{"id":22782,"date":"2025-08-14T15:16:25","date_gmt":"2025-08-14T08:16:25","guid":{"rendered":"https:\/\/vnso.vn\/?p=22782"},"modified":"2026-05-11T15:55:13","modified_gmt":"2026-05-11T08:55:13","slug":"server-ai-giai-phap-tinh-toan-manh-me-hang-san-gia-canh-tranh","status":"publish","type":"post","link":"https:\/\/vnso.vn\/en\/server-ai-giai-phap-tinh-toan-manh-me-hang-san-gia-canh-tranh\/","title":{"rendered":"Ch\u1ecdn Server AI Ph\u00f9 H\u1ee3p Cho AI Training, LLM V\u00e0 Deep Learning"},"content":{"rendered":"<p style=\"text-align: justify;\" data-start=\"526\" data-end=\"697\">Kh\u00f4ng ph\u1ea3i m\u1ecdi d\u1ef1 \u00e1n AI \u0111\u1ec1u c\u1ea7n GPU cao c\u1ea5p nh\u01b0 NVIDIA H100. M\u1ed9t chatbot AI n\u1ed9i b\u1ed9, h\u1ec7 th\u1ed1ng AI inference hay m\u00f4 h\u00ecnh AI t\u1ea1o h\u00ecnh \u1ea3nh s\u1ebd c\u00f3 nhu c\u1ea7u h\u1ea1 t\u1ea7ng r\u1ea5t kh\u00e1c nhau.<\/p>\n<p style=\"text-align: justify;\" data-start=\"699\" data-end=\"844\">Vi\u1ec7c ch\u1ecdn \u0111\u00fang Server AI gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u chi ph\u00ed, gi\u1ea3m th\u1eddi gian tri\u1ec3n khai v\u00e0 t\u1eadn d\u1ee5ng hi\u1ec7u qu\u1ea3 s\u1ee9c m\u1ea1nh GPU cho t\u1eebng workload c\u1ee5 th\u1ec3.<\/p>\n<h2 style=\"text-align: justify;\" data-start=\"919\" data-end=\"983\"><span style=\"color: #000000;\"><strong data-start=\"922\" data-end=\"983\">1. Nh\u1eefng th\u00e0nh ph\u1ea7n quan tr\u1ecdng khi ch\u1ecdn Server AI<\/strong><\/span><\/h2>\n<div id=\"attachment_22726\" style=\"width: 810px\" class=\"wp-caption alignnone\"><img fetchpriority=\"high\" decoding=\"async\" aria-describedby=\"caption-attachment-22726\" class=\"wp-image-22726 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Thiet-ke-chua-co-ten-1.png\" alt=\"\" width=\"800\" height=\"500\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Thiet-ke-chua-co-ten-1.png 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Thiet-ke-chua-co-ten-1-768x480.png 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Thiet-ke-chua-co-ten-1-18x12.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><p id=\"caption-attachment-22726\" class=\"wp-caption-text\"><em><span style=\"font-size: 12px;\">Si\u00eau m\u00e1y ch\u1ee7 AI<\/span><\/em><\/p><\/div>\n<p style=\"text-align: justify;\" data-start=\"51\" data-end=\"346\">Kh\u00f4ng ph\u1ea3i m\u1ecdi Server AI \u0111\u1ec1u gi\u1ed1ng nhau. Hi\u1ec7u su\u1ea5t th\u1ef1c t\u1ebf c\u1ee7a h\u1ec7 th\u1ed1ng s\u1ebd ph\u1ee5 thu\u1ed9c v\u00e0o GPU, VRAM, CPU, RAM v\u00e0 t\u1ed1c \u0111\u1ed9 l\u01b0u tr\u1eef d\u1eef li\u1ec7u. N\u1ebfu l\u1ef1a ch\u1ecdn kh\u00f4ng ph\u00f9 h\u1ee3p, doanh nghi\u1ec7p c\u00f3 th\u1ec3 g\u1eb7p t\u00ecnh tr\u1ea1ng ngh\u1ebdn t\u00e0i nguy\u00ean, th\u1eddi gian training k\u00e9o d\u00e0i ho\u1eb7c chi ph\u00ed \u0111\u1ea7u t\u01b0 qu\u00e1 cao so v\u1edbi nhu c\u1ea7u th\u1ef1c t\u1ebf.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"w04f7e\" data-start=\"348\" data-end=\"363\">GPU v\u00e0 VRAM<\/h3>\n<p style=\"text-align: justify;\" data-start=\"365\" data-end=\"536\">GPU l\u00e0 th\u00e0nh ph\u1ea7n quan tr\u1ecdng nh\u1ea5t c\u1ee7a m\u1ed9t Server AI. \u0110\u00e2y l\u00e0 n\u01a1i x\u1eed l\u00fd ph\u1ea7n l\u1edbn kh\u1ed1i l\u01b0\u1ee3ng t\u00ednh to\u00e1n c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh AI, \u0111\u1eb7c bi\u1ec7t v\u1edbi Deep Learning, LLM ho\u1eb7c Generative AI.<\/p>\n<p style=\"text-align: justify;\" data-start=\"538\" data-end=\"794\">Ngo\u00e0i hi\u1ec7u n\u0103ng GPU, dung l\u01b0\u1ee3ng VRAM c\u0169ng \u0111\u00f3ng vai tr\u00f2 c\u1ef1c k\u1ef3 quan tr\u1ecdng. C\u00e1c m\u00f4 h\u00ecnh AI hi\u1ec7n \u0111\u1ea1i th\u01b0\u1eddng y\u00eau c\u1ea7u l\u01b0\u1ee3ng VRAM l\u1edbn \u0111\u1ec3 l\u01b0u tr\u1eef tham s\u1ed1 m\u00f4 h\u00ecnh v\u00e0 d\u1eef li\u1ec7u x\u1eed l\u00fd. N\u1ebfu VRAM kh\u00f4ng \u0111\u1ee7, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 gi\u1ea3m t\u1ed1c \u0111\u1ed9 \u0111\u00e1ng k\u1ec3 ho\u1eb7c kh\u00f4ng th\u1ec3 ch\u1ea1y m\u00f4 h\u00ecnh.<\/p>\n<p style=\"text-align: justify;\" data-start=\"796\" data-end=\"802\">V\u00ed d\u1ee5:<\/p>\n<ul style=\"text-align: justify;\" data-start=\"804\" data-end=\"1013\">\n<li data-section-id=\"13j804s\" data-start=\"804\" data-end=\"885\">RTX 4090 ph\u00f9 h\u1ee3p cho AI inference, Stable Diffusion ho\u1eb7c fine-tuning quy m\u00f4 nh\u1ecf<\/li>\n<li data-section-id=\"liv0jl\" data-start=\"886\" data-end=\"936\">NVIDIA A100 ph\u00f9 h\u1ee3p training AI v\u00e0 Deep Learning<\/li>\n<li data-section-id=\"1lej4q3\" data-start=\"937\" data-end=\"1013\">NVIDIA H100 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u cho LLM, AI Generative v\u00e0 AI enterprise quy m\u00f4 l\u1edbn<\/li>\n<\/ul>\n<h3 style=\"text-align: justify;\" data-section-id=\"1aflra8\" data-start=\"1015\" data-end=\"1041\">CPU v\u00e0 b\u0103ng th\u00f4ng PCIe<\/h3>\n<p style=\"text-align: justify;\" data-start=\"1043\" data-end=\"1273\">D\u00f9 GPU l\u00e0 trung t\u00e2m x\u1eed l\u00fd AI, CPU v\u1eabn \u0111\u00f3ng vai tr\u00f2 \u0111i\u1ec1u ph\u1ed1i d\u1eef li\u1ec7u gi\u1eefa GPU, RAM v\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef. V\u1edbi c\u00e1c workload AI l\u1edbn ho\u1eb7c multi-GPU, CPU hi\u1ec7u n\u0103ng cao nh\u01b0 Intel Xeon ho\u1eb7c AMD EPYC s\u1ebd gi\u00fap h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh h\u01a1n.