{"id":23040,"date":"2025-09-04T11:59:18","date_gmt":"2025-09-04T04:59:18","guid":{"rendered":"https:\/\/vnso.vn\/?p=23040"},"modified":"2025-09-15T10:22:49","modified_gmt":"2025-09-15T03:22:49","slug":"ai-inference-o-dang-cap-moi-voi-a100-40gb-nvidia-gpu","status":"publish","type":"post","link":"https:\/\/vnso.vn\/en\/ai-inference-o-dang-cap-moi-voi-a100-40gb-nvidia-gpu\/","title":{"rendered":"AI Inference \u1edf \u0111\u1eb3ng c\u1ea5p m\u1edbi v\u1edbi A100 40GB NVIDIA GPU"},"content":{"rendered":"<p style=\"text-align: justify;\" data-start=\"165\" data-end=\"675\">Trong th\u1ebf gi\u1edbi AI, m\u1ecdi mili gi\u00e2y \u0111\u1ec1u c\u00f3 gi\u00e1 tr\u1ecb. T\u1eeb chatbot tr\u1ea3 l\u1eddi trong t\u00edch t\u1eafc cho \u0111\u1ebfn h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd x\u1eed l\u00fd h\u00e0ng tri\u1ec7u d\u1eef li\u1ec7u, t\u1ed1c \u0111\u1ed9 inference quy\u1ebft \u0111\u1ecbnh tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng v\u00e0 c\u1ea3 hi\u1ec7u qu\u1ea3 kinh doanh. \u0110\u00f3 l\u00e0 l\u00fac NVIDIA A100 40GB GPU b\u01b0\u1edbc v\u00e0o l\u00e0m n\u1ec1n t\u1ea3ng \u0111\u01b0a inference l\u00ean m\u1ed9t \u0111\u1eb3ng c\u1ea5p m\u1edbi.<\/p>\n<p style=\"text-align: justify;\" data-start=\"165\" data-end=\"675\">V\u1edbi ki\u1ebfn tr\u00fac <a href=\"https:\/\/vnso.vn\/en\/kien-truc-ampere-a100-gpu-nvidia-la-gi-giai-thich-chi-tiet\/\">Ampere<\/a>, b\u1ed9 nh\u1edb si\u00eau t\u1ed1c v\u00e0 kh\u1ea3 n\u0103ng chia nh\u1ecf th\u00e0nh nhi\u1ec1u GPU \u1ea3o, A100 m\u1edf ra c\u00e2u chuy\u1ec7n m\u1edbi cho nh\u1eefng doanh nghi\u1ec7p \u0111ang ch\u1ea1y \u0111ua trong k\u1ef7 nguy\u00ean AI. C\u00f9ng <a href=\"https:\/\/vnso.vn\/en\/\">VNSO<\/a> t\u00ecm hi\u1ec3u chi ti\u1ebft trong b\u00e0i vi\u1ebft n\u00e0y \u0111\u1ec3 kh\u00e1m ph\u00e1 v\u00ec sao A100 40GB \u0111ang tr\u1edf th\u00e0nh l\u1ef1a ch\u1ecdn h\u00e0ng \u0111\u1ea7u cho AI inference hi\u1ec7n \u0111\u1ea1i.<\/p>\n<p data-start=\"182\" data-end=\"604\">&gt;&gt;&gt; \u0110\u0103ng k\u00fd ngay <a href=\"https:\/\/gpu.vnso.vn\/\"><strong>Server AI\/GPU, Cloud GPU VNSO<\/strong><\/a> \u2013 <em>t\u01b0 v\u1ea5n,<\/em><em> b\u00e1o gi\u00e1 &amp; d\u00f9ng th\u1eed mi\u1ec5n ph\u00ed<\/em>!<\/p>\n<p style=\"text-align: justify;\" data-start=\"5253\" data-end=\"5426\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f15879-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\/23040#wpcf7-f15879-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" 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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;\" data-start=\"165\" data-end=\"675\">1. Ki\u1ebfn