{"id":24840,"date":"2026-10-14T11:12:21","date_gmt":"2026-10-14T04:12:21","guid":{"rendered":"https:\/\/vnso.vn\/?p=24840"},"modified":"2026-10-14T11:14:49","modified_gmt":"2026-10-14T04:14:49","slug":"kho-models-ai-vnso-la-gi","status":"publish","type":"post","link":"https:\/\/vnso.vn\/en\/kho-models-ai-vnso-la-gi\/","title":{"rendered":"Kho Models AI VNSO l\u00e0 g\u00ec? T\u00ednh n\u0103ng v\u00e0 H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng"},"content":{"rendered":"<p style=\"text-align: justify;\">Khi tri\u1ec3n khai m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), vi\u1ec7c l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p ch\u1ec9 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a qu\u00e1 tr\u00ecnh. Ng\u01b0\u1eddi d\u00f9ng c\u00f2n c\u1ea7n t\u1ea3i model, chu\u1ea9n b\u1ecb th\u01b0 vi\u1ec7n, c\u1ea5u h\u00ecnh m\u00f4i tr\u01b0\u1eddng v\u00e0 ki\u1ec3m tra kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch tr\u01b0\u1edbc khi ch\u1ea1y \u1ee9ng d\u1ee5ng. <strong>Kho Models AI VNSO<\/strong> \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n theo h\u01b0\u1edbng k\u1ebft h\u1ee3p th\u01b0 vi\u1ec7n m\u00f4 h\u00ecnh v\u1edbi h\u1ea1 t\u1ea7ng Cloud GPU. Gi\u1ea3i ph\u00e1p gi\u00fap ng\u01b0\u1eddi d\u00f9ng ti\u1ebfp c\u1eadn c\u00e1c model \u0111\u01b0\u1ee3c cung c\u1ea5p tr\u00ean h\u1ec7 th\u1ed1ng v\u00e0 gi\u1ea3m b\u1edbt m\u1ed9t s\u1ed1 thao t\u00e1c chu\u1ea9n b\u1ecb ban \u0111\u1ea7u.<\/p>\n<p style=\"text-align: justify;\">V\u1eady <a href=\"https:\/\/gpu.vnso.vn\/models\">Kho Models AI VNSO<\/a> c\u00f3 nh\u1eefng t\u00ednh n\u0103ng n\u00e0o? L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 k\u1ebft n\u1ed1i m\u00e1y ch\u1ee7, t\u1ea3i model v\u00e0 b\u1eaft \u0111\u1ea7u s\u1eed d\u1ee5ng? B\u00e0i vi\u1ebft d\u01b0\u1edbi \u0111\u00e2y s\u1ebd h\u01b0\u1edbng d\u1eabn t\u1eebng b\u01b0\u1edbc, \u0111\u1ed3ng th\u1eddi gi\u1ea3i th\u00edch nh\u1eefng l\u01b0u \u00fd k\u1ef9 thu\u1eadt quan tr\u1ecdng khi tri\u1ec3n khai m\u00f4 h\u00ecnh AI tr\u00ean Cloud GPU.<\/p>\n<h2 style=\"text-align: justify;\">Kho Models AI VNSO l\u00e0 g\u00ec?<\/h2>\n<p style=\"text-align: justify;\">Kho Models AI VNSO l\u00e0 th\u01b0 vi\u1ec7n m\u00f4 h\u00ecnh AI \u0111\u01b0\u1ee3c cung c\u1ea5p tr\u00ean h\u1ea1 t\u1ea7ng Cloud GPU VNSO. C\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u00e0 s\u1eed d\u1ee5ng tr\u00ean h\u1ec7 th\u1ed1ng GPU c\u1ee7a VNSO.