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1275\" data-end=\"1401\">Ngo\u00e0i ra, s\u1ed1 l\u01b0\u1ee3ng PCIe lane c\u0169ng \u1ea3nh h\u01b0\u1edfng tr\u1ef1c ti\u1ebfp t\u1edbi kh\u1ea3 n\u0103ng giao ti\u1ebfp d\u1eef li\u1ec7u gi\u1eefa nhi\u1ec1u GPU trong c\u00f9ng m\u1ed9t m\u00e1y ch\u1ee7 AI.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"en2x8z\" data-start=\"1403\" data-end=\"1426\">RAM cho AI workload<\/h3>\n<p style=\"text-align: justify;\" data-start=\"1428\" data-end=\"1594\">Nhi\u1ec1u m\u00f4 h\u00ecnh AI hi\u1ec7n nay x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u c\u1ef1c l\u1edbn trong th\u1eddi gian th\u1ef1c. N\u1ebfu dung l\u01b0\u1ee3ng RAM qu\u00e1 th\u1ea5p, h\u1ec7 th\u1ed1ng d\u1ec5 x\u1ea3y ra ngh\u1ebdn d\u1eef li\u1ec7u khi training ho\u1eb7c inference.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1596\" data-end=\"1767\">V\u1edbi AI inference c\u01a1 b\u1ea3n, 64GB \u0111\u1ebfn 128GB RAM th\u01b0\u1eddng \u0111\u00e3 \u0111\u1ee7. Trong khi \u0111\u00f3, c\u00e1c workload LLM ho\u1eb7c AI training l\u1edbn th\u01b0\u1eddng c\u1ea7n t\u1eeb 256GB RAM tr\u1edf l\u00ean \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t \u1ed5n \u0111\u1ecbnh.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"598t0p\" data-start=\"1769\" data-end=\"1803\">SSD NVMe v\u00e0 t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\" data-start=\"1805\" data-end=\"1985\">Training AI kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c GPU m\u00e0 c\u00f2n c\u1ea7n t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u c\u1ef1c nhanh. SSD NVMe gi\u00fap gi\u1ea3m \u0111\u1ed9 tr\u1ec5 v\u00e0 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh t\u1ea3i dataset, checkpoint ho\u1eb7c m\u00f4 h\u00ecnh AI dung l\u01b0\u1ee3ng l\u1edbn.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1987\" data-end=\"2100\">\u0110\u1ed1i v\u1edbi AI training ho\u1eb7c HPC, SSD NVMe th\u01b0\u1eddng mang l\u1ea1i hi\u1ec7u qu\u1ea3 v\u01b0\u1ee3t tr\u1ed9i h\u01a1n nhi\u1ec1u so v\u1edbi SSD SATA truy\u1ec1n th\u1ed1ng.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"pjms2w\" data-start=\"2102\" data-end=\"2129\">Networking v\u00e0 multi-GPU<\/h3>\n<p style=\"text-align: justify;\" data-start=\"2131\" data-end=\"2373\">V\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng AI l\u1edbn s\u1eed d\u1ee5ng nhi\u1ec1u GPU, t\u1ed1c \u0111\u1ed9 k\u1ebft n\u1ed1i m\u1ea1ng v\u00e0 b\u0103ng th\u00f4ng n\u1ed9i b\u1ed9 l\u00e0 y\u1ebfu t\u1ed1 r\u1ea5t quan tr\u1ecdng. C\u00e1c c\u00f4ng ngh\u1ec7 nh\u01b0 NVLink ho\u1eb7c InfiniBand gi\u00fap nhi\u1ec1u GPU giao ti\u1ebfp v\u1edbi nhau nhanh h\u01a1n, gi\u1ea3m bottleneck khi hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI l\u1edbn.<\/p>\n<p style=\"text-align: justify;\" data-start=\"2375\" data-end=\"2494\">\u0110\u00e2y l\u00e0 l\u00fd do c\u00e1c h\u1ec7 th\u1ed1ng AI enterprise ho\u1eb7c GPU cluster th\u01b0\u1eddng s\u1eed d\u1ee5ng ki\u1ebfn tr\u00fac multi-GPU thay v\u00ec ch\u1ec9 m\u1ed9t GPU \u0111\u01a1n l\u1ebb.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1540\" data-end=\"1663\"><strong>&gt;&gt;&gt; Xem th\u00eam <a href=\"https:\/\/vnso.vn\/en\/server-ai-la-gi-tat-ca-nhung-dieu-ban-can-biet-ve-may-chu-ai\/\">Server AI l\u00e0 g\u00ec? T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 m\u00e1y ch\u1ee7 AI<\/a><\/strong><\/p>\n<h2 style=\"text-align: justify;\" data-start=\"1670\" data-end=\"1727\"><span style=\"color: #000000;\"><strong data-start=\"1673\" data-end=\"1727\">2. Ch\u1ecdn \u0111\u00fang lo\u1ea1i Server AI cho t\u1eebng nhu c\u1ea7u<\/strong><\/span><\/h2>\n<div id=\"attachment_22788\" style=\"width: 810px\" class=\"wp-caption alignnone\"><img decoding=\"async\" aria-describedby=\"caption-attachment-22788\" class=\"wp-image-22788 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Nvidia-DGX-H200-1.png\" alt=\"\" width=\"800\" height=\"500\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Nvidia-DGX-H200-1.png 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Nvidia-DGX-H200-1-768x480.png 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Nvidia-DGX-H200-1-18x12.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><p id=\"caption-attachment-22788\" class=\"wp-caption-text\"><em><span style=\"font-size: 12px;\">Nvidia DGX H200 m\u00e1y ch\u1ee7 AI cho trung t\u00e2m d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i<\/span><\/em><\/p><\/div>\n<p style=\"text-align: justify;\" data-start=\"1728\" data-end=\"1872\"><span style=\"color: #000000;\">Kh\u00f4ng ph\u1ea3i d\u1ef1 \u00e1n n\u00e0o c\u0169ng c\u1ea7n c\u1ea5u h\u00ecnh \u201cmax\u201d H100. Vi\u1ec7c ch\u1ecdn <strong data-start=\"1789\" data-end=\"1807\">server ch\u1ea1y AI<\/strong> \u0111\u00fang nhu c\u1ea7u s\u1ebd gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o hi\u1ec7u n\u0103ng.