{"id":1010,"date":"2019-07-26T04:39:34","date_gmt":"2019-07-26T04:39:34","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/solution\/?p=1010"},"modified":"2019-09-13T07:27:59","modified_gmt":"2019-09-13T07:27:59","slug":"giai-phap-toan-dien-cho-machine-learning-tu-supermicro","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/solution\/vendor\/supermicro\/giai-phap-toan-dien-cho-machine-learning-tu-supermicro-p1010\/","title":{"rendered":"Gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n cho Machine Learning t\u1eeb Supermicro"},"content":{"rendered":"<article role=\"article\" data-history-node-id=\"1256\">Supermicro v\u00e0 Canonical \u0111\u00e3 h\u1ee3p t\u00e1c \u0111\u1ec3 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p c\u00f3 t\u00ednh n\u0103ng h\u1ecdc m\u00e1y TensorFlow.Gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 x\u00e1c nh\u1eadn v\u1edbi Supericer SuperServer, h\u1ec7 th\u1ed1ng SuperStorage v\u00e0 Ethernet Switch c\u1ee7a Supermicro t\u1ed1i \u01b0u h\u00f3a cho hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p m\u1ee9c \u0111\u1ed9 tin c\u1eady, ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao nh\u1ea5t. Canonical, c\u00f4ng ty \u0111\u1ee9ng sau Ubuntu, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c t\u1eadn d\u1ee5ng t\u1ed1i \u0111a Ubuntu. B\u1ea3n ph\u00e2n ph\u1ed1i Canonical c\u1ee7a Kubernetes (CDK) l\u00e0 phi\u00ean b\u1ea3n Kubernetes chu\u1ea9n \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m tr\u00ean nhi\u1ec1u n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y.\u00a0Canonical c\u0169ng cung c\u1ea5p m\u1ed9t h\u1ec7 sinh th\u00e1i phong ph\u00fa g\u1ed3m c\u00e1c c\u00f4ng c\u1ee5, th\u01b0 vi\u1ec7n, d\u1ecbch v\u1ee5, c\u00e1c s\u1ed1 \u0111o m\u1edbi c\u1eadp nh\u1eadt v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 gi\u00e1m s\u00e1t \u0111\u1ec3 gi\u00fap CDK d\u1ec5 d\u00e0ng s\u1eed d\u1ee5ng \u0111\u1ec3 b\u1ea1n c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c d\u1ef1 \u00e1n m\u1edbi nhanh h\u01a1n. Kubeflow l\u00e0 m\u1ed9t d\u1ef1 \u00e1n ngu\u1ed3n m\u1edf d\u00e0nh ri\u00eang \u0111\u1ec3 cung c\u1ea5p c\u00e1c t\u00e0i nguy\u00ean Machine Learning (ML) d\u1ec5 s\u1eed d\u1ee5ng b\u00ean tr\u00ean c\u1ee5m Kubernetes.\u00a0N\u1ed5i b\u1eadt nh\u1ea5t, Kubeflow gi\u1ea3m b\u1edbt vi\u1ec7c c\u00e0i \u0111\u1eb7t TensorFlow v\u00e0 cung c\u1ea5p c\u00e1c c\u01a1 ch\u1ebf \u0111\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c GPU \u0111\u01b0\u1ee3c g\u1eafn v\u00e0o m\u00e1y ch\u1ee7 b\u00ean d\u01b0\u1edbi trong qu\u00e1 tr\u00ecnh th\u1ef1c thi c\u00e1c c\u00f4ng vi\u1ec7c ML \u0111\u01b0\u1ee3c g\u1eedi t\u1edbi n\u00f3.