<\/p>\n<p style=\"text-align: justify;\">Thay v\u00ec t\u1ef1 t\u00ecm ki\u1ebfm t\u1eebng model t\u1eeb nhi\u1ec1u ngu\u1ed3n kh\u00e1c nhau, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1eeb kho m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c cung c\u1ea5p tr\u00ean n\u1ec1n t\u1ea3ng. C\u00e1ch ti\u1ebfp c\u1eadn n\u00e0y h\u01b0\u1edbng \u0111\u1ebfn vi\u1ec7c \u0111\u01a1n gi\u1ea3n h\u00f3a qu\u00e1 tr\u00ecnh chu\u1ea9n b\u1ecb t\u00e0i nguy\u00ean cho c\u00e1c d\u1ef1 \u00e1n AI.<\/p>\n<p style=\"text-align: justify;\">\u0110i\u1ec3m \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 Kho Models AI \u0111\u01b0\u1ee3c k\u1ebft h\u1ee3p v\u1edbi m\u00f4i tr\u01b0\u1eddng Cloud GPU \u0111\u00e3 c\u00e0i \u0111\u1eb7t s\u1eb5n nhi\u1ec1u c\u00f4ng c\u1ee5 ph\u00e1t tri\u1ec3n. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 k\u1ebft n\u1ed1i m\u00e1y ch\u1ee7 t\u1eeb xa, ki\u1ec3m tra t\u00e0i nguy\u00ean GPU v\u00e0 t\u1ea3i model \u0111\u1ec3 ph\u1ee5c v\u1ee5 nhu c\u1ea7u th\u1eed nghi\u1ec7m ho\u1eb7c ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng.<\/p>\n<h3 style=\"text-align: justify;\"><strong>Kho Models AI kh\u00e1c g\u00ec v\u1edbi vi\u1ec7c t\u1ea3i model tr\u1ef1c ti\u1ebfp t\u1eeb Internet?<\/strong><\/h3>\n<p style=\"text-align: justify;\">Khi t\u1ea3i model tr\u1ef1c ti\u1ebfp t\u1eeb c\u00e1c n\u1ec1n t\u1ea3ng b\u00ean ngo\u00e0i, ng\u01b0\u1eddi d\u00f9ng th\u01b0\u1eddng ph\u1ea3i t\u1ef1 t\u00ecm \u0111\u00fang phi\u00ean b\u1ea3n, ki\u1ec3m tra gi\u1ea5y ph\u00e9p v\u00e0 l\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng th\u1ee9c t\u1ea3i ph\u00f9 h\u1ee3p. Sau \u0111\u00f3, h\u1ecd c\u1ea7n \u0111\u01b0a model l\u00ean m\u00e1y ch\u1ee7 ho\u1eb7c t\u1ea3i tr\u1ef1c ti\u1ebfp tr\u00ean m\u00e1y ch\u1ee7, t\u00f9y theo c\u00e1ch tri\u1ec3n khai.<\/p>\n<p style=\"text-align: justify;\">V\u1edbi Kho Models AI VNSO, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 khai th\u00e1c c\u00e1c model \u0111\u01b0\u1ee3c cung c\u1ea5p trong h\u1ec7 th\u1ed1ng. Theo video h\u01b0\u1edbng d\u1eabn c\u1ee7a VNSO, vi\u1ec7c t\u1ea3i model t\u1eeb kho n\u1ed9i b\u1ed9 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 gi\u1ea3m thao t\u00e1c th\u1ee7 c\u00f4ng v\u00e0 h\u1ea1n ch\u1ebf nhu c\u1ea7u t\u1ea3i tr\u1ef1c ti\u1ebfp t\u1eeb ngu\u1ed3n b\u00ean ngo\u00e0i.<\/p>\n<p style=\"text-align: justify;\">C\u00e1ch s\u1eed d\u1ee5ng n\u00e0y \u0111\u1eb7c bi\u1ec7t h\u1eefu \u00edch khi model c\u00f3 dung l\u01b0\u1ee3ng l\u1edbn. Tuy nhi\u00ean, t\u1ed1c \u0111\u1ed9 t\u1ea3i th\u1ef1c t\u1ebf c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o model, tr\u1ea1ng th\u00e1i h\u1ec7 th\u1ed1ng v\u00e0 c\u1ea5u h\u00ecnh s\u1eed d\u1ee5ng.