<\/span><\/p>\n<h3 style=\"text-align: justify;\" data-start=\"1874\" data-end=\"1923\"><span style=\"color: #000000;\"><strong data-start=\"1878\" data-end=\"1923\">2.1. D\u1ef1 \u00e1n AI quy m\u00f4 nh\u1ecf, startup c\u00f4ng ngh\u1ec7<\/strong><\/span><\/h3>\n<ul style=\"text-align: justify;\" data-start=\"1924\" data-end=\"2109\">\n<li data-start=\"1924\" data-end=\"1998\">\n<p data-start=\"1926\" data-end=\"1998\"><span style=\"color: #000000;\"><strong data-start=\"1926\" data-end=\"1939\">Solutions<\/strong>: Server GPU PCIe v\u1edbi 1\u20132 GPU RTX 4090 ho\u1eb7c RTX 6000 ADA.<\/span><\/p>\n<\/li>\n<li data-start=\"1999\" data-end=\"2109\">\n<p data-start=\"2001\" data-end=\"2109\"><span style=\"color: #000000;\"><strong data-start=\"2001\" data-end=\"2012\">\u01afu \u0111i\u1ec3m<\/strong>: Chi ph\u00ed \u0111\u1ea7u t\u01b0 th\u1ea5p, d\u1ec5 n\u00e2ng c\u1ea5p, ph\u00f9 h\u1ee3p th\u1eed nghi\u1ec7m \u00fd t\u01b0\u1edfng v\u00e0 MVP (Minimum Viable Product).<\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"text-align: justify;\" data-start=\"2111\" data-end=\"2153\"><span style=\"color: #000000;\"><strong data-start=\"2115\" data-end=\"2153\">2.2. AI chuy\u00ean s\u00e2u \u2013 LLM, GenAI, NLP<\/strong><\/span><\/h3>\n<ul style=\"text-align: justify;\" data-start=\"2154\" data-end=\"2287\">\n<li data-start=\"2154\" data-end=\"2202\">\n<p data-start=\"2156\" data-end=\"2202\"><span style=\"color: #000000;\"><strong data-start=\"2156\" data-end=\"2169\">Solutions<\/strong>: Server NVIDIA A100 40GB\/80GB.<\/span><\/p>\n<\/li>\n<li data-start=\"2203\" data-end=\"2287\">\n<p data-start=\"2205\" data-end=\"2287\"><span style=\"color: #000000;\"><strong data-start=\"2205\" data-end=\"2216\">\u01afu \u0111i\u1ec3m<\/strong>: T\u1ed1i \u01b0u cho training m\u00f4 h\u00ecnh l\u1edbn, gi\u1ea3m th\u1eddi gian hu\u1ea5n luy\u1ec7n \u0111\u00e1ng k\u1ec3.<\/span><\/p>\n<\/li>\n<\/ul>\n<h3 style=\"text-align: justify;\" data-start=\"2289\" data-end=\"2342\"><span style=\"color: #000000;\"><strong data-start=\"2293\" data-end=\"2342\">2.3. AI Farm &amp; x\u1eed l\u00fd d\u1eef li\u1ec7u kh\u1ed1i l\u01b0\u1ee3ng c\u1ef1c l\u1edbn<\/strong><\/span><\/h3>\n<ul style=\"text-align: justify;\" data-start=\"2343\" data-end=\"2526\">\n<li data-start=\"2343\" data-end=\"2400\">\n<p data-start=\"2345\" data-end=\"2400\"><span style=\"color: #000000;\"><strong data-start=\"2345\" data-end=\"2358\">Solutions<\/strong>: Server multi-GPU HGX ho\u1eb7c 4x H100 SXM.<\/span><\/p>\n<\/li>\n<li data-start=\"2401\" data-end=\"2526\">\n<p data-start=\"2403\" data-end=\"2526\"><span style=\"color: #000000;\"><strong data-start=\"2403\" data-end=\"2414\">\u01afu \u0111i\u1ec3m<\/strong>: K\u1ebft n\u1ed1i GPU t\u1ed1c \u0111\u1ed9 cao, b\u0103ng th\u00f4ng n\u1ed9i b\u1ed9 kh\u1ee7ng, ph\u00f9 h\u1ee3p AI trung t\u00e2m d\u1eef li\u1ec7u ho\u1eb7c doanh nghi\u1ec7p AI to\u00e0n c\u1ea7u.<\/span><\/p>\n<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\">3. GPU n\u00e0o ph\u00f9 h\u1ee3p cho t\u1eebng workload AI?<\/h2>\n<div class=\"qMYqUG_convSearchResultHighlightRoot\" style=\"text-align: justify;\">\n<div class=\"\" data-turn-id-container=\"request-WEB:38b71cb5-6a19-4151-a458-f8e65e862370-13\" data-is-intersecting=\"true\">\n<div class=\"relative w-full overflow-visible\">\n<section class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" data-turn-id=\"request-WEB:38b71cb5-6a19-4151-a458-f8e65e862370-13\" data-turn-id-container=\"request-WEB:38b71cb5-6a19-4151-a458-f8e65e862370-13\" data-testid=\"conversation-turn-28\" data-scroll-anchor=\"false\" data-turn=\"assistant\">\n<div class=\"text-base my-auto mx-auto pb-10 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden relative flex w-full min-w-0 flex-col agent-turn\">\n<div class=\"flex max-w-full flex-col gap-4 grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"9b2defc0-9b2a-4ed0-9eab-744e356cafa2\" data-message-model-slug=\"gpt-5-5\" data-turn-start-message=\"true\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden\">\n<div class=\"markdown prose dark:prose-invert wrap-break-word w-full dark markdown-new-styling\">\n<p data-start=\"2543\" data-end=\"2739\">Kh\u00f4ng ph\u1ea3i workload AI n\u00e0o c\u0169ng c\u1ea7n GPU cao c\u1ea5p nh\u01b0 NVIDIA H100 ho\u1eb7c Blackwell. Vi\u1ec7c l\u1ef1a ch\u1ecdn \u0111\u00fang GPU gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u hi\u1ec7u su\u1ea5t, ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 tr\u00e1nh l\u00e3ng ph\u00ed t\u00e0i nguy\u00ean ph\u1ea7n c\u1ee9ng.