\u00a0TensorFlow l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf \u0111\u1ec3 t\u00ednh to\u00e1n s\u1ed1 hi\u1ec7u su\u1ea5t cao.\u00a0Ki\u1ebfn tr\u00fac linh ho\u1ea1t c\u1ee7a n\u00f3 cho ph\u00e9p d\u1ec5 d\u00e0ng tri\u1ec3n khai t\u00ednh to\u00e1n tr\u00ean nhi\u1ec1u n\u1ec1n t\u1ea3ng (CPU, GPU, TPU) v\u00e0 t\u1eeb m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n \u0111\u1ebfn c\u1ee5m m\u00e1y ch\u1ee7 \u0111\u1ebfn thi\u1ebft b\u1ecb di \u0111\u1ed9ng v\u00e0 thi\u1ebft b\u1ecb c\u1ea1nh bi\u00ean.<\/p>\n<h3>Supermicro + N\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn h\u1ecdc m\u00e1y Canonical<\/h3>\n<p>X\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p Machine Learning c\u1ee7a b\u1ea1n v\u1edbi Supermicro v\u00e0 Canonical.<\/p>\n<figure><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2019\/07\/tensorflow-canonical.jpg\" alt=\"Supermicro &amp; Canonical + S\u01a1 \u0111\u1ed3 gi\u00e1 k\u00e9o\" \/><\/figure>\n<h3>\u0110i\u1ec3m n\u1ed5i b\u1eadt<\/h3>\n<ul>\n<li>Ki\u1ebfn tr\u00fac tham chi\u1ebfu \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c<\/li>\n<li>Th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn<\/li>\n<li>Thu g\u1ecdn &#8211; T\u1eeb m\u1ed9t rack \u0111\u1ebfn nhi\u1ec1u rack<\/li>\n<li>M\u00e1y ch\u1ee7 xanh nh\u1ea5t cho ki\u1ebfn tr\u00fac \u0111\u00e1m m\u00e2y &#8211; Ti\u1ebft ki\u1ec7m h\u00e0ng tr\u0103m \u0111\u00f4 la cho m\u1ed7i m\u00e1y ch\u1ee7<\/li>\n<li>Chi ph\u00ed th\u1ea5p nh\u1ea5t &#8211; Hi\u1ec7u su\u1ea5t t\u1ed1t nh\u1ea5t \/ Watt \/ $ \/ ft\u00b2<\/li>\n<li>B\u1eaft \u0111\u1ea7u nh\u01b0 m\u1ed9t chuy\u00ean gia b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng s\u1ef1 chuy\u00ean m\u00f4n h\u00f3a \u1edf kh\u00e2u h\u1ed7 tr\u1ee3 v\u00e0 d\u1ecbch v\u1ee5<\/li>\n<\/ul>\n<p>H\u1ed7 tr\u1ee3 doanh nghi\u1ec7p cho Canonical Distribution Kubernetes v\u00e0 Kubeflow \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi Canonical h\u1ee3p t\u00e1c v\u1edbi Supermicro, theo \u0111\u00f3 kh\u00e1ch h\u00e0ng c\u00f3 quy\u1ec1n truy c\u1eadp v\u00e0o nh\u00f3m ki\u1ebfn \u200b\u200bth\u1ee9c &amp; chuy\u00ean m\u00f4n to\u00e0n c\u1ea7u.\u00a0S\u1ef1 h\u1ee3p t\u00e1c cung c\u1ea5p D\u1ecbch v\u1ee5 Kh\u00e1m ph\u00e1 v\u00e0 Thi\u1ebft k\u1ebf &#8211; c\u00f9ng nhau, ch\u00fang t\u00f4i thi\u1ebft k\u1ebf c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u1ee7a b\u1ea1n theo k\u00edch th\u01b0\u1edbc v\u00e0 th\u00f4ng s\u1ed1 k\u1ef9 thu\u1eadt c\u1ea7n thi\u1ebft.