th\u1ee9c c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA A40 40GB Tensor Core GPU<\/h2>\n<p style=\"text-align: justify;\" data-start=\"78\" data-end=\"555\">Khi NVIDIA c\u00f4ng b\u1ed1 A100 40GB v\u00e0o n\u0103m 2020, c\u1ed9ng \u0111\u1ed3ng c\u00f4ng ngh\u1ec7 g\u1ecdi \u0111\u00e2y l\u00e0 m\u1ed9t b\u01b0\u1edbc ngo\u1eb7t. 40GB nghe c\u00f3 v\u1ebb nh\u1ecf b\u00e9 n\u1ebfu so v\u1edbi \u1ed5 c\u1ee9ng m\u00e1y t\u00ednh, nh\u01b0ng trong th\u1ebf gi\u1edbi GPU d\u00e0nh cho AI, \u0111\u00f3 l\u00e0 con s\u1ed1 kh\u1ed5ng l\u1ed3. Tr\u01b0\u1edbc \u0111\u00f3, phi\u00ean b\u1ea3n m\u1ea1nh nh\u1ea5t l\u00e0 V100 ch\u1ec9 d\u1eebng l\u1ea1i \u1edf 32GB. Vi\u1ec7c nh\u1ea3y v\u1ecdt l\u00ean 40GB kh\u00f4ng ch\u1ec9 t\u0103ng dung l\u01b0\u1ee3ng, m\u00e0 c\u00f2n mang theo b\u0103ng th\u00f4ng g\u1ea7n 1.6 TB\/s \u2013 t\u1ed1c \u0111\u1ed9 \u0111\u1ee7 \u0111\u1ec3 nu\u1ed1t tr\u1ecdn nh\u1eefng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef h\u00e0ng t\u1ef7 tham s\u1ed1 hay m\u1ea1ng n\u01a1-ron ph\u1ee9c t\u1ea1p trong y t\u1ebf, t\u00e0i ch\u00ednh.<\/p>\n<p style=\"text-align: justify;\" data-start=\"557\" data-end=\"831\">T\u00ean g\u1ecdi A100 40GB v\u00ec th\u1ebf mang t\u00ednh bi\u1ec3u t\u01b0\u1ee3ng: \u201cA\u201d cho Ampere \u2013 th\u1ebf h\u1ec7 ki\u1ebfn tr\u00fac m\u1edbi, \u201c100\u201d l\u00e0 d\u1ea5u m\u1ed1c cao nh\u1ea5t trong d\u00f2ng s\u1ea3n ph\u1ea9m, v\u00e0 \u201c40GB\u201d l\u00e0 l\u1eddi kh\u1eb3ng \u0111\u1ecbnh v\u1ec1 s\u1ee9c m\u1ea1nh b\u1ed9 nh\u1edb, th\u1ee9 quy\u1ebft \u0111\u1ecbnh GPU n\u00e0y c\u00f3 th\u1ec3 ch\u1ea1y \u0111\u01b0\u1ee3c nh\u1eefng t\u00e1c v\u1ee5 AI m\u00e0 c\u00e1c GPU tr\u01b0\u1edbc \u0111\u00f3 ch\u1ec9 m\u01a1 \u01b0\u1edbc.<\/p>\n<p style=\"text-align: justify;\">NVIDIA A100 40GB l\u00e0 GPU chuy\u00ean d\u1ee5ng cho AI, HPC v\u00e0 \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 r\u00fat ng\u1eafn th\u1eddi gian hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh v\u00e0 t\u0103ng t\u1ed1c inference quy m\u00f4 l\u1edbn.<\/p>\n<h3 style=\"text-align: justify;\" data-start=\"300\" data-end=\"329\"><strong>T\u00f3m t\u1eaft \u0111i\u1ec3m n\u1ed5i b\u1eadt c\u1ee7a A100 40GB<\/strong><\/h3>\n<p style=\"text-align: justify;\" data-start=\"332\" data-end=\"433\">&#8211; S\u1edf h\u1eefu Tensor Cores th\u1ebf h\u1ec7 3, t\u0103ng t\u1ed1c m\u1ea1nh m\u1ebd cho AI training v\u00e0 \u0111\u1eb7c bi\u1ec7t l\u00e0 AI inference.