<\/p>\n<p style=\"text-align: justify;\"><strong>&gt;&gt;&gt; Xem ngay <a href=\"https:\/\/www.youtube.com\/watch?v=w6_Rc61DxhY\">H\u01b0\u1edbng d\u1eabn t\u1ea3i Model AI cho Cloud GPU VNSO ch\u1ec9 trong v\u00e0i ph\u00fat<\/a><\/strong><\/p>\n<h3 style=\"text-align: justify;\"><strong>Ai n\u00ean s\u1eed d\u1ee5ng Kho Models AI VNSO?<\/strong><\/h3>\n<p style=\"text-align: justify;\">Kho m\u00f4 h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi l\u1eadp tr\u00ecnh vi\u00ean AI, nh\u00f3m nghi\u00ean c\u1ee9u, sinh vi\u00ean v\u00e0 doanh nghi\u1ec7p \u0111ang th\u1eed nghi\u1ec7m c\u00e1c \u1ee9ng d\u1ee5ng s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh c\u00f3 s\u1eb5n. Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng GPU thu\u00ea theo nhu c\u1ea7u thay v\u00ec ph\u1ea3i \u0111\u1ea7u t\u01b0 ngay m\u1ed9t m\u00e1y ch\u1ee7 GPU v\u1eadt l\u00fd.<\/p>\n<p style=\"text-align: justify;\">\u0110\u1ed1i v\u1edbi ng\u01b0\u1eddi m\u1edbi, \u0111\u00e2y l\u00e0 m\u1ed9t \u0111i\u1ec3m b\u1eaft \u0111\u1ea7u \u0111\u1ec3 l\u00e0m quen v\u1edbi quy tr\u00ecnh ch\u1ea1y model tr\u00ean m\u00e1y ch\u1ee7 Linux. Ng\u01b0\u1eddi \u0111\u00e3 c\u00f3 kinh nghi\u1ec7m c\u0169ng c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng m\u00f4i tr\u01b0\u1eddng n\u00e0y \u0111\u1ec3 th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh, x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng ho\u1eb7c tri\u1ec3n khai c\u00e1c workload AI ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\"><strong>&gt;&gt;&gt; Xem ngay <a href=\"https:\/\/gpu.vnso.vn\/models\">C\u00e1c M\u00f4 h\u00ecnh AI c\u1ee7a Kho Model AI VNSO<\/a><\/strong><\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/gpu.vnso.vn\/models\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-medium wp-image-24841\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Cac-tinh-nang-va-cong-cu-noi-bat-cua-Kho-Models-AI-VNSO-800x416.jpg\" alt=\"C\u00e1c t\u00ednh n\u0103ng v\u00e0 c\u00f4ng c\u1ee5 n\u1ed5i b\u1eadt c\u1ee7a Kho Models AI VNSO\" width=\"800\" height=\"416\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Cac-tinh-nang-va-cong-cu-noi-bat-cua-Kho-Models-AI-VNSO-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Cac-tinh-nang-va-cong-cu-noi-bat-cua-Kho-Models-AI-VNSO-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Cac-tinh-nang-va-cong-cu-noi-bat-cua-Kho-Models-AI-VNSO-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Cac-tinh-nang-va-cong-cu-noi-bat-cua-Kho-Models-AI-VNSO-18x9.jpg 18w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Cac-tinh-nang-va-cong-cu-noi-bat-cua-Kho-Models-AI-VNSO.