng s\u1eed d\u1ee5ng vGPU: cho m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n, m\u00e1y ch\u1ee7 v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7u su\u1ea5t cao.\u00a0Do \u0111\u00f3, qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i nh\u1eadn ra r\u1eb1ng vi\u1ec7c \u1ea3o h\u00f3a GPU kh\u00f4ng gi\u1ed1ng nh\u01b0 \u1ea3o h\u00f3a CPU ho\u1eb7c RAM.\u00a0N\u00f3 y\u00eau c\u1ea7u c\u1ea7n c\u00f3 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn kh\u00e1c khi thi\u1ebft k\u1ebf, c\u1ea5p ph\u00e9p v\u00e0 tri\u1ec3n khai, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi \u1ea3o h\u00f3a GPU tr\u00ean n\u1ec1n VMware.<\/p>\n<p>Khi n\u00f3i \u0111\u1ebfn h\u1ec7 th\u1ed1ng VDI, qu\u1ea3n tr\u1ecb vi\u00ean s\u1ebd th\u1ea5y nhi\u1ec1u v\u1ea5n \u0111\u1ec1 li\u00ean quan \u0111\u1ebfn c\u00e1c\u00a0t\u00e0i nguy\u00ean\u00a0I\/O, CPU v\u00e0\u00a0b\u1ed9 nh\u1edb c\u1ea7n thi\u1ebft. Nh\u1eefng th\u1ee9 n\u00e0y r\u1ea5t quan tr\u1ecdng trong vi\u1ec7c thi\u1ebft l\u1eadp h\u1ec7 th\u1ed1ng VDI.\u00a0Tuy nhi\u00ean, m\u1ed9t trong nh\u1eefng th\u1ee9 m\u00e0 qu\u1ea3n tr\u1ecb vi\u00ean kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng ch\u00fa \u00fd \u0111\u1ebfn \u0111\u00f3 ch\u00ednh l\u00e0 c\u00e1c GPU, nh\u1eefng c\u1ed7 m\u00e1y x\u1eed l\u00fd chuy\u00ean d\u1ee5ng cho c\u00e1c t\u00e1c v\u1ee5 c\u00f3 li\u00ean quan nh\u01b0 AI, \u0111\u1ed3 h\u1ecda,..<\/p>\n<p>Qu\u1ea3n tr\u1ecb vi\u00ean c\u1ea7n \u0111\u01b0a GPU \u1ea3o v\u00e0o trong ph\u01b0\u01a1ng \u00e1n c\u1ee7a m\u00ecnh \u0111\u1ec3 x\u00e2y d\u1ef1ng th\u00e0nh c\u00f4ng m\u1ed9t h\u1ec7 th\u1ed1ng VDI v\u00e0 trong khi hai nh\u00e0 cung c\u1ea5p ch\u00ednh cho vGPU l\u00e0 NVIDIA v\u00e0 AMD, th\u00ec c\u00e1c s\u1ea3n ph\u1ea9m NVIDIA c\u00f3\u00a0l\u1ecbch s\u1eed\u00a0l\u00e2u \u0111\u1eddi h\u01a1n v\u00e0 th\u01b0\u1eddng \u0111i c\u1eb7p v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m VMware.<\/p>\n<h3>C\u00e2n nh\u1eafc v\u1ec1 license, nhu c\u1ea7u t\u00e0i nguy\u00ean tr\u01b0\u1edbc khi \u1ea3o h\u00f3a VMware GPU<\/h3>\n<p>M\u1eb7c d\u00f9 th\u1ef1c t\u1ebf GPU l\u00e0 ph\u1ea7n c\u1ee9ng, th\u01b0\u1eddng \u0111\u01b0\u1ee3c g\u1eafn m\u1ed9t hypervisor k\u00e8m theo, nh\u01b0ng\u00a0m\u1ed7i GPU l\u00e0 duy nh\u1ea5t.\u00a0Qu\u1ea3n tr\u1ecb vi\u00ean c\u00f3 th\u1ec3 tr\u1ed9n v\u00e0 k\u1ebft h\u1ee3p m\u1ed9t s\u1ed1 ph\u1ea7n c\u1ee9ng trong GPU, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh th\u00e1ch th\u1ee9c \u0111\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 ng\u01b0\u1eddi.