<\/p>\n<div class=\"TyagGW_tableContainer\">\n<div class=\"group TyagGW_tableWrapper flex flex-col-reverse w-fit\" tabindex=\"-1\">\n<table class=\"w-fit min-w-(--thread-content-width)\" style=\"height: 488px;\" width=\"589\" data-start=\"2741\" data-end=\"3228\">\n<thead data-start=\"2741\" data-end=\"2789\">\n<tr data-start=\"2741\" data-end=\"2789\">\n<th class=\"\" data-start=\"2741\" data-end=\"2755\" data-col-size=\"sm\">Workload AI<\/th>\n<th class=\"\" data-start=\"2755\" data-end=\"2769\" data-col-size=\"sm\">GPU ph\u00f9 h\u1ee3p<\/th>\n<th class=\"\" data-start=\"2769\" data-end=\"2789\" data-col-size=\"md\">M\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"2804\" data-end=\"3228\">\n<tr data-start=\"2804\" data-end=\"2899\">\n<td data-start=\"2804\" data-end=\"2841\" data-col-size=\"sm\">AI c\u00e1 nh\u00e2n, th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh nh\u1ecf<\/td>\n<td data-col-size=\"sm\" data-start=\"2841\" data-end=\"2852\">RTX 4090<\/td>\n<td data-col-size=\"md\" data-start=\"2852\" data-end=\"2899\">Fine-tuning, AI inference, Stable Diffusion<\/td>\n<\/tr>\n<tr data-start=\"2900\" data-end=\"2988\">\n<td data-start=\"2900\" data-end=\"2928\" data-col-size=\"sm\">Render AI v\u00e0 d\u1ef1ng h\u00ecnh 3D<\/td>\n<td data-start=\"2928\" data-end=\"2958\" data-col-size=\"sm\">RTX 6000 ADA \/ RTX 5880 ADA<\/td>\n<td data-start=\"2958\" data-end=\"2988\" data-col-size=\"md\">AI \u0111\u1ed3 h\u1ecda, video, thi\u1ebft k\u1ebf<\/td>\n<\/tr>\n<tr data-start=\"2989\" data-end=\"3068\">\n<td data-start=\"2989\" data-end=\"3014\" data-col-size=\"sm\">AI Training quy m\u00f4 v\u1eeba<\/td>\n<td data-start=\"3014\" data-end=\"3028\" data-col-size=\"sm\">NVIDIA A100<\/td>\n<td data-start=\"3028\" data-end=\"3068\" data-col-size=\"md\">Deep Learning, NLP, Machine Learning<\/td>\n<\/tr>\n<tr data-start=\"3069\" data-end=\"3143\">\n<td data-start=\"3069\" data-end=\"3092\" data-col-size=\"sm\">LLM v\u00e0 Generative AI<\/td>\n<td data-start=\"3092\" data-end=\"3106\" data-col-size=\"sm\">NVIDIA H100<\/td>\n<td data-start=\"3106\" data-end=\"3143\" data-col-size=\"md\">Chatbot AI, AI Agent, Transformer<\/td>\n<\/tr>\n<tr data-start=\"3144\" data-end=\"3228\">\n<td data-start=\"3144\" data-end=\"3175\" data-col-size=\"sm\">GPU Cluster v\u00e0 AI enterprise<\/td>\n<td data-start=\"3175\" data-end=\"3191\" data-col-size=\"sm\">4x H100 \/ HGX<\/td>\n<td data-start=\"3191\" data-end=\"3228\" data-col-size=\"md\">AI datacenter, multi-node AI, HPC<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p data-start=\"3230\" data-end=\"3389\">V\u1edbi startup ho\u1eb7c doanh nghi\u1ec7p m\u1edbi tri\u1ec3n khai AI, GPU RTX 4090 th\u01b0\u1eddng l\u00e0 l\u1ef1a ch\u1ecdn c\u00f3 hi\u1ec7u n\u0103ng tr\u00ean chi ph\u00ed r\u1ea5t t\u1ed1t cho AI inference v\u00e0 fine-tuning m\u00f4 h\u00ecnh nh\u1ecf.<\/p>\n<p data-start=\"3391\" data-end=\"3562\">Trong khi \u0111\u00f3, c\u00e1c m\u00f4 h\u00ecnh LLM l\u1edbn ho\u1eb7c AI training chuy\u00ean s\u00e2u th\u01b0\u1eddng y\u00eau c\u1ea7u GPU c\u00f3 VRAM l\u1edbn nh\u01b0 A100 ho\u1eb7c H100 \u0111\u1ec3 x\u1eed l\u00fd kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 v\u00e0 h\u00e0ng t\u1ef7 tham s\u1ed1 AI.<\/p>\n<p data-start=\"3564\" data-end=\"3726\" data-is-last-node=\"\" data-is-only-node=\"\">\u0110\u1ed1i v\u1edbi doanh nghi\u1ec7p tri\u1ec3n khai AI quy m\u00f4 l\u1edbn, h\u1ec7 th\u1ed1ng multi-GPU ho\u1eb7c GPU cluster s\u1ebd gi\u00fap m\u1edf r\u1ed9ng hi\u1ec7u su\u1ea5t x\u1eed l\u00fd, ph\u1ee5c v\u1ee5 \u0111\u1ed3ng th\u1eddi nhi\u1ec1u workload AI kh\u00e1c nhau.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<\/div>\n<\/div>\n<\/div>\n<h2 style=\"text-align: justify;\" data-start=\"3321\" data-end=\"3382\"><span style=\"color: #000000;\"><strong data-start=\"3324\" data-end=\"3382\">4. V\u00ec sao doanh nghi\u1ec7p n\u00ean \u0111\u1ea7u t\u01b0 Server AI ngay b\u00e2y gi\u1edd?<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\" data-start=\"3386\" data-end=\"3526\"><span style=\"color: #000000;\"><strong data-start=\"3386\" data-end=\"3430\">T\u0103ng t\u1ed1c nghi\u00ean c\u1ee9u &amp; ra m\u1eaft s\u1ea3n ph\u1ea9m AI<\/strong>: Th\u1eddi gian hu\u1ea5n luy\u1ec7n r\u00fat ng\u1eafn \u0111\u1ed3ng ngh\u0129a v\u1edbi th\u1eddi gian \u0111\u01b0a s\u1ea3n ph\u1ea9m ra th\u1ecb tr\u01b0\u1eddng nhanh h\u01a1n.<\/span><\/p>\n<p style=\"text-align: justify;\" data-start=\"3530\" data-end=\"3621\"><span style=\"color: #000000;\"><strong data-start=\"3530\" data-end=\"3554\">Gi\u1ea3m chi ph\u00ed d\u00e0i h\u1ea1n<\/strong>: T\u1ed1i \u01b0u ph\u1ea7n c\u1ee9ng gi\u00fap ti\u1ebft ki\u1ec7m \u0111i\u1ec7n n\u0103ng v\u00e0 nh\u00e2n l\u1ef1c v\u1eadn h\u00e0nh.<\/span><\/p>\n<p style=\"text-align: justify;\" data-start=\"3625\" data-end=\"3710\"><span style=\"color: #000000;\"><strong data-start=\"3625\" data-end=\"3646\">Linh ho\u1ea1t m\u1edf r\u1ed9ng<\/strong>: T\u1eeb 1 GPU l\u00ean 4 &#8211; 8 GPU m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng.<\/span><\/p>\n<p style=\"text-align: justify;\" data-start=\"3714\" data-end=\"3833\"><span style=\"color: #000000;\"><strong data-start=\"3714\" data-end=\"3737\">\u0110\u00f3n \u0111\u1ea7u xu h\u01b0\u1edbng AI<\/strong>: Theo McKinsey, AI c\u00f3 th\u1ec3 \u0111\u00f3ng g\u00f3p <strong data-start=\"3773\" data-end=\"3797\">4.4 ngh\u00ecn t\u1ef7 USD\/n\u0103m<\/strong> v\u00e0o GDP to\u00e0n c\u1ea7u trong th\u1eadp k\u1ef7 t\u1edbi.<\/span><\/p>\n<h2 style=\"text-align: justify;\" data-start=\"3840\" data-end=\"3854\"><span style=\"color: #000000;\"><strong data-start=\"3843\" data-end=\"3854\">5. L\u1eddi k\u1ebft<\/strong><\/span><\/h2>\n<p style=\"text-align: justify;\" data-start=\"3855\" data-end=\"4154\"><span style=\"color: #000000;\">D\u00f9 b\u1ea1n l\u00e0 startup \u0111ang th\u1eed nghi\u1ec7m \u00fd t\u01b0\u1edfng AI hay t\u1eadp \u0111o\u00e0n \u0111ang v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng AI quy m\u00f4 l\u1edbn, <strong data-start=\"3951\" data-end=\"3964\">Server AI<\/strong> ch\u00ednh l\u00e0 n\u1ec1n t\u1ea3ng h\u1ea1 t\u1ea7ng kh\u00f4ng th\u1ec3 thi\u1ebfu.<\/span><\/p>\n<p style=\"text-align: justify;\" data-start=\"3855\" data-end=\"4154\"><span style=\"color: #000000;\">H\u00e3y l\u1ef1a ch\u1ecdn gi\u1eefa <strong data-start=\"4028\" data-end=\"4035\">mua<\/strong> ho\u1eb7c <a href=\"https:\/\/gpu.vnso.vn\/\"><strong data-start=\"4041\" data-end=\"4065\">thu\u00ea m\u00e1y ch\u1ee7 ch\u1ea1y AI<\/strong><\/a> t\u00f9y theo chi\u1ebfn l\u01b0\u1ee3c, nh\u01b0ng \u0111\u1eebng \u0111\u1ec3 \u0111\u1ed1i th\u1ee7 v\u01b0\u1ee3t m\u1eb7t ch\u1ec9 v\u00ec h\u1ea1 t\u1ea7ng t\u00ednh to\u00e1n ch\u1eadm h\u01a1n.<\/span><\/p>\n<p style=\"text-align: justify;\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f22528-o1\" lang=\"en-US\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/en\/wp-json\/wp\/v2\/posts\/22782#wpcf7-f22528-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/en\/wp-json\/wp\/v2\/posts\/22782#wpcf7-f22528-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"22528\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.9.5\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f22528-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<style>\n .popup-template-wrap .wpcf7-list-item {\n display: inline-block;\n margin: 0 1em 0 0;\n width: 127px;\n}\n<\/style>\n<div class=\"d-flex gap-3\">\n\t<p><label> <span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" autocomplete=\"name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Your name\/company (*)\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n\t<\/p>\n\t<p><label> <span class=\"wpcf7-form-control-wrap\" data-name=\"your-phone\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel\" id=\"phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"S\u1ed1 \u0111i\u1ec7n tho\u1ea1i (*)\" value=\"\" type=\"tel\" name=\"your-phone\" \/><\/span> <\/label>\n\t<\/p>\n<\/div>\n<p><label> <span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" autocomplete=\"email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Email c\u00f4ng ty\/c\u00e1 nh\u00e2n (*)\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<div style=\"text-align: left;\">\n\t<p><label class=\"label-select text-left\"><b> Service you're interested in:<\/b> (Choose one) <\/label><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-service\"><span class=\"wpcf7-form-control wpcf7-checkbox wpcf7-validates-as-required wpcf7-exclusive-checkbox\"><span class=\"wpcf7-list-item first\"><input type=\"checkbox\" name=\"your-service\" value=\"Dedicated Server\" \/><span class=\"wpcf7-list-item-label\">Dedicated Server<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Server GPU\" \/><span class=\"wpcf7-list-item-label\">Server GPU<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud GPU\" \/><span class=\"wpcf7-list-item-label\">Cloud GPU<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud Camera AI\" \/><span class=\"wpcf7-list-item-label\">Cloud Camera AI<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Hosting\" \/><span class=\"wpcf7-list-item-label\">Hosting<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"VPS\" \/><span class=\"wpcf7-list-item-label\">VPS<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud Server\" \/><span class=\"wpcf7-list-item-label\">Cloud Server<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Enterprise Cloud\" \/><span class=\"wpcf7-list-item-label\">Enterprise Cloud<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Private Cloud\" \/><span class=\"wpcf7-list-item-label\">Private Cloud<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Cloud Storage\" \/><span class=\"wpcf7-list-item-label\">Cloud Storage<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"CDN\" \/><span class=\"wpcf7-list-item-label\">CDN<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"Anti-DDoS\" \/><span class=\"wpcf7-list-item-label\">Anti-DDoS<\/span><\/span><span class=\"wpcf7-list-item\"><input