<\/p>\n<p style=\"text-align: justify;\" data-start=\"436\" data-end=\"571\">&#8211; H\u1ed7 tr\u1ee3 nhi\u1ec1u ki\u1ec3u d\u1eef li\u1ec7u (FP32, TF32, FP16, INT8\u2026) k\u00e8m c\u00f4ng ngh\u1ec7 sparsity, gi\u00fap inference nhanh g\u1ea5p \u0111\u00f4i m\u00e0 v\u1eabn gi\u1eef \u0111\u1ed9 ch\u00ednh x\u00e1c.<\/p>\n<p style=\"text-align: justify;\" data-start=\"574\" data-end=\"714\">&#8211; T\u00edch h\u1ee3p MIG (Multi-Instance GPU), c\u00f3 th\u1ec3 chia 1 GPU th\u00e0nh t\u1ed1i \u0111a 7 GPU \u1ea3o, ph\u00f9 h\u1ee3p cho ch\u1ea1y nhi\u1ec1u \u1ee9ng d\u1ee5ng ho\u1eb7c d\u1ecbch v\u1ee5 AI song song.<\/p>\n<p style=\"text-align: justify;\" data-start=\"717\" data-end=\"791\">&#8211; K\u1ebft n\u1ed1i PCIe Gen4 ho\u1eb7c NVLink, t\u1ed1i \u01b0u trong c\u00e1c h\u1ec7 th\u1ed1ng DGX v\u00e0 HGX.<\/p>\n<p style=\"text-align: justify;\" data-start=\"717\" data-end=\"791\"><strong>&gt;&gt;&gt; C\u00f3 th\u1ec3 b\u1ea1n quan t\u00e2m \u0111\u1ebfn: <a href=\"https:\/\/vnso.vn\/en\/gia-nvidia-dgx-a100-tai-viet-nam-vao-nam-2025\/\">Gi\u00e1 NVIDIA DGX A100 t\u1ea1i Vi\u1ec7t Nam v\u00e0o n\u0103m 2025<\/a><\/strong><\/p>\n<h2 style=\"text-align: justify;\" data-start=\"717\" data-end=\"791\">2. Ph\u00e2n t\u00edch chi ti\u1ebft kh\u1ea3 n\u0103ng Inference AI c\u1ee7a A100 40GB<\/h2>\n<div id=\"attachment_22930\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/vnso.vn\/en\/\"><img fetchpriority=\"high\" decoding=\"async\" aria-describedby=\"caption-attachment-22930\" class=\"wp-image-22930 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Bang-AI-Training-A100-nhanh-hon-den-3-lan-V100.jpg\" alt=\"nvidia-a100-training-AI-3x-V100\" width=\"1200\" height=\"624\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Bang-AI-Training-A100-nhanh-hon-den-3-lan-V100.jpg 1200w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Bang-AI-Training-A100-nhanh-hon-den-3-lan-V100-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Bang-AI-Training-A100-nhanh-hon-den-3-lan-V100-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Bang-AI-Training-A100-nhanh-hon-den-3-lan-V100-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/08\/Bang-AI-Training-A100-nhanh-hon-den-3-lan-V100-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-22930\" class=\"wp-caption-text\"><em>NVIDIA A100 Training AI nhanh h\u01a1n \u0111\u1ebfn 3 l\u1ea7n V100<\/em><\/p><\/div>\n<h3 style=\"text-align: justify;\" data-start=\"122\" data-end=\"163\">N\u1ec1n t\u1ea3ng ph\u1ea7n c\u1ee9ng ph\u1ee5c v\u1ee5 inference<\/h3>\n<p style=\"text-align: justify;\" data-start=\"166\" data-end=\"517\">Tensor Cores th\u1ebf h\u1ec7 3 tr\u00ean ki\u1ebfn tr\u00fac Ampere h\u1ed7 tr\u1ee3 TF32, FP16, BF16 v\u00e0 INT8; ri\u00eang INT8\/TF32\/FP16 c\u00f2n c\u00f3 ch\u1ebf \u0111\u1ed9 structured sparsity gi\u00fap c\u1eaft b\u1ecf ph\u00e9p t\u00ednh d\u01b0 th\u1eeba \u0111\u1ec3 t\u0103ng th\u00f4ng l\u01b0\u1ee3ng \u0111\u00e1ng k\u1ec3. NVIDIA n\u00eau r\u00f5 A100 \u0111\u1ea1t m\u1ee9c t\u0103ng hi\u1ec7u n\u0103ng \u201ct\u1edbi 20\u00d7\u201d so v\u1edbi th\u1ebf h\u1ec7 Volta \u1edf t\u00e1c v\u1ee5 inference nh\u1edd Tensor Cores v\u00e0 sparsity.