\u00a0V\u00ed d\u1ee5: qu\u1ea3n tr\u1ecb vi\u00ean c\u00f3 th\u1ec3 c\u00f3 c\u00e1c m\u1eabu <a class=\"iblink\" href=\"\/linh-kien-may-chu\/gpu-card-may-chu\/\">card GPU<\/a> kh\u00e1c nhau trong c\u00f9ng m\u1ed9t c\u1ee5m VMware, cho ph\u00e9p qu\u1ea3n tr\u1ecb vi\u00ean ch\u1ea1y c\u00e1c m\u00e1y \u1ea3o tr\u00ean c\u00e1c ph\u00e2n l\u1edbp GPU kh\u00e1c nhau \u0111\u1ec3 c\u00f3 hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u, chi ph\u00ed h\u1ee3p l\u00fd v\u00e0 t\u00ednh linh ho\u1ea1t.<\/p>\n<p>Tuy nhi\u00ean, m\u1ed7i m\u00e1y (host) trong c\u1ee5m \u0111\u00f3 ph\u1ea3i ch\u1ea1y n\u1ed9i b\u1ed9 c\u00f9ng m\u1ed9t GPU.\u00a0V\u00ec v\u1eady, trong khi m\u00e1y host c\u1ee7a qu\u1ea3n tr\u1ecb vi\u00ean c\u00f3 th\u1ec3 c\u00f3 c\u00e1c model GPU kh\u00e1c nhau, m\u1ed7i host ch\u1ec9 c\u00f3 th\u1ec3 c\u00e0i \u0111\u1eb7t m\u1ed9t model.\u00a0N\u00f3 s\u1ebd t\u01b0\u01a1ng t\u1ef1 nh\u01b0 vi\u1ec7c c\u00f3 hai model CPU kh\u00e1c nhau trong c\u00f9ng m\u1ed9t n\u1ec1n t\u1ea3ng m\u00e1y ch\u1ee7;\u00a0qu\u1ea3n tr\u1ecb vi\u00ean kh\u00f4ng th\u1ec3 c\u00f3 hai CPU kh\u00e1c nhau v\u00e0 duy tr\u00ec m\u1ed9t hypervisor \u1ed5n \u0111\u1ecbnh.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i quan t\u00e2m nhi\u1ec1u h\u01a1n \u0111\u1ebfn nh\u1eefng th\u1ee9 nh\u01b0 VMware Distributed Resource Scheduler v\u00e0 High Availability c\u1ee7a\u00a0VMware\u00a0\u0111\u1ec3 \u0111\u1ea3m b\u1ea3o workload c\u1ee7a h\u1ecd ch\u1ea1y tr\u00ean \u0111\u00fang <a class=\"iblink\" href=\"\/server\/gpu-system\/\">m\u00e1y ch\u1ee7 GPU<\/a> m\u00e0 h\u1ecd \u0111\u00e3 thi\u1ebft l\u1eadp cho m\u1ed7i workload \u1ea3o.\u00a0\u0110i\u1ec1u n\u00e0y kh\u00f4ng c\u00f3 ngh\u0129a l\u00e0 qu\u1ea3n tr\u1ecb vi\u00ean kh\u00f4ng th\u1ec3 di chuy\u1ec3n workload t\u1eeb host c\u00f3 GPU c\u1ee5 th\u1ec3\u00a0sang m\u00e1y ch\u1ee7 kh\u00e1c c\u00f3 GPU kh\u00e1c.\u00a0\u0110\u1ec3 l\u00e0m nh\u01b0 v\u1eady, qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i t\u1eaft m\u00e1y kh\u00e1ch tr\u01b0\u1edbc v\u00e0 \u0111\u1ea3m b\u1ea3o license c\u1ee7a h\u1ecd \u0111\u00e3 \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp, nh\u01b0ng h\u1ecd c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng vMotion \u0111\u1ec3 di chuy\u1ec3n kh\u00e1ch t\u1eeb m\u00e1y ch\u1ee7 c\u1ee5 th\u1ec3 sang m\u00e1y ch\u1ee7 kh\u00e1c v\u1edbi c\u00f9ng m\u1ed9t model GPU.<\/p>\n<p>Qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i \u0111\u1ea3m b\u1ea3o h\u1ecd c\u00f3 c\u00e1c host v\u1edbi GPU ph\u00f9 h\u1ee3p \u0111\u1ec3\u00a0x\u1eed l\u00fd failover ho\u1eb7c t\u1ed1t h\u01a1n l\u00e0 ch\u1ecdn c\u00e1c GPU c\u00f3 th\u1ec3 \u0111\u00e1p \u1ee9ng nhi\u1ec1u lo\u1ea1i workload h\u01a1n \u0111\u1ec3 chu\u1ea9n h\u00f3a tr\u00ean m\u1ed9t m\u00f4 h\u00ecnh chung.