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<h2 style=\"text-align: justify;\">C\u00e1c t\u00ednh n\u0103ng v\u00e0 c\u00f4ng c\u1ee5 n\u1ed5i b\u1eadt c\u1ee7a Kho Models AI VNSO<\/h2>\n<p style=\"text-align: justify;\">Kho Models AI VNSO \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u c\u00f9ng m\u00f4i tr\u01b0\u1eddng Cloud GPU c\u00f3 c\u00e1c th\u01b0 vi\u1ec7n v\u00e0 c\u00f4ng c\u1ee5 ph\u1ee5c v\u1ee5 ph\u00e1t tri\u1ec3n AI. Nh\u1eefng th\u00e0nh ph\u1ea7n n\u00e0y gi\u00fap gi\u1ea3m m\u1ed9t ph\u1ea7n c\u00f4ng vi\u1ec7c chu\u1ea9n b\u1ecb ph\u1ea7n m\u1ec1m tr\u01b0\u1edbc khi ch\u1ea1y m\u00f4 h\u00ecnh.<\/p>\n<h3 style=\"text-align: justify;\">Th\u01b0 vi\u1ec7n model AI tr\u00ean h\u1ea1 t\u1ea7ng Cloud GPU<\/h3>\n<p style=\"text-align: justify;\">Theo c\u00e1c n\u1ed9i dung \u0111\u01b0\u1ee3c VNSO c\u00f4ng b\u1ed1, h\u1ec7 th\u1ed1ng \u0111\u00e3 gi\u1edbi thi\u1ec7u nh\u1eefng m\u00f4 h\u00ecnh nh\u01b0 Llama, DeepSeek, Qwen v\u00e0 Gemma. \u0110\u00e2y l\u00e0 c\u00e1c d\u00f2ng m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong nhi\u1ec1u \u1ee9ng d\u1ee5ng x\u1eed l\u00fd ng\u00f4n ng\u1eef, sinh v\u0103n b\u1ea3n, h\u1ecfi \u0111\u00e1p v\u00e0 ph\u00e1t tri\u1ec3n tr\u1ee3 l\u00fd AI.<\/p>\n<p style=\"text-align: justify;\">B\u00ean c\u1ea1nh m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (Large Language Model \u2013 LLM), VNSO c\u0169ng gi\u1edbi thi\u1ec7u c\u00e1c m\u00f4 h\u00ecnh ph\u1ee5c v\u1ee5 t\u00e1c v\u1ee5 chuy\u00ean bi\u1ec7t. V\u00ed d\u1ee5, Cloudflare Clef v\u00e0 Clef-Flash \u0111\u01b0\u1ee3c \u0111\u1ecbnh h\u01b0\u1edbng cho nh\u1eefng quy tr\u00ecnh ra quy\u1ebft \u0111\u1ecbnh c\u00f3 c\u1ea5u tr\u00fac, ph\u00f9 h\u1ee3p v\u1edbi m\u1ed9t s\u1ed1 \u1ee9ng d\u1ee5ng AI Agent.<\/p>\n<p style=\"text-align: justify;\">Danh m\u1ee5c model c\u00f3 th\u1ec3 thay \u0111\u1ed5i theo th\u1eddi gian. Ng\u01b0\u1eddi d\u00f9ng n\u00ean ki\u1ec3m tra <a href=\"https:\/\/gpu.vnso.vn\/models\">Kho Models AI VNSO<\/a> \u0111\u1ec3 x\u00e1c nh\u1eadn t\u00ean model, phi\u00ean b\u1ea3n v\u00e0 kh\u1ea3 n\u0103ng truy c\u1eadp hi\u1ec7n t\u1ea1i tr\u01b0\u1edbc khi b\u1eaft \u0111\u1ea7u tri\u1ec3n khai.