<\/p>\n<\/article>\n<div>\n<div>\n<div>\n<div>\n<div>\n<div>\n<div>\n<div>\n<h3>Supermicro Total Solutions cho Canonical Machine Learning<\/h3>\n<figure>\n<table>\n<tbody>\n<tr>\n<th>M\u00f4 t\u1ea3<\/th>\n<td>Gi\u1ea3i ph\u00e1p h\u1ecdc m\u00e1y Canonical<\/td>\n<\/tr>\n<tr>\n<th>S\u1ed1 core<\/th>\n<td>216 cores<\/td>\n<\/tr>\n<tr>\n<th>T\u1ed5ng b\u1ed9 nh\u1edb<\/th>\n<td>3072 GB<\/td>\n<\/tr>\n<tr>\n<th>Raw storage<\/th>\n<td>24 TB<\/td>\n<\/tr>\n<tr>\n<th>Chi\u1ec1u cao<\/th>\n<td>19U<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\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<h3>Chi ti\u1ebft SKU<\/h3>\n<figure>\n<div>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th scope=\"col\">M\u00e1y h\u1ecdc SKU<\/th>\n<th scope=\"col\">S\u1ed1 l\u01b0\u1ee3ng<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<th colspan=\"3\">Linh ki\u1ec7n s\u1eed d\u1ee5ng<\/th>\n<\/tr>\n<tr>\n<td>Node h\u1ea1 t\u1ea7ng<\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/server\/supermicro-usa-server\/superserver-6019u-tn4rt.html\">SYS-6019U-TN4RT<\/a><\/td>\n<td>3<\/td>\n<\/tr>\n<tr>\n<td>Node \u0111\u00e1m m\u00e2y<\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/may-chu-superserver-sys-2029gp-tr-tm6757.html\">SYS-2029GP-TR<\/a><\/td>\n<td>6<\/td>\n<\/tr>\n<tr>\n<td rowspan=\"2\">\u0110\u0129a d\u1eef li\u1ec7u \u0111\u00e1m m\u00e2y<\/td>\n<th>\u1ed4 \u0111\u0129a U.2 NVMe (2 TB)<\/th>\n<td rowspan=\"2\">12\u00a0(2\/node x 6)<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/thegioimaychu.vn\/o-cung-ssd-intel-dc-p4500-series-2tb-nvme-pcie-31-3d1-tlc-ssdpe2kx020t701.html\">HDS-IUN2-SSDPE2KX020T8<\/a><\/td>\n<\/tr>\n<tr>\n<td rowspan=\"2\">GPU \u0111\u00e1m m\u00e2y<\/td>\n<th>GPU NVIDIA Tesla V100 16GB<\/th>\n<td rowspan=\"2\">12\u00a0(2\/node x 6)<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/gpu-card-may-chu\/nvidia-tesla-v100-16gb-cowos-hbm2-pcie-3-nvtv100-16.html\">GPU-NVTV100-16<\/a><\/td>\n<\/tr>\n<\/tbody>\n<tbody>\n<tr>\n<th colspan=\"3\" scope=\"rowgroup\">Gi\u1ea5y ph\u00e9p ph\u1ea7n m\u1ec1m<\/th>\n<\/tr>\n<tr>\n<td>Ubuntu Advantage Advanced (3 n\u0103m)<\/td>\n<td>SVC-CNC-SVR-AS<\/td>\n<td>9<\/td>\n<\/tr>\n<tr>\n<td>Kh\u00e1m ph\u00e1 Ubuntu Kubernetes<\/td>\n<td>SVC-CNCFC-FOB<\/td>\n<td>1<\/td>\n<\/tr>\n<\/tbody>\n<tbody>\n<tr>\n<th colspan=\"3\" scope=\"rowgroup\">D\u1ecbch v\u1ee5<\/th>\n<\/tr>\n<tr>\n<td colspan=\"2\">D\u1ecbch v\u1ee5 thi\u1ebft k\u1ebf, x\u00e1c nh\u1eadn v\u00e0 kh\u1edfi \u0111\u1ed9ng DataCenter *<\/td>\n<td>15<\/td>\n<\/tr>\n<tr>\n<td colspan=\"2\">D\u1ecbch v\u1ee5 t\u00edch h\u1ee3p rack Supermicro **<\/td>\n<td>1<\/td>\n<\/tr>\n<tr>\n<td colspan=\"2\">H\u1ed7 tr\u1ee3 t\u1ea1i ch\u1ed7 c\u1ee7a Supermicro<\/td>\n<td>12<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><figcaption>* Tham kh\u1ea3o \u00fd ki\u1ebfn \u200b\u200bSupermicro v\u1ec1 gi\u00e1 c\u1ea3 v\u00e0 b\u00e1o gi\u00e1 c\u1ee7a d\u1ecbch v\u1ee5 n\u00e0y.