\u00a0M\u1ed9t trong nh\u1eefng \u0111i\u1ec1u tuy\u1ec7t v\u1eddi v\u1ec1 VMware v\u00e0 Nvidia l\u00e0 kh\u1ea3 n\u0103ng ph\u00e2n b\u1ed5 t\u1ed1i \u0111a b\u1ed1n GPU cho m\u1ed7i m\u00e1y \u1ea3o.\u00a0Qu\u1ea3n tr\u1ecb vi\u00ean c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 \u0111\u1ebfn c\u00e1c GPU c\u1ea5p trung b\u00ecnh v\u00e0 cao c\u1ea5p h\u01a1n, ch\u1eb3ng h\u1ea1n nh\u01b0 Nvidia Tesla T4 ho\u1eb7c Quadro, \u0111\u1ec3 x\u1eed l\u00fd workload cao h\u01a1n m\u00e0 kh\u00f4ng ph\u00e1 v\u1ee1 h\u1ec7 th\u1ed1ng ho\u1eb7c y\u00eau c\u1ea7u m\u1ed9t s\u1ed1 GPU ph\u1ea7n c\u1ee9ng kh\u00e1c nhau \u0111\u1ec3 h\u1ed7 tr\u1ee3 nhi\u1ec1u &#8220;knowledge worker&#8221; truy\u1ec1n th\u1ed1ng h\u01a1n.<\/p>\n<p>Ngo\u00e0i ra, qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i thay \u0111\u1ed5i c\u00e0i \u0111\u1eb7t \u0111\u1ed3 h\u1ecda cho m\u00e1y ch\u1ee7 t\u1eeb chia s\u1ebb th\u00e0nh chia s\u1ebb tr\u1ef1c ti\u1ebfp.\u00a0N\u1ebfu b\u01b0\u1edbc n\u00e0y b\u1ecb b\u1ecf qua, m\u00e1y \u1ea3o c\u1ee7a qu\u1ea3n tr\u1ecb vi\u00ean s\u1ebd kh\u00f4ng kh\u1edfi \u0111\u1ed9ng.<\/p>\n<p>Sau khi qu\u1ea3n tr\u1ecb vi\u00ean \u0111\u00e3 \u0111\u1eb7t GPU c\u1ee7a h\u1ecd tr\u00ean m\u1ed9t nh\u00f3m m\u00e1y ch\u1ee7 c\u1ee5 th\u1ec3, h\u1ecd c\u0169ng s\u1ebd y\u00eau c\u1ea7u license.\u00a0V\u1edbi GPU, qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i c\u00f3 license ph\u1ea7n m\u1ec1m cho ph\u00e9p tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n truy c\u1eadp ch\u1ee9c n\u0103ng GPU t\u1eeb xa.\u00a0M\u1eb7c d\u00f9 \u0111i\u1ec1u n\u00e0y th\u00eam m\u1ed9t license kh\u00e1c \u0111\u1ec3 qu\u1ea3n l\u00fd, nh\u01b0ng n\u00f3 mang l\u1ea1i c\u01a1 h\u1ed9i tuy\u1ec7t v\u1eddi cho qu\u1ea3n tr\u1ecb vi\u00ean.<\/p>\n<p>\u0110i\u1ec1u n\u00e0y l\u00e0 do c\u00e1c t\u00ednh n\u0103ng c\u1ee7a vGPU \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh b\u1edfi license ch\u1ee9 kh\u00f4ng ph\u1ea3i b\u1edfi tr\u00ecnh \u0111i\u1ec1u khi\u1ec3n.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0, \u0111\u1ec3 b\u1eadt ho\u1eb7c t\u1eaft m\u1ed9t s\u1ed1 ch\u1ee9c n\u0103ng nh\u1ea5t \u0111\u1ecbnh, qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i c\u00f3 license c\u1ee5 th\u1ec3 \u0111\u1ec3 l\u00e0m nh\u01b0 v\u1eady.