type=\"checkbox\" name=\"your-service\" value=\"C\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c\" \/><span class=\"wpcf7-list-item-label\">C\u00e1c d\u1ecbch v\u1ee5 kh\u00e1c<\/span><\/span><span class=\"wpcf7-list-item last\"><input type=\"checkbox\" name=\"your-service\" value=\"T\u01b0 v\u1ea5n\" \/><span class=\"wpcf7-list-item-label\">T\u01b0 v\u1ea5n<\/span><\/span><\/span><\/span>\n\t<\/p>\n<\/div>\n<div class=\"m-auto text-center\">\n\t<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Sign Up Now\" \/>\n\t<\/p>\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"en\"\/><\/form>\n<\/div>\n<\/p>\n<h2 style=\"text-align: justify;\">Nh\u1eefng c\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p khi ch\u1ecdn Server AI<\/h2>\n<h3 style=\"text-align: justify;\" data-section-id=\"1skkkre\" data-start=\"54\" data-end=\"103\">Server AI kh\u00e1c g\u00ec so v\u1edbi server th\u00f4ng th\u01b0\u1eddng?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"105\" data-end=\"533\">Server AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 t\u00ednh to\u00e1n song song v\u1edbi c\u01b0\u1eddng \u0111\u1ed9 r\u1ea5t cao nh\u01b0 Deep Learning, Machine Learning ho\u1eb7c LLM. \u0110i\u1ec3m kh\u00e1c bi\u1ec7t l\u1edbn nh\u1ea5t n\u1eb1m \u1edf GPU AI chuy\u00ean d\u1ee5ng, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng nhi\u1ec1u GPU c\u00f9ng l\u00fac, b\u0103ng th\u00f4ng PCIe l\u1edbn v\u00e0 h\u1ec7 th\u1ed1ng t\u1ea3n nhi\u1ec7t d\u00e0nh cho workload ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c 24\/7. Trong khi \u0111\u00f3, server truy\u1ec1n th\u1ed1ng ch\u1ee7 y\u1ebfu t\u1eadp trung v\u00e0o CPU v\u00e0 RAM \u0111\u1ec3 ch\u1ea1y website, c\u01a1 s\u1edf d\u1eef li\u1ec7u ho\u1eb7c ph\u1ea7n m\u1ec1m doanh nghi\u1ec7p.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"1sdo1df\" data-start=\"535\" data-end=\"589\">AI inference v\u00e0 AI training kh\u00e1c nhau nh\u01b0 th\u1ebf n\u00e0o?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"591\" data-end=\"990\">AI training l\u00e0 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh AI b\u1eb1ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 h\u1ecdc v\u00e0 x\u1eed l\u00fd th\u00f4ng tin ch\u00ednh x\u00e1c h\u01a1n. \u0110\u00e2y l\u00e0 giai \u0111o\u1ea1n ti\u00eau t\u1ed1n r\u1ea5t nhi\u1ec1u GPU, VRAM v\u00e0 \u0111i\u1ec7n n\u0103ng. Ng\u01b0\u1ee3c l\u1ea1i, AI inference l\u00e0 qu\u00e1 tr\u00ecnh \u0111\u01b0a m\u00f4 h\u00ecnh \u0111\u00e3 hu\u1ea5n luy\u1ec7n v\u00e0o v\u1eadn h\u00e0nh th\u1ef1c t\u1ebf nh\u01b0 chatbot AI, AI t\u1ea1o \u1ea3nh ho\u1eb7c h\u1ec7 th\u1ed1ng ph\u00e2n t\u00edch d\u1eef li\u1ec7u. Inference th\u01b0\u1eddng y\u00eau c\u1ea7u t\u00e0i nguy\u00ean th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi training.<\/p>\n<p style=\"text-align: justify;\" data-start=\"992\" data-end=\"1150\">V\u00ed d\u1ee5, doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng NVIDIA H100 ho\u1eb7c A100 \u0111\u1ec3 training m\u00f4 h\u00ecnh AI, nh\u01b0ng khi tri\u1ec3n khai th\u1ef1c t\u1ebf ch\u1ec9 c\u1ea7n RTX 4090 ho\u1eb7c L40S \u0111\u1ec3 ph\u1ee5c v\u1ee5 inference.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"1anq5f9\" data-start=\"1152\" data-end=\"1207\">C\u00f3 n\u00ean thu\u00ea Server AI thay v\u00ec \u0111\u1ea7u t\u01b0 m\u00e1y ch\u1ee7 ri\u00eang?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"1209\" data-end=\"1595\">\u0110i\u1ec1u n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o ng\u00e2n s\u00e1ch v\u00e0 t\u1ea7n su\u1ea5t s\u1eed d\u1ee5ng AI c\u1ee7a doanh nghi\u1ec7p. V\u1edbi c\u00e1c d\u1ef1 \u00e1n c\u1ea7n tri\u1ec3n khai nhanh, th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh AI ho\u1eb7c v\u1eadn h\u00e0nh ng\u1eafn h\u1ea1n, thu\u00ea Server AI th\u01b0\u1eddng gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u r\u1ea5t l\u1edbn. Ng\u01b0\u1ee3c l\u1ea1i, doanh nghi\u1ec7p c\u00f3 workload AI c\u1ed1 \u0111\u1ecbnh, v\u1eadn h\u00e0nh li\u00ean t\u1ee5c v\u00e0 c\u1ea7n to\u00e0n quy\u1ec1n ki\u1ec3m so\u00e1t h\u1ec7 th\u1ed1ng th\u01b0\u1eddng s\u1ebd ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi m\u00f4 h\u00ecnh \u0111\u1ea7u t\u01b0 m\u00e1y ch\u1ee7 AI ri\u00eang.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"xlrrj2\" data-start=\"1597\" data-end=\"1630\">Bao nhi\u00eau VRAM l\u00e0 \u0111\u1ee7 cho LLM?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"1632\" data-end=\"1984\">Dung l\u01b0\u1ee3ng VRAM c\u1ea7n thi\u1ebft ph\u1ee5 thu\u1ed9c tr\u1ef1c ti\u1ebfp v\u00e0o k\u00edch th\u01b0\u1edbc m\u00f4 h\u00ecnh AI. C\u00e1c m\u00f4 h\u00ecnh LLM kho\u1ea3ng 7B parameter th\u01b0\u1eddng c\u1ea7n t\u1eeb 16GB \u0111\u1ebfn 24GB VRAM \u0111\u1ec3 inference. V\u1edbi m\u00f4 h\u00ecnh 13B, nhu c\u1ea7u c\u00f3 th\u1ec3 t\u0103ng l\u00ean 24GB \u0111\u1ebfn 48GB VRAM. Nh\u1eefng m\u00f4 h\u00ecnh l\u1edbn kho\u1ea3ng 70B parameter th\u01b0\u1eddng ph\u1ea3i s\u1eed d\u1ee5ng nhi\u1ec1u GPU NVIDIA H100 ho\u1eb7c A100 ho\u1ea1t \u0111\u1ed9ng song song m\u1edbi \u0111\u1ee7 t\u00e0i nguy\u00ean x\u1eed l\u00fd.