<\/p>\n<p style=\"text-align: justify;\" data-start=\"520\" data-end=\"820\">Structured sparsity theo m\u1eabu 2:4 (m\u1ed7i nh\u00f3m 4 gi\u00e1 tr\u1ecb c\u00f3 2 s\u1ed1 0), d\u1ec5 n\u00e9n v\u00e0 \u00edt overhead metadata. V\u1edbi TensorRT 8, c\u00e1c Sparse Tensor Cores lo\u1ea1i b\u1ecf ph\u00e9p nh\u00e2n v\u1edbi s\u1ed1 0, c\u1ea3i thi\u1ec7n hi\u1ec7u n\u0103ng\/\u0111i\u1ec7n n\u0103ng &gt;30% so v\u1edbi m\u00f4 h\u00ecnh dense; sparsity \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch cho inference.<\/p>\n<h3 style=\"text-align: justify;\" data-start=\"822\" data-end=\"869\">Chia nh\u1ecf GPU \u0111\u1ec3 ph\u1ee5c v\u1ee5 nhi\u1ec1u d\u1ecbch v\u1ee5: MIG<\/h3>\n<p style=\"text-align: justify;\" data-start=\"872\" data-end=\"1091\">A100 c\u00f3 th\u1ec3 ph\u00e2n t\u00e1ch t\u1ed1i \u0111a 7 GPU \u1ea3o \u0111\u1ed9c l\u1eadp (MIG), m\u1ed7i ph\u00e2n v\u00f9ng c\u00f3 SM, b\u1ed9 nh\u1edb v\u00e0 cache ri\u00eang, r\u1ea5t ph\u00f9 h\u1ee3p khi ch\u1ea1y nhi\u1ec1u d\u1ecbch v\u1ee5 inference \u0111\u1ed3ng th\u1eddi v\u1edbi y\u00eau c\u1ea7u \u0111\u1ed9 tr\u1ec5 \u1ed5n \u0111\u1ecbnh.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1094\" data-end=\"1413\">S\u1ed1 li\u1ec7u th\u1ef1c nghi\u1ec7m do NVIDIA c\u00f4ng b\u1ed1: 7 ph\u00e2n v\u00f9ng MIG tr\u00ean m\u1ed9t A100 cho t\u1ed5ng th\u00f4ng l\u01b0\u1ee3ng BERT ~4,17\u00d7 so v\u1edbi ch\u1ea1y full-GPU \u0111\u01a1n (1032,44 so v\u1edbi 247,36 c\u00e2u\/gi\u00e2y), \u0111\u1ed5i l\u1ea1i \u0111\u1ed9 tr\u1ec5 p50 t\u0103ng t\u1eeb ~3,75 ms l\u00ean ~6,47 ms. M\u1ed9t ph\u00e2n v\u00f9ng MIG \u0111\u01a1n c\u00f3 th\u00f4ng l\u01b0\u1ee3ng v\u00e0 \u0111\u1ed9 tr\u1ec5 g\u1ea7n t\u01b0\u01a1ng \u0111\u01b0\u01a1ng m\u1ed9t T4.<\/p>\n<div id=\"attachment_23041\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/vnso.vn\/en\/\"><img decoding=\"async\" aria-describedby=\"caption-attachment-23041\" class=\"wp-image-23041 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Tang-toc-Inference-training-so-voi-v100.jpg\" alt=\"NVIDIA-A100-T\u0103ng-t\u1ed1c-Inference-training-so-v\u1edbi-v100\" width=\"1200\" height=\"624\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Tang-toc-Inference-training-so-voi-v100.jpg 