<\/p>\n<h3 style=\"text-align: justify;\">M\u00f4i tr\u01b0\u1eddng AI \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb s\u1eb5n<\/h3>\n<p style=\"text-align: justify;\">M\u1ed9t kh\u00f3 kh\u0103n ph\u1ed5 bi\u1ebfn khi ch\u1ea1y AI l\u00e0 thi\u1ebft l\u1eadp m\u00f4i tr\u01b0\u1eddng ph\u1ea7n m\u1ec1m t\u01b0\u01a1ng th\u00edch v\u1edbi GPU. Qu\u00e1 tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m c\u00e0i \u0111\u1eb7t Python, framework h\u1ecdc s\u00e2u, th\u01b0 vi\u1ec7n x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u00e1c th\u00e0nh ph\u1ea7n h\u1ed7 tr\u1ee3 t\u0103ng t\u1ed1c t\u00ednh to\u00e1n.<\/p>\n<p style=\"text-align: justify;\">M\u00f4i tr\u01b0\u1eddng Cloud GPU VNSO c\u00f3 c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0:<\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>Python 3 v\u00e0 Pip:<\/strong> h\u1ed7 tr\u1ee3 ch\u1ea1y ch\u01b0\u01a1ng tr\u00ecnh Python v\u00e0 qu\u1ea3n l\u00fd g\u00f3i ph\u1ea7n m\u1ec1m.<\/li>\n<li><strong>PyTorch v\u00e0 TensorFlow:<\/strong> framework ph\u1ee5c v\u1ee5 ph\u00e1t tri\u1ec3n v\u00e0 th\u1ef1c thi m\u00f4 h\u00ecnh h\u1ecdc s\u00e2u.<\/li>\n<li><strong>OpenCV:<\/strong> th\u01b0 vi\u1ec7n h\u1ed7 tr\u1ee3 x\u1eed l\u00fd h\u00ecnh \u1ea3nh v\u00e0 c\u00e1c t\u00e1c v\u1ee5 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh.<\/li>\n<li><strong>CUDA v\u00e0 cuDNN:<\/strong> c\u00e1c th\u00e0nh ph\u1ea7n h\u1ed7 tr\u1ee3 t\u00ednh to\u00e1n t\u0103ng t\u1ed1c tr\u00ean GPU NVIDIA.<\/li>\n<li><strong>Git:<\/strong> h\u1ed7 tr\u1ee3 qu\u1ea3n l\u00fd m\u00e3 ngu\u1ed3n v\u00e0 theo d\u00f5i thay \u0111\u1ed5i trong d\u1ef1 \u00e1n.<\/li>\n<li><strong>Ollama:<\/strong> c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 t\u1ea3i v\u00e0 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef t\u01b0\u01a1ng th\u00edch.<\/li>\n<li><strong>tmux v\u00e0 screen:<\/strong> h\u1ed7 tr\u1ee3 duy tr\u00ec, qu\u1ea3n l\u00fd nhi\u1ec1u phi\u00ean l\u00e0m vi\u1ec7c tr\u00ean Terminal.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/gpu.vnso.vn\/\"><img decoding=\"async\" class=\"alignnone size-medium wp-image-24839\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Nhung-nen-tang-Kho-Models-AI-dang-chu-y-hien-nay-800x416.jpg\" alt=\"Nh\u1eefng n\u1ec1n t\u1ea3ng Kho Models AI \u0111\u00e1ng ch\u00fa \u00fd hi\u1ec7n nay\" width=\"800\" height=\"416\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Nhung-nen-tang-Kho-Models-AI-dang-chu-y-hien-nay-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Nhung-nen-tang-Kho-Models-AI-dang-chu-y-hien-nay-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Nhung-nen-tang-Kho-Models-AI-dang-chu-y-hien-nay-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Nhung-nen-tang-Kho-Models-AI-dang-chu-y-hien-nay-18x9.jpg 18w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Nhung-nen-tang-Kho-Models-AI-dang-chu-y-hien-nay.