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1986\" data-end=\"2114\">Ngo\u00e0i VRAM, kh\u1ea3 n\u0103ng tri\u1ec3n khai LLM c\u00f2n b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi k\u1ef9 thu\u1eadt quantization, tensor parallelism v\u00e0 framework AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"gv89fj\" data-start=\"2116\" data-end=\"2156\">Server AI c\u00f3 c\u1ea7n d\u00f9ng ECC RAM kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"2158\" data-end=\"2530\">ECC RAM r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi AI Server v\u00ec c\u00f3 kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n v\u00e0 s\u1eeda l\u1ed7i b\u1ed9 nh\u1edb trong qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u. V\u1edbi c\u00e1c workload AI training k\u00e9o d\u00e0i nhi\u1ec1u ng\u00e0y ho\u1eb7c h\u1ec7 th\u1ed1ng HPC quy m\u00f4 l\u1edbn, ECC RAM gi\u00fap gi\u1ea3m nguy c\u01a1 crash h\u1ec7 th\u1ed1ng v\u00e0 t\u0103ng \u0111\u1ed9 \u1ed5n \u0111\u1ecbnh khi v\u1eadn h\u00e0nh li\u00ean t\u1ee5c. \u0110\u00e2y l\u00e0 l\u00fd do ph\u1ea7n l\u1edbn m\u00e1y ch\u1ee7 AI enterprise hi\u1ec7n nay \u0111\u1ec1u s\u1eed d\u1ee5ng RAM ECC thay cho RAM ph\u1ed5 th\u00f4ng.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"ubl4uv\" data-start=\"2532\" data-end=\"2587\">V\u00ec sao nhi\u1ec1u h\u1ec7 th\u1ed1ng AI d\u00f9ng GPU SXM thay v\u00ec PCIe?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"2589\" data-end=\"2857\">GPU SXM th\u01b0\u1eddng c\u00f3 b\u0103ng th\u00f4ng truy\u1ec1n d\u1eef li\u1ec7u cao h\u01a1n GPU PCIe nh\u1edd kh\u1ea3 n\u0103ng t\u1eadn d\u1ee5ng NVLink m\u1ea1nh h\u01a1n. \u0110i\u1ec1u n\u00e0y gi\u00fap nhi\u1ec1u GPU giao ti\u1ebfp v\u1edbi nhau nhanh h\u01a1n trong c\u00e1c workload AI c\u1ef1c l\u1edbn nh\u01b0 LLM nhi\u1ec1u t\u1ef7 tham s\u1ed1, Deep Learning multi-GPU ho\u1eb7c GPU cluster cho AI datacenter.<\/p>\n<p style=\"text-align: justify;\" data-start=\"2859\" data-end=\"3003\">Tuy nhi\u00ean, GPU SXM c\u0169ng y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng m\u00e1y ch\u1ee7 chuy\u00ean d\u1ee5ng, c\u00f4ng su\u1ea5t \u0111i\u1ec7n l\u1edbn v\u00e0 chi ph\u00ed \u0111\u1ea7u t\u01b0 cao h\u01a1n \u0111\u00e1ng k\u1ec3 so v\u1edbi GPU PCIe truy\u1ec1n th\u1ed1ng.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"1xh67rs\" data-start=\"3005\" data-end=\"3059\">Doanh nghi\u1ec7p nh\u1ecf c\u00f3 c\u1ea7n H100 ho\u1eb7c Blackwell kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"3061\" data-end=\"3296\">Kh\u00f4ng ph\u1ea3i doanh nghi\u1ec7p n\u00e0o c\u0169ng c\u1ea7n GPU cao c\u1ea5p nh\u01b0 NVIDIA H100 ho\u1eb7c Blackwell ngay t\u1eeb \u0111\u1ea7u. Tr\u00ean th\u1ef1c t\u1ebf, nhi\u1ec1u startup AI hi\u1ec7n nay v\u1eabn tri\u1ec3n khai hi\u1ec7u qu\u1ea3 b\u1eb1ng RTX 4090, RTX 6000 ADA ho\u1eb7c NVIDIA A100 cho giai \u0111o\u1ea1n ph\u00e1t tri\u1ec3n ban \u0111\u1ea7u.<\/p>\n<p style=\"text-align: justify;\" data-start=\"3298\" data-end=\"3565\">C\u00e1c GPU nh\u01b0 H100 ho\u1eb7c Blackwell th\u01b0\u1eddng ph\u00f9 h\u1ee3p h\u01a1n v\u1edbi AI datacenter, h\u1ec7 th\u1ed1ng hu\u1ea5n luy\u1ec7n LLM quy m\u00f4 l\u1edbn ho\u1eb7c AI cloud provider ph\u1ee5c v\u1ee5 l\u01b0\u1ee3ng truy c\u1eadp c\u1ef1c cao m\u1ed7i ng\u00e0y. N\u1ebfu workload ch\u01b0a qu\u00e1 l\u1edbn, \u0111\u1ea7u t\u01b0 GPU qu\u00e1 m\u1ea1nh c\u00f3 th\u1ec3 g\u00e2y l\u00e3ng ph\u00ed t\u00e0i nguy\u00ean v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"1hhem4v\" data-start=\"3567\" data-end=\"3605\">V\u00ec sao SSD NVMe quan tr\u1ecdng v\u1edbi AI?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"3607\" data-end=\"3897\">Training AI kh\u00f4ng ch\u1ec9 ph\u1ee5 thu\u1ed9c v\u00e0o GPU m\u00e0 c\u00f2n y\u00eau c\u1ea7u t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u c\u1ef1c nhanh. Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, h\u1ec7 th\u1ed1ng ph\u1ea3i li\u00ean t\u1ee5c t\u1ea3i dataset, checkpoint v\u00e0 m\u00f4 h\u00ecnh AI dung l\u01b0\u1ee3ng l\u1edbn. N\u1ebfu thi\u1ebft b\u1ecb l\u01b0u tr\u1eef qu\u00e1 ch\u1eadm, GPU c\u00f3 th\u1ec3 ph\u1ea3i ch\u1edd d\u1eef li\u1ec7u, khi\u1ebfn hi\u1ec7u su\u1ea5t to\u00e0n h\u1ec7 th\u1ed1ng gi\u1ea3m m\u1ea1nh.<\/p>\n<p style=\"text-align: justify;\" data-start=\"3899\" data-end=\"4029\">SSD NVMe gi\u00fap t\u0103ng t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc ghi d\u1eef li\u1ec7u, gi\u1ea3m bottleneck v\u00e0 r\u00fat ng\u1eafn \u0111\u00e1ng k\u1ec3 th\u1eddi gian training AI so v\u1edbi SSD SATA truy\u1ec1n th\u1ed1ng.