1200w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Tang-toc-Inference-training-so-voi-v100-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Tang-toc-Inference-training-so-voi-v100-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Tang-toc-Inference-training-so-voi-v100-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Tang-toc-Inference-training-so-voi-v100-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-23041\" class=\"wp-caption-text\"><em>GPU NVIDIA A100 mang l\u1ea1i m\u1ee9c t\u0103ng t\u1ed1c v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi V100 trong c\u00e1c t\u00e1c v\u1ee5 hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn AI (AI training v\u00e0 inference)<\/em><\/p><\/div>\n<h3 style=\"text-align: justify;\" data-start=\"1415\" data-end=\"1458\">Ng\u0103n x\u1ebfp ph\u1ea7n m\u1ec1m t\u1ed1i \u01b0u cho inference<\/h3>\n<p style=\"text-align: justify;\" data-start=\"1461\" data-end=\"1777\">TensorRT l\u00e0 SDK t\u1ed1i \u01b0u ho\u00e1 \u0111\u1ed3 th\u1ecb, h\u1ea1 ch\u00ednh x\u00e1c (INT8, BF16\/FP16), khai th\u00e1c sparsity v\u00e0 t\u1ea1o engine \u0111\u1ec3 gi\u1ea3m \u0111\u1ed9 tr\u1ec5, t\u0103ng throughput khi tri\u1ec3n khai. NVIDIA h\u01b0\u1edbng d\u1eabn quy tr\u00ecnh end-to-end k\u1ebft h\u1ee3p sparsity v\u00e0 quantization (k\u1ec3 c\u1ea3 QAT) \u0111\u1ec3 gi\u1eef \u0111\u1ed9 ch\u00ednh x\u00e1c FP32 trong khi ch\u1ea1y INT8.<\/p>\n<p style=\"text-align: justify;\" data-start=\"1780\" data-end=\"2122\">Triton Inference Server gi\u00fap ph\u1ee5c v\u1ee5 m\u00f4 h\u00ecnh \u1edf quy m\u00f4 s\u1ea3n xu\u1ea5t, h\u1ed7 tr\u1ee3 dynamic batching, model concurrency v\u00e0 ensemble (DAG) \u0111\u1ec3 t\u1eadn d\u1ee5ng t\u1ed1i \u0111a GPU\/MIG. Tr\u00ean MLPerf Inference v4.1, Triton \u0111\u1ea1t hi\u1ec7u n\u0103ng g\u1ea7n nh\u01b0 t\u01b0\u01a1ng \u0111\u01b0\u01a1ng ch\u1ea1y bare-metal, ngh\u0129a l\u00e0 kh\u00f4ng \u0111\u00e1nh \u0111\u1ed5i gi\u1eefa t\u00ednh n\u0103ng s\u1ea3n xu\u1ea5t v\u00e0 th\u00f4ng l\u01b0\u1ee3ng.<\/p>\n<p style=\"text-align: justify;\" data-start=\"2125\" data-end=\"2340\">Th\u1ef1c t\u1ebf \u0111o c\u1ee7a NVIDIA: A100 v\u1edbi Triton cho t\u1ed1c \u0111\u1ed9 g\u1ea7n 3\u00d7 so v\u1edbi V100 tr\u00ean ResNet-50 (TensorRT backend, FP32), minh ho\u1ea1 l\u1ee3i \u00edch th\u1ebf h\u1ec7 Ampere ngay c\u1ea3 khi ch\u01b0a d\u00f9ng INT8\/sparsity.