\u00a0\u0110\u00e2y l\u00e0 m\u1ed9t\u00a0l\u1ee3i \u00edch to l\u1edbn\u00a0cho nh\u1eefng qu\u1ea3n tr\u1ecb vi\u00ean, nh\u1eefng ng\u01b0\u1eddi c\u00f3 th\u1ec3 lo l\u1eafng v\u1ec1 vi\u1ec7c ph\u1ea3i c\u1ea5u h\u00ecnh l\u1ea1i c\u00e1c c\u00e0i \u0111\u1eb7t d\u1ef1a tr\u00ean nhu c\u1ea7u.<\/p>\n<p>Ngo\u00e0i ra, n\u1ebfu qu\u1ea3n tr\u1ecb vi\u00ean \u0111ang s\u1eed d\u1ee5ng nhi\u1ec1u GPU, h\u1ecd ph\u1ea3i c\u00f3 license nh\u01b0 NVLink c\u1ee7a Nvidia \u0111\u1ec3 k\u1ebft h\u1ee3p m\u1ecdi th\u1ee9 l\u1ea1i v\u1edbi nhau.\u00a0Qu\u1ea3n tr\u1ecb vi\u00ean kh\u00f4ng th\u1ec3 gh\u00e9p n\u1ed1i c\u00e1c th\u00e0nh ph\u1ea7n v\u1edbi nhau t\u1eeb m\u1ed9t s\u1ed1 GPU \u0111\u1ec3 ph\u00e2n b\u1ed5 hai \u0111\u1ebfn b\u1ed1n GPU cho m\u1ed7i m\u00e1y \u1ea3o;\u00a0ch\u00fang ph\u1ea3i \u0111\u01b0\u1ee3c c\u1ea5p ph\u00e1t \u0111\u1ea7y \u0111\u1ee7 c\u00e1c th\u1ebb.<\/p>\n<h3>C\u00e1c c\u00e2n nh\u1eafc b\u1ed5 sung \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o tri\u1ec3n khai vGPU th\u00e0nh c\u00f4ng<\/h3>\n<p>Xem x\u00e9t c\u00e1c vGPU chia s\u1ebb c\u00f4ng ngh\u1ec7 gi\u1ed1ng nh\u01b0 hypervisor, ch\u00fang c\u0169ng chia s\u1ebb c\u00e1c l\u1ee3i \u00edch b\u1ea3o m\u1eadt gi\u1ed1ng nhau.\u00a0M\u1eb7c d\u00f9 b\u1ea3o m\u1eadt video c\u00f3 th\u1ec3 kh\u00f4ng ph\u1ea3i l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u \u0111\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 qu\u1ea3n tr\u1ecb vi\u00ean, nh\u01b0ng n\u00f3 s\u1ebd ph\u00e1t huy t\u00e1c d\u1ee5ng khi\u00a0qu\u1ea3n tr\u1ecb vi\u00ean s\u1eed d\u1ee5ng GPU\u00a0cho t\u00ednh to\u00e1n hi\u1ec7u su\u1ea5t cao, h\u1ecdc s\u00e2u v\u00e0 AI.<\/p>\n<p>\u0110i\u1ec1u cu\u1ed1i c\u00f9ng m\u00e0 qu\u1ea3n tr\u1ecb vi\u00ean n\u00ean bi\u1ebft l\u00e0 n\u1ec1n t\u1ea3ng m\u00e1y ch\u1ee7 ph\u1ea7n c\u1ee9ng c\u1ee7a GPU r\u1ea5t c\u00f3 th\u1ec3 s\u1ebd thay \u0111\u1ed5i.\u00a0GPU l\u00e0 nh\u1eefng chi\u1ebfc card &#8220;tr\u00e2u c\u00e0y&#8221; nghi\u00eam t\u00fac v\u00e0 ch\u00fang y\u00eau c\u1ea7u m\u1ed9t framework l\u00fd t\u01b0\u1edfng \u0111\u1ec3 h\u1ed7 tr\u1ee3.\u00a0N\u1ec1n t\u1ea3ng ph\u1ea7n c\u1ee9ng kh\u00f4ng \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a GPU c\u00f3 th\u1ec3 thi\u1ebfu kh\u00f4ng gian b\u00ean trong v\u1eadt l\u00fd c\u1ea7n thi\u1ebft, kh\u1ea3 n\u0103ng l\u00e0m m\u00e1t v\u00e0 s\u1ee9c m\u1ea1nh \u0111\u1ec3 h\u1ed7 tr\u1ee3 m\u1ed9t s\u1ed1 <a class=\"iblink\" href=\"\/linh-kien-may-chu\/gpu-card-may-chu\/\">card GPU<\/a> nh\u1ea5t \u0111\u1ecbnh.