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"1i7gg93\" data-start=\"4031\" data-end=\"4082\">Multi-GPU c\u00f3 gi\u00fap AI nhanh h\u01a1n ho\u00e0n to\u00e0n kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"4084\" data-end=\"4300\">Kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o vi\u1ec7c th\u00eam nhi\u1ec1u GPU c\u0169ng gi\u00fap AI t\u0103ng t\u1ed1c t\u01b0\u01a1ng \u1ee9ng. Hi\u1ec7u qu\u1ea3 c\u1ee7a h\u1ec7 th\u1ed1ng multi-GPU c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o framework AI, kh\u1ea3 n\u0103ng t\u1ed1i \u01b0u code, b\u0103ng th\u00f4ng NVLink v\u00e0 c\u00e1ch m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c ph\u00e2n chia workload.<\/p>\n<p style=\"text-align: justify;\" data-start=\"4302\" data-end=\"4472\">M\u1ed9t s\u1ed1 workload AI nh\u1ecf ho\u1eb7c ch\u01b0a \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u t\u1ed1t c\u00f3 th\u1ec3 kh\u00f4ng t\u1eadn d\u1ee5ng h\u1ebft t\u00e0i nguy\u00ean c\u1ee7a nhi\u1ec1u GPU, d\u1eabn t\u1edbi hi\u1ec7u su\u1ea5t t\u0103ng kh\u00f4ng t\u01b0\u01a1ng x\u1ee9ng v\u1edbi chi ph\u00ed \u0111\u1ea7u t\u01b0 ph\u1ea7n c\u1ee9ng.<\/p>\n<h3 style=\"text-align: justify;\" data-section-id=\"18nrdmy\" data-start=\"4474\" data-end=\"4519\">AI Server c\u00f3 ti\u00eau th\u1ee5 \u0111i\u1ec7n r\u1ea5t l\u1edbn kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"4521\" data-end=\"4779\">C\u00f3. M\u1ed9t GPU NVIDIA H100 SXM c\u00f3 th\u1ec3 ti\u00eau th\u1ee5 kho\u1ea3ng 700W \u0111i\u1ec7n n\u0103ng khi ho\u1ea1t \u0111\u1ed9ng to\u00e0n t\u1ea3i. V\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng AI nhi\u1ec1u GPU, t\u1ed5ng c\u00f4ng su\u1ea5t \u0111i\u1ec7n v\u00e0 nhu c\u1ea7u t\u1ea3n nhi\u1ec7t c\u00f3 th\u1ec3 t\u0103ng l\u00ean r\u1ea5t l\u1edbn, \u0111\u1eb7c bi\u1ec7t trong m\u00f4i tr\u01b0\u1eddng AI training ho\u1eb7c HPC ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c 24\/7.<\/p>\n<p style=\"text-align: justify;\" data-start=\"4781\" data-end=\"4920\" data-is-last-node=\"\" data-is-only-node=\"\">\u0110\u00e2y c\u0169ng l\u00e0 l\u00fd do nhi\u1ec1u doanh nghi\u1ec7p hi\u1ec7n nay chuy\u1ec3n sang thu\u00ea Cloud GPU ho\u1eb7c colocation AI thay v\u00ec t\u1ef1 x\u00e2y d\u1ef1ng to\u00e0n b\u1ed9 h\u1ea1 t\u1ea7ng AI t\u1ea1i ch\u1ed7.<\/p>\n<h2 style=\"text-align: justify;\"><span style=\"color: #000000;\"><b>Contact Information\u00a0<\/b><\/span><\/h2>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">Nh\u00e0 cung c\u1ea5p gi\u1ea3i ph\u00e1p v\u00e0 d\u1ecbch v\u1ee5 Cloud Server v\u00e0 M\u00e1y ch\u1ee7 v\u1eadt l\u00fd h\u00e0ng \u0111\u1ea7u Vi\u1ec7t Nam:<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\"><strong>VNSO TECHNOLOGY CO., LTD \u2013 SINCE 2015<\/strong><\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u2013 Website:\u00a0<a style=\"color: #000000;\" href=\"https:\/\/vnso.vn\/en\/\">https:\/\/vnso.vn\/<\/a><\/span><br \/>\n<span style=\"color: #000000;\">\u2013 Fanpage:\u00a0<a style=\"color: #000000;\" href=\"https:\/\/www.facebook.com\/VNSO.VN\/\">https:\/\/www.facebook.com\/VNSO.VN\/<\/a>\u00a0|\u00a0<a style=\"color: #000000;\" href=\"https:\/\/www.linkedin.com\/company\/vnso-technology\/\">https:\/\/www.linkedin.com\/company\/vnso-technology\/<\/a><\/span><br \/>\n<span style=\"color: #000000;\">\u2013 Hotline: 0927 444 222 | Email:\u00a0<a style=\"color: #000000;\" href=\"mailto:info@vnso.vn\">info@vnso.vn<\/a><\/span><br \/>\n<span style=\"color: #000000;\">\u2013 Tr\u1ee5 s\u1edf: L\u00f4 O s\u1ed1 10, \u0110\u01b0\u1eddng s\u1ed1 15, KDC Mi\u1ebfu N\u1ed5i, Ph\u01b0\u1eddng Gia \u0110\u1ecbnh, TP. H\u1ed3 Ch\u00ed Minh<\/span><br \/>\n<span style=\"color: #000000;\">\u2013 VPGD \u0110\u00e0 N\u1eb5ng: 30 Nguy\u1ec5n H\u1eefu Th\u1ecd, Ph\u01b0\u1eddng H\u1ea3i Ch\u00e2u, \u0110\u00e0 N\u1eb5ng<\/span><br \/>\n<span style=\"color: #000000;\">\u2013 VPGD H\u00e0 N\u1ed9i: 132 V\u0169 Ph\u1ea1m H\u00e0m, Ph\u01b0\u1eddng Y\u00ean H\u00f2a, H\u00e0 N\u1ed9i<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Kh\u00f4ng ph\u1ea3i m\u1ecdi d\u1ef1 \u00e1n AI \u0111\u1ec1u c\u1ea7n GPU cao c\u1ea5p nh\u01b0 NVIDIA H100. M\u1ed9t chatbot AI n\u1ed9i b\u1ed9, h\u1ec7 th\u1ed1ng AI inference hay m\u00f4 h\u00ecnh AI t\u1ea1o h\u00ecnh \u1ea3nh s\u1ebd c\u00f3 nhu c\u1ea7u h\u1ea1 t\u1ea7ng r\u1ea5t kh\u00e1c nhau. Vi\u1ec7c ch\u1ecdn \u0111\u00fang Server AI gi\u00fap doanh nghi\u1ec7p t\u1ed1i \u01b0u chi ph\u00ed, gi\u1ea3m th\u1eddi gian tri\u1ec3n [&hellip;]<\/p>","protected":false},"author":7,"featured_media":22792,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[544,1],"tags":[553,551,550],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.3 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Server AI \u2013 Gi\u1ea3i ph\u00e1p t\u00ednh to\u00e1n m\u1ea1nh m\u1ebd, h\u00e0ng s\u1eb5n, gi\u00e1 c\u1ea1nh tranh<\/title>\n<meta name=\"description\" content=\"Server AI gi\u00fap doanh nghi\u1ec7p b\u1ee9t ph\u00e1, r\u00fat ng\u1eafn th\u1eddi gian hu\u1ea5n luy\u1ec7n t\u1eeb v\u00e0i th\u00e1ng xu\u1ed1ng ch\u1ec9 c\u00f2n v\u00e0i ng\u00e0y, th\u1eadm ch\u00ed v\u00e0i gi\u1edd.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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