<\/p>\n<h3 style=\"text-align: justify;\" data-start=\"2342\" data-end=\"2368\">Quy m\u00f4 ho\u00e1 v\u00e0 k\u1ebft n\u1ed1i<\/h3>\n<p style=\"text-align: justify;\" data-start=\"2371\" data-end=\"2622\">Khi c\u1ea7n m\u1edf r\u1ed9ng nhi\u1ec1u GPU \u0111\u1ec3 ph\u1ee5c v\u1ee5 l\u01b0u l\u01b0\u1ee3ng l\u1edbn, A100 (b\u1ea3n SXM trong c\u1ee5m HGX\/DGX) t\u1eadn d\u1ee5ng NVLink\/NVSwitch cho b\u0103ng th\u00f4ng GPU-to-GPU \u0111\u1ebfn 600 GB\/s, gi\u1ea3m ngh\u1ebdn giao ti\u1ebfp khi batch l\u1edbn ho\u1eb7c pipeline nhi\u1ec1u m\u00f4 h\u00ecnh.<\/p>\n<p style=\"text-align: justify;\" data-start=\"2371\" data-end=\"2622\"><strong>&gt;&gt;&gt; Xem th\u00eam: <a href=\"https:\/\/vnso.vn\/en\/nen-thue-nvidia-gpu-a100-80gb-hay-40gb-lua-chon-tot-nhat\/\">N\u00ean thu\u00ea NVIDIA GPU A100 80GB hay 40GB? L\u1ef1a ch\u1ecdn t\u1ed1t nh\u1ea5t<\/a><\/strong><\/p>\n<h3 style=\"text-align: justify;\" data-start=\"2624\" data-end=\"2699\">Nguy\u00ean t\u1eafc t\u1ed1i \u01b0u inference tr\u00ean A100 40GB<\/h3>\n<p style=\"text-align: justify;\" data-start=\"2702\" data-end=\"2881\">&#8211; T\u1eadn d\u1ee5ng INT8 + structured sparsity tr\u00ean TensorRT \u0111\u1ec3 t\u0103ng th\u00f4ng l\u01b0\u1ee3ng\/gi\u1ea3m watt; d\u00f9ng QAT ho\u1eb7c calibration \u0111\u00fang quy tr\u00ecnh \u0111\u1ec3 gi\u1eef chu\u1ea9n x\u00e1c.<\/p>\n<p style=\"text-align: justify;\" data-start=\"2884\" data-end=\"3050\">&#8211; D\u00f9ng MIG khi c\u1ea7n SLO \u1ed5n \u0111\u1ecbnh cho nhi\u1ec1u d\u1ecbch v\u1ee5 nh\u1ecf\/trung b\u00ecnh; gi\u1eef full-GPU cho m\u00f4 h\u00ecnh n\u1eb7ng ho\u1eb7c khi latency l\u00e0 \u01b0u ti\u00ean s\u1ed1 1.<\/p>\n<p style=\"text-align: justify;\" data-start=\"3053\" data-end=\"3241\">&#8211; K\u00edch ho\u1ea1t dynamic batching v\u00e0 model concurrency trong Triton \u0111\u1ec3 gom y\u00eau c\u1ea7u v\u00e0 l\u1ea5p \u0111\u1ea7y t\u00e0i nguy\u00ean, t\u1eeb \u0111\u00f3 t\u0103ng throughput m\u00e0 v\u1eabn ki\u1ec3m so\u00e1t latency.<\/p>\n<p style=\"text-align: justify;\" data-start=\"3244\" data-end=\"3375\">&#8211; D\u00f9ng DALI cho ti\u1ec1n x\u1eed l\u00fd tr\u00ean GPU \u0111\u1ec3 gi\u1ea3m \u0111\u1ed9 tr\u1ec5 \u0111\u1ea7u cu\u1ed1i trong pipeline ph\u1ee5c v\u1ee5 \u1ea3nh\/video.<\/p>\n<div id=\"attachment_23044\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/vnso.vn\/en\/\"><img decoding=\"async\" aria-describedby=\"caption-attachment-23044\" class=\"wp-image-23044 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-249-lan-so-voi-CPU.jpg\" alt=\"NVIDIA-A100-Hi\u1ec7u-n\u0103ng-AI-Inference-cao-h\u01a1n-t\u1edbi-249-l\u1ea7n-so-v\u1edbi-CPU\" width=\"1200\" height=\"624\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-249-lan-so-voi-CPU.jpg 