<\/p>\n<p>Qu\u1ea3n tr\u1ecb vi\u00ean ph\u1ea3i l\u00e0m vi\u1ec7c v\u1edbi c\u1ea3\u00a0VMware v\u00e0 Nvidia\u00a0\u0111\u1ec3 c\u00f3 n\u1ec1n t\u1ea3ng ph\u1ea7n c\u1ee9ng \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn v\u00e0 \u0111\u1ea3m b\u1ea3o h\u1ecd ch\u1ecdn \u0111\u00fang card cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, c\u0169ng nh\u01b0 c\u00e1c y\u00eau c\u1ea7u v\u1ec1 ngu\u1ed3n v\u00e0 l\u00e0m m\u00e1t trong trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a h\u1ecd.\u00a0Nh\u1eefng th\u00e1ch th\u1ee9c \u0111i k\u00e8m v\u1edbi c\u00f4ng ngh\u1ec7 \u1ea3o h\u00f3a GPU ch\u1eafc h\u1eb3n \u0111\u00e3 quen thu\u1ed9c v\u1edbi qu\u1ea3n tr\u1ecb vi\u00ean, v\u1edbi m\u1ed9t v\u00e0i \u0111i\u1ec3m kh\u00e1c bi\u1ec7t.\u00a0\u1ea2o h\u00f3a GPU kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t tr\u00f2 ch\u01a1i ho\u00e0n to\u00e0n m\u1edbi;\u00a0n\u00f3 chuy\u1ec3n tr\u00f2 ch\u01a1i sang m\u1ed9t l\u0129nh v\u1ef1c kh\u00e1c.\u00a0N\u1ebfu qu\u1ea3n tr\u1ecb vi\u00ean bi\u1ebft nh\u1eefng \u0111i\u1ec1u k\u1ef3 qu\u1eb7c, h\u1ecd c\u00f3 th\u1ec3 tr\u00e1nh ch\u00fang v\u00e0 tri\u1ec3n khai th\u00e0nh c\u00f4ng.<\/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","protected":false},"excerpt":{"rendered":"<p>&#7842;o h&oacute;a GPU kh&ocirc;ng h&#7873; d&#7877; d&agrave;ng n&#7871;u kh&ocirc;ng c&oacute; nh&#7919;ng &#273;&aacute;nh gi&aacute; ph&ugrave; h&#7907;p, ngay t&#7915; nh&#7919;ng b&#432;&#7899;c &#273;&#7847;u ti&ecirc;n.&nbsp;Trong m&ocirc;i tr&#432;&#7901;ng VMware, m&#7897;t s&#7889; v&#7845;n &#273;&#7873; qu&#7843;n tr&#7883; vi&ecirc;n h&#7879; th&#7889;ng c&#7847;n ph&#7843;i xem x&eacute;t k&#7929;, ch&#7859;ng h&#7841;n nh&#432; v&#7845;n &#273;&#7873; license, c&aacute;c y&ecirc;u c&#7847;u v&#7873; t&agrave;i nguy&ecirc;n v&agrave; kh&#7843; n&#259;ng c&#7845;p ph&aacute;t&#8230;<\/p>\n","protected":false},"author":2,"featured_media":8270,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162],"tags":[671,1314,434,82],"class_list":["post-8269","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","tag-gpu","tag-nvidia","tag-vgpu","tag-vmware"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - 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s&#7889; v&#7845;n &#273;&#7873; qu&#7843;n tr&#7883; vi&ecirc;n h&#7879; th&#7889;ng c&#7847;n ph&#7843;i xem x&eacute;t k&#7929;, ch&#7859;ng h&#7841;n nh&#432; v&#7845;n &#273;&#7873; license, c&aacute;c y&ecirc;u c&#7847;u v&#7873; t&agrave;i nguy&ecirc;n v&agrave; kh&#7843; n&#259;ng c&#7845;p ph&aacute;t...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2021\/01\/TheGioiMayChu-Blog-Virtualization.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" 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