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\">Ng\u01b0\u1eddi d\u00f9ng c\u0169ng c\u00f3 th\u1ec3 c\u1ea7n c\u00e0i th\u00eam th\u01b0 vi\u1ec7n theo y\u00eau c\u1ea7u c\u1ee7a t\u1eebng d\u1ef1 \u00e1n. VNSO \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 <code>pip<\/code> v\u00e0 <code>uv<\/code> \u0111\u1ec3 qu\u1ea3n l\u00fd g\u00f3i ph\u1ea7n m\u1ec1m.<\/p>\n<p style=\"text-align: justify;\">Vi\u1ec7c c\u00f3 s\u1eb5n c\u00e1c th\u00e0nh ph\u1ea7n ph\u1ed5 bi\u1ebfn gi\u00fap r\u00fat ng\u1eafn qu\u00e1 tr\u00ecnh thi\u1ebft l\u1eadp ban \u0111\u1ea7u. Tuy nhi\u00ean, ng\u01b0\u1eddi d\u00f9ng v\u1eabn c\u1ea7n ki\u1ec3m tra phi\u00ean b\u1ea3n th\u01b0 vi\u1ec7n v\u00e0 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch v\u1edbi model \u0111ang s\u1eed d\u1ee5ng.<\/p>\n<h3 style=\"text-align: justify;\" data-pm-slice=\"1 1 []\">T\u1ea3i model t\u1eeb kho n\u1ed9i b\u1ed9<\/h3>\n<p style=\"text-align: justify;\">Theo video h\u01b0\u1edbng d\u1eabn c\u1ee7a VNSO, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 t\u1ea3i model t\u1eeb kho n\u1ed9i b\u1ed9 tr\u00ean h\u1ec7 th\u1ed1ng Cloud GPU. Quy tr\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 h\u1ea1n ch\u1ebf vi\u1ec7c ph\u1ea3i t\u00ecm ngu\u1ed3n t\u1ea3i v\u00e0 chuy\u1ec3n c\u00e1c t\u1ec7p model l\u1edbn t\u1eeb Internet v\u1ec1 m\u00e1y ch\u1ee7.<\/p>\n<p style=\"text-align: justify;\">Trong video, VNSO minh h\u1ecda thao t\u00e1c t\u1ea3i model th\u00f4ng qua l\u1ec7nh <code dir=\"ltr\">get model<\/code>. Ng\u01b0\u1eddi d\u00f9ng th\u1ef1c hi\u1ec7n l\u1ec7nh trong Terminal sau khi \u0111\u00e3 k\u1ebft n\u1ed1i v\u00e0o m\u00e1y ch\u1ee7.<\/p>\n<p style=\"text-align: justify;\">C\u00fa ph\u00e1p v\u00e0 t\u00ean model c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u1ed1i chi\u1ebfu v\u1edbi h\u01b0\u1edbng d\u1eabn \u0111ang \u00e1p d\u1ee5ng tr\u00ean h\u1ec7 th\u1ed1ng. Kh\u00f4ng n\u00ean t\u1ef1 suy \u0111o\u00e1n tham s\u1ed1 ho\u1eb7c thay \u0111\u1ed5i l\u1ec7nh n\u1ebfu ch\u01b0a bi\u1ebft c\u00e1ch c\u00f4ng c\u1ee5 x\u1eed l\u00fd model.<\/p>\n<h3 style=\"text-align: justify;\">K\u1ebft h\u1ee3p v\u1edbi t\u00e0i nguy\u00ean GPU theo nhu c\u1ea7u<\/h3>\n<p style=\"text-align: justify;\">Kho model cung c\u1ea5p \u0111i\u1ec3m truy c\u1eadp \u0111\u1ebfn m\u00f4 h\u00ecnh, c\u00f2n Cloud GPU cung c\u1ea5p t\u00e0i nguy\u00ean t\u00ednh to\u00e1n \u0111\u1ec3 th\u1ef1c thi ch\u00fang. Vi\u1ec7c k\u1ebft h\u1ee3p hai th\u00e0nh ph\u1ea7n gi\u00fap ng\u01b0\u1eddi d\u00f9ng l\u1ef1a ch\u1ecdn GPU theo y\u00eau c\u1ea7u c\u1ee7a model v\u00e0 workload.