<br \/>\n** Gi\u00e1 \u0111\u1ee1 &amp; c\u00e1p (v\u1edbi thi\u1ebft b\u1ecb chuy\u1ec3n m\u1ea1ch b\u00ean th\u1ee9 3);\u00a0B\u1ea3n v\u1ebd k\u1ef9 thu\u1eadt k\u1ec7 &amp; c\u00e1p;\u00a0Supermicro s\u1ebd kh\u00f4ng ch\u1ecbu tr\u00e1ch nhi\u1ec7m cho c\u1ea5u h\u00ecnh chuy\u1ec3n \u0111\u1ed5i b\u00ean th\u1ee9 3.<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<h3>T\u00f9y ch\u1ecdn k\u1ebft n\u1ed1i m\u1ea1ng (v\u1edbi switch d\u1eef li\u1ec7u 10, 25 ho\u1eb7c 40Gbps)<\/h3>\n<p>C\u00e1c c\u1ea5u h\u00ecnh tham chi\u1ebfu bao g\u1ed3m hai lo\u1ea1i switch Ethernet &#8211; m\u1ed9t lo\u1ea1i \u0111\u1ec3 h\u1ee3p nh\u1ea5t l\u01b0u l\u01b0\u1ee3ng qu\u1ea3n l\u00fd \/ IPMI v\u00e0 m\u1ed9t lo\u1ea1i kh\u00e1c \u0111\u1ec3 s\u1eed d\u1ee5ng trong l\u01b0u l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u1ea1ng.\u00a0Switch qu\u1ea3n l\u00fd 1GbE l\u00e0 chung cho c\u1ea3 ba t\u00f9y ch\u1ecdn m\u1ea1ng.\u00a0C\u00e1c t\u00f9y ch\u1ecdn chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u n\u1eb1m trong ph\u1ea1m vi t\u1eeb 10Gbps, 25Gbps, \u0111\u1ebfn switch 40Gbps.<\/p>\n<figure>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>M\u1ea1ng d\u1eef li\u1ec7u 10 GbE v\u1edbi h\u1ec7 \u0111i\u1ec1u h\u00e0nh Cumulus\u00a03<\/th>\n<th>M\u1ea1ng d\u1eef li\u1ec7u 25 GbE v\u1edbi h\u1ec7 \u0111i\u1ec1u h\u00e0nh SMIS<\/th>\n<th>M\u1ea1ng d\u1eef li\u1ec7u 40 GbE v\u1edbi h\u1ec7 \u0111i\u1ec1u h\u00e0nh Cumulus\u00a03<\/th>\n<th>S\u1ed1 l\u01b0\u1ee3ng<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Switch Qu\u1ea3n l\u00fd<\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/supermicro-switch-sse-g3648b-sse-g3648br-48-ports.html\">SSE G3648B<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/supermicro-switch-sse-g3648b-sse-g3648br-48-ports.html\">SSE G3648B<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/supermicro-switch-sse-g3648b-sse-g3648br-48-ports.html\">SSE G3648B<\/a><\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td>Switch d\u1eef li\u1ec7u<\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/supermicro-switch-sse-x3648s-sse-x3648sr-54-ports.html\">SSE-X3648S<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/search\/?search=SSE-F3548S&qt=sku&ref=tmsol\" class=\"sku-link\">SSE-F3548S<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/supermicro-switch-sse-c3632s-sse-c3632sr-32-ports.html\">SSE-C3632S<\/a><\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td>Infrastructure Node NICs<\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/network-card-supermicro-aoc-stgf-i2s-2x-sfp-10gbe.html\">AOC STGF-I2S-A<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/network-card-supermicro-aoc-s25g-m2s-tm5587.html\">AOC-S25G-M2S<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/network-card\/network-card-supermicro-aoc-s40g-i2q-2x-qsfp-40gbe.html\">AOC-S40GI2Q<\/a><\/td>\n<td>6(2 