1200w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-249-lan-so-voi-CPU-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-249-lan-so-voi-CPU-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-249-lan-so-voi-CPU-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-249-lan-so-voi-CPU-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-23044\" class=\"wp-caption-text\"><em>Hi\u1ec7u n\u0103ng AI Inference cao h\u01a1n t\u1edbi 249 l\u1ea7n so v\u1edbi CPU<\/em><\/p><\/div>\n<h3 style=\"text-align: justify;\" data-start=\"3377\" data-end=\"3429\">Khi n\u00e0o A100 40GB l\u00e0 \u201c\u0111i\u1ec3m ng\u1ecdt\u201d cho inference?<\/h3>\n<p style=\"text-align: justify;\" data-start=\"3432\" data-end=\"3628\">D\u1ecbch v\u1ee5 nhi\u1ec1u model c\u1ee1 v\u1eeba\/nh\u1ecf, multi-tenant: chia MIG \u0111\u1ec3 \u0111\u1ea1t throughput cao v\u00e0 c\u00e1ch ly t\u1ed1t, \u0111\u1eb7c bi\u1ec7t v\u1edbi NLP\/vision ph\u1ed5 bi\u1ebfn nh\u01b0 BERT-base, ResNet, DETR\u2026\u00a0 H\u1ec7 th\u1ed1ng c\u00f3 y\u00eau c\u1ea7u throughput l\u1edbn nh\u01b0ng v\u1eabn ph\u1ea3i gi\u1eef \u0111\u1ed9 tr\u1ec5 ms-level: k\u1ebft h\u1ee3p TensorRT (INT8 + sparsity), Triton (dynamic batching), v\u00e0 ti\u1ec1n x\u1eed l\u00fd DALI.<\/p>\n<p style=\"text-align: justify;\" data-start=\"3829\" data-end=\"3989\">C\u1ee5m ph\u1ee5c v\u1ee5 quy m\u00f4 l\u1edbn: d\u00f9ng A100 trong HGX\/DGX \u0111\u1ec3 h\u01b0\u1edfng l\u1ee3i NVLink\/NVSwitch khi h\u1ee3p nh\u1ea5t batch\/ensemble tr\u00ean nhi\u1ec1u GPU.<\/p>\n<h2 style=\"text-align: justify;\" data-start=\"68\" data-end=\"116\">3. Thu\u00ea Server AI GPU NVIDIA A100 t\u1ea1i VNSO<\/h2>\n<p style=\"text-align: justify;\" data-start=\"118\" data-end=\"346\">VNSO mang \u0111\u1ebfn h\u1ec7 sinh th\u00e1i Server AI, GPU v\u00e0 Cloud AI tr\u1ecdn g\u00f3i cho doanh nghi\u1ec7p, vi\u1ec7n nghi\u00ean c\u1ee9u t\u1ea1i Vi\u1ec7t Nam. H\u1ea1 t\u1ea7ng t\u1ed1i \u01b0u, CO\/CQ ch\u00ednh h\u00e3ng v\u00e0 \u0111\u1ed9i ng\u0169 k\u1ef9 s\u01b0 tr\u1ef1c 24\/7 gi\u00fap tri\u1ec3n khai nhanh ch\u00f3ng, an to\u00e0n v\u00e0 hi\u1ec7u qu\u1ea3 cho m\u1ecdi d\u1ef1 \u00e1n AI. H\u00e0ng lu\u00f4n s\u1eb5n kho, setup ch\u1ec9 trong 30 ph\u00fat.<\/p>\n<h3 style=\"text-align: justify;\" data-start=\"348\" data-end=\"379\"><strong data-start=\"348\" data-end=\"377\">B\u1ea3ng gi\u00e1 thu\u00ea Server AI GPU NVIDIA A100 ch\u1ec9 t\u1eeb 32.000 VND\/gi\u1edd<\/strong><\/h3>\n<p style=\"text-align: justify;\" data-start=\"382\" data-end=\"502\"><em>NVIDIA A100 40GB<\/em><\/p>\n<p style=\"text-align: justify;\" data-start=\"382\" data-end=\"502\">G\u00f3i 1 th\u00e1ng: 1,5 USD\/gi\u1edd (~28.080.000 VN\u0110\/th\u00e1ng)<br data-start=\"432\" data-end=\"435\" \/>G\u00f3i 12 th\u00e1ng: 1,125 USD\/gi\u1edd (~252.720.000 