<\/p>\n<p style=\"text-align: justify;\">VNSO cung c\u1ea5p nhi\u1ec1u c\u1ea5u h\u00ecnh GPU, bao g\u1ed3m c\u00e1c d\u00f2ng RTX v\u00e0 NVIDIA A100. M\u1ed7i c\u1ea5u h\u00ecnh c\u00f3 dung l\u01b0\u1ee3ng VRAM v\u00e0 kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n kh\u00e1c nhau, v\u00ec v\u1eady l\u1ef1a ch\u1ecdn ph\u00f9 h\u1ee3p c\u1ea7n d\u1ef1a tr\u00ean y\u00eau c\u1ea7u th\u1ef1c t\u1ebf thay v\u00ec ch\u1ec9 d\u1ef1a v\u00e0o t\u00ean GPU.<\/p>\n<p style=\"text-align: justify;\">Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 c\u00e2n nh\u1eafc thu\u00ea GPU theo gi\u1edd khi c\u1ea7n th\u1eed nghi\u1ec7m trong th\u1eddi gian ng\u1eafn. V\u1edbi d\u1ef1 \u00e1n ch\u1ea1y th\u01b0\u1eddng xuy\u00ean ho\u1eb7c k\u00e9o d\u00e0i, thu\u00ea theo th\u00e1ng c\u00f3 th\u1ec3 thu\u1eadn ti\u1ec7n h\u01a1n trong vi\u1ec7c qu\u1ea3n l\u00fd chi ph\u00ed.<\/p>\n<p><strong>&gt;&gt;&gt; Xem th\u00eam <a href=\"https:\/\/vnso.vn\/en\/kho-models-ai-la-gi\/\">Kho Models AI l\u00e0 g\u00ec? T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft<\/a><\/strong><\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/gpu.vnso.vn\/models\"><img decoding=\"async\" class=\"alignnone size-medium wp-image-24607\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/05\/Cloud-GPU-danh-cho-Training-Model-AI-Giai-phap-moi-nhat-hien-nay-800x416.jpg\" alt=\"Cloud GPU d\u00e0nh cho Training Model AI (Gi\u1ea3i ph\u00e1p m\u1edbi nh\u1ea5t hi\u1ec7n nay)\" width=\"800\" height=\"416\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/05\/Cloud-GPU-danh-cho-Training-Model-AI-Giai-phap-moi-nhat-hien-nay-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/05\/Cloud-GPU-danh-cho-Training-Model-AI-Giai-phap-moi-nhat-hien-nay-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/05\/Cloud-GPU-danh-cho-Training-Model-AI-Giai-phap-moi-nhat-hien-nay-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/05\/Cloud-GPU-danh-cho-Training-Model-AI-Giai-phap-moi-nhat-hien-nay-18x9.jpg 18w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/05\/Cloud-GPU-danh-cho-Training-Model-AI-Giai-phap-moi-nhat-hien-nay.jpg 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<h2 style=\"text-align: justify;\">H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng Kho Models AI