m\u1ed7i n\u00fat x3)<\/td>\n<\/tr>\n<tr>\n<td>Cloud Node NICs<\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/network-card-supermicro-aoc-stgf-i2s-2x-sfp-10gbe.html\">AOC STGF-I2S-A<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/network-card-supermicro-aoc-s25g-m2s-tm5587.html\">AOC-S25G-M2S<\/a><\/td>\n<td><a href=\"https:\/\/thegioimaychu.vn\/linh-kien-may-chu\/network-card\/network-card-supermicro-aoc-s40g-i2q-2x-qsfp-40gbe.html\">AOC-S40GI2Q<\/a><\/td>\n<td>12(2 m\u1ed7i n\u00fat x6)<\/td>\n<\/tr>\n<\/tbody>\n<tbody>\n<tr>\n<th colspan=\"5\" scope=\"rowgroup\">License ph\u1ea7n m\u1ec1m (\u0111\u1ec3 k\u1ebft n\u1ed1i m\u1ea1ng)<\/th>\n<\/tr>\n<tr>\n<td>Ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd chuy\u1ec3n \u0111\u1ed5i gi\u1ea5y ph\u00e9p v\u0129nh vi\u1ec5n v\u1edbi 3 n\u0103m d\u1ecbch v\u1ee5 \/ h\u1ed7 tr\u1ee3<\/td>\n<td>SFT-CLSPL1G-3Y\u00a01<\/td>\n<td>SFT-SMCPL1G\u00a02<\/td>\n<td>SFT-CLSPL1G-3Y\u00a01<\/td>\n<td>2<\/td>\n<\/tr>\n<tr>\n<td>Ph\u1ea7n m\u1ec1m chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u gi\u1ea5y ph\u00e9p v\u0129nh vi\u1ec5n v\u1edbi 3 n\u0103m d\u1ecbch v\u1ee5 \/ h\u1ed7 tr\u1ee3<\/td>\n<td>SFT-CLSPL10G-3Y\u00a01<\/td>\n<td>C\u00f3 k\u00e8m theo c\u00f4ng t\u1eafc\u00a02<\/td>\n<td>SFT-CLSPL100G-3Y\u00a01<\/td>\n<td>2<\/td>\n<\/tr>\n<\/tbody>\n<\/table><figcaption>1 &#8211; T\u00f9y ch\u1ecdn chuy\u1ec3n \u0111\u1ed5i D\u1eef li\u1ec7u 10 GbE v\u00e0 40 GbE D\u1eef li\u1ec7u y\u00eau c\u1ea7u H\u1ec7 \u0111i\u1ec1u h\u00e0nh Cumulus cho t\u1ea5t c\u1ea3 c\u00e1c c\u00f4ng t\u1eafc trong gi\u1ea3i ph\u00e1p.\u00a0C\u00e1c gi\u1ea5y ph\u00e9p h\u1ec7 \u0111i\u1ec1u h\u00e0nh Cumulus cho c\u1ea3 c\u00e1c chuy\u1ec3n \u0111\u1ed5i d\u1eef li\u1ec7u v\u00e0 qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c l\u1ea5y th\u00f4ng qua Supermicro b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c SKU \u0111\u01b0\u1ee3c cung c\u1ea5p.2 &#8211; T\u00f9y ch\u1ecdn chuy\u1ec3n \u0111\u1ed5i D\u1eef li\u1ec7u 25 GbE y\u00eau c\u1ea7u H\u0110H Supermicro (SMIS) cho t\u1ea5t c\u1ea3 c\u00e1c c\u00f4ng t\u1eafc trong gi\u1ea3i ph\u00e1p.\u00a0H\u1ec7 \u0111i\u1ec1u h\u00e0nh SMIS cho c\u00f4ng t\u1eafc qu\u1ea3n l\u00fd \u0111\u01b0\u1ee3c l\u1ea5y b\u1eb1ng SKU \u0111\u01b0\u1ee3c cung c\u1ea5p.