VN\u0110\/n\u0103m, gi\u1ea3m <strong>25<\/strong>%)<\/p>\n<p style=\"text-align: justify;\" data-start=\"506\" data-end=\"624\"><em>NVIDIA A100 80GB<\/em><\/p>\n<p style=\"text-align: justify;\" data-start=\"506\" data-end=\"624\">G\u00f3i 1 th\u00e1ng: 2,4 USD\/gi\u1edd (~44.352.000 VN\u0110\/th\u00e1ng)<br data-start=\"556\" data-end=\"559\" \/>G\u00f3i 12 th\u00e1ng: 1,8 USD\/gi\u1edd (~404.352.000 VN\u0110\/n\u0103m, gi\u1ea3m <strong>25<\/strong>%)<\/p>\n<p style=\"text-align: justify;\" data-start=\"506\" data-end=\"624\"><strong>&gt;&gt;&gt; Xem th\u00f4ng s\u1ed1 c\u1ea5u h\u00ecnh, gi\u00e1 thu\u00ea chi ti\u1ebft t\u1ea1i: <a href=\"https:\/\/vnso.vn\/en\/thue-server-gpu-nvidia-a100-pcie-40gb-chi-voi-32k-d-gio\/\">GPU NVIDIA A100<\/a><\/strong><\/p>\n<div id=\"attachment_23046\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/vnso.vn\/en\/\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-23046\" class=\"wp-image-23046 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-125-lan-so-voi-A100-40GB-1.jpg\" alt=\"NVIDIA-A100-Hi\u1ec7u-n\u0103ng-AI-Inference-cao-h\u01a1n-t\u1edbi-1,25-l\u1ea7n-so-v\u1edbi-A100-40GB\" width=\"1200\" height=\"624\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-125-lan-so-voi-A100-40GB-1.jpg 1200w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-125-lan-so-voi-A100-40GB-1-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-125-lan-so-voi-A100-40GB-1-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-125-lan-so-voi-A100-40GB-1-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/09\/NVIDIA-A100-Hieu-nang-AI-Inference-cao-hon-toi-125-lan-so-voi-A100-40GB-1-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-23046\" class=\"wp-caption-text\"><em>Hi\u1ec7u n\u0103ng AI Inference c\u1ee7a A100 80GB cao h\u01a1n t\u1edbi 1,25 l\u1ea7n so v\u1edbi A100 40GB<\/em><\/p><\/div>\n<p style=\"text-align: justify;\" data-start=\"626\" data-end=\"732\">\n<p data-start=\"182\" data-end=\"604\">&gt;&gt;&gt; \u0110\u0103ng k\u00fd ngay <a href=\"https:\/\/gpu.vnso.vn\/\"><strong>Server AI\/GPU, Cloud GPU VNSO<\/strong><\/a> \u2013 <em>t\u01b0 v\u1ea5n,<\/em><em> b\u00e1o gi\u00e1 &amp; d\u00f9ng th\u1eed mi\u1ec5n ph\u00ed<\/em>!<\/p>\n<p style=\"text-align: justify;\" data-start=\"5253\" data-end=\"5426\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f15879-o2\" 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\/23040#wpcf7-f15879-o2\" 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\/23040#wpcf7-f15879-o2\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"15879\" \/>\n<input type=\"hidden\" 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