\u00a0H\u1ec7 \u0111i\u1ec1u h\u00e0nh SMIS cho c\u00f4ng t\u1eafc d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c bao g\u1ed3m trong c\u00f4ng t\u1eafc.3 &#8211; Cumulus Linux l\u00e0 m\u1ed9t h\u1ec7 \u0111i\u1ec1u h\u00e0nh m\u1ea1ng m\u1edf m\u1ea1nh m\u1ebd cho ph\u00e9p b\u1ea1n t\u1ef1 \u0111\u1ed9ng h\u00f3a, t\u00f9y ch\u1ec9nh v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4:<br \/>\n<a href=\"https:\/\/www.cumulusnetworks.com\/products\/cumulus-linux\">www.cumulusnetworks.com\/products\/cumulus-linux\/<\/a><\/figcaption><\/figure>\n<\/div>\n<div>\n<div>\n<div>\n<div>\n<div>\n<div>\n<div>\n<h3>D\u1ecbch v\u1ee5 b\u1ed5 sung c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c mua<\/h3>\n<figure>\n<table>\n<thead>\n<tr>\n<th>D\u1ecbch v\u1ee5 b\u1ed5 sung<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>D\u1ecbch v\u1ee5 t\u00edch h\u1ee3p t\u1ea1i ch\u1ed7 c\u1ee7a Supermicro **<\/td>\n<\/tr>\n<tr>\n<td>M\u00e1y ch\u1ee7 Ubuntu Advantage &#8211; M\u00e1y ch\u1ee7 thi\u1ebft y\u1ebfu \/ ti\u00eau chu\u1ea9n \/ n\u00e2ng cao<\/td>\n<\/tr>\n<tr>\n<td>D\u1ecbch v\u1ee5 chuy\u00ean nghi\u1ec7p Ubuntu Advantage<\/td>\n<\/tr>\n<tr>\n<td>Ch\u01b0\u01a1ng tr\u00ecnh kh\u1edfi \u0111\u1ed9ng Ubuntu<\/td>\n<\/tr>\n<tr>\n<td>D\u1ecbch v\u1ee5 chuy\u00ean nghi\u1ec7p Ubuntu BootStack<\/td>\n<\/tr>\n<tr>\n<td>Chi ph\u00ed &amp; Du l\u1ecbch Ubuntu Advantage<\/td>\n<\/tr>\n<tr>\n<td>Ti\u1ec7n \u00edch l\u01b0u tr\u1eef Ubuntu BootStack CEPH \/ Swift<\/td>\n<\/tr>\n<\/tbody>\n<\/table><figcaption>** Y\u00eau c\u1ea7u kh\u1ea3o s\u00e1t t\u1ea1i ch\u1ed7 SOW;\u00a0H\u1eadu c\u1ea7n t\u1ea1i ch\u1ed7;\u00a0Gi\u00e1 \u0111\u1ee1 &amp; c\u00e1p (v\u1edbi thi\u1ebft b\u1ecb chuy\u1ec3n m\u1ea1ch b\u00ean th\u1ee9 3);\u00a0B\u1ea3n v\u1ebd k\u1ef9 thu\u1eadt k\u1ec7 &amp; c\u00e1p<\/figcaption><\/figure>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Supermicro v\u00e0 Canonical \u0111\u00e3 h\u1ee3p t\u00e1c \u0111\u1ec3 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p c\u00f3 t\u00ednh n\u0103ng h\u1ecdc m\u00e1y TensorFlow.Gi\u1ea3i ph\u00e1p n\u00e0y \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 x\u00e1c nh\u1eadn v\u1edbi Supericer SuperServer, h\u1ec7 th\u1ed1ng SuperStorage v\u00e0 Ethernet Switch c\u1ee7a Supermicro t\u1ed1i \u01b0u h\u00f3a cho hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cung c\u1ea5p m\u1ee9c \u0111\u1ed9 tin c\u1eady, ch\u1ea5t<\/p>\n","protected":false},"author":1,"featured_media":1090,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,57],"tags":[21],"class_list":["post-1010","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-supermicro","tag-supermicro"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Gi\u1ea3i ph\u00e1p to\u00e0n di\u1ec7n cho Machine Learning t\u1eeb Supermicro - Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng CNTT<\/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\/solution\/vendor\/supermicro\/giai-phap-toan-dien-cho-machine-learning-tu-supermicro-p1010\/\" 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