VNSO t\u1eebng b\u01b0\u1edbc<\/h2>\n<p style=\"text-align: justify;\">Quy tr\u00ecnh d\u01b0\u1edbi \u0111\u00e2y \u0111\u01b0\u1ee3c t\u1ed5ng h\u1ee3p t\u1eeb video h\u01b0\u1edbng d\u1eabn do VNSO c\u00f4ng b\u1ed1. Giao di\u1ec7n v\u00e0 thao t\u00e1c c\u1ee5 th\u1ec3 c\u00f3 th\u1ec3 thay \u0111\u1ed5i theo phi\u00ean b\u1ea3n h\u1ec7 th\u1ed1ng, v\u00ec v\u1eady h\u00e3y \u01b0u ti\u00ean h\u01b0\u1edbng d\u1eabn \u0111ang hi\u1ec3n th\u1ecb tr\u00ean t\u00e0i kho\u1ea3n c\u1ee7a b\u1ea1n.<\/p>\n<h3 style=\"text-align: justify;\">B\u01b0\u1edbc 1: Thu\u00ea Cloud GPU v\u00e0 l\u1ea5y th\u00f4ng tin k\u1ebft n\u1ed1i<\/h3>\n<p style=\"text-align: justify;\">Truy c\u1eadp <a href=\"https:\/\/gpu.vnso.vn\/\">Cloud GPU VNSO<\/a> v\u00e0 l\u1ef1a ch\u1ecdn c\u1ea5u h\u00ecnh ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u. Tr\u01b0\u1edbc khi thu\u00ea, h\u00e3y x\u00e1c \u0111\u1ecbnh model d\u1ef1 ki\u1ebfn s\u1eed d\u1ee5ng, dung l\u01b0\u1ee3ng VRAM c\u1ea7n thi\u1ebft v\u00e0 th\u1eddi gian ch\u1ea1y d\u1ef1 \u00e1n.<\/p>\n<p style=\"text-align: justify;\">Sau khi kh\u1edfi t\u1ea1o m\u00e1y ch\u1ee7 th\u00e0nh c\u00f4ng, m\u1edf giao di\u1ec7n qu\u1ea3n l\u00fd GPU. T\u00ecm m\u1ee5c th\u00f4ng tin k\u1ebft n\u1ed1i SSH v\u00e0 sao ch\u00e9p l\u1ec7nh k\u1ebft n\u1ed1i do h\u1ec7 th\u1ed1ng cung c\u1ea5p.<\/p>\n<p style=\"text-align: justify;\">SSH (Secure Shell) l\u00e0 giao th\u1ee9c cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy c\u1eadp v\u00e0 \u0111i\u1ec1u khi\u1ec3n m\u00e1y ch\u1ee7 t\u1eeb xa th\u00f4ng qua Terminal. B\u1ea1n c\u1ea7n gi\u1eef th\u00f4ng tin x\u00e1c th\u1ef1c \u1edf n\u01a1i an to\u00e0n v\u00e0 kh\u00f4ng chia s\u1ebb m\u1eadt kh\u1ea9u cho ng\u01b0\u1eddi kh\u00f4ng c\u00f3 quy\u1ec1n truy c\u1eadp.<\/p>\n<h3 style=\"text-align: justify;\">B\u01b0\u1edbc 2: K\u1ebft n\u1ed1i m\u00e1y ch\u1ee7 qua SSH<\/h3>\n<p style=\"text-align: justify;\">M\u1edf \u1ee9ng d\u1ee5ng Terminal tr\u00ean m\u00e1y t\u00ednh. B\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Terminal c\u00f3 s\u1eb5n tr\u00ean h\u1ec7 \u0111i\u1ec1u h\u00e0nh t\u01b0\u01a1ng th\u00edch ho\u1eb7c m\u1ed9t \u1ee9ng d\u1ee5ng SSH chuy\u00ean d\u1ee5ng.<\/p>\n<p style=\"text-align: justify;\">D\u00e1n l\u1ec7nh SSH \u0111\u00e3 sao ch\u00e9p t\u1eeb giao di\u1ec7n VNSO r\u1ed3i nh\u1ea5n Enter. Khi h\u1ec7 th\u1ed1ng y\u00eau c\u1ea7u m\u1eadt kh\u1ea9u, h\u00e3y sao ch\u00e9p m\u1eadt kh\u1ea9u t\u1eeb trang qu\u1ea3n l\u00fd v\u00e0 nh\u1eadp v\u00e0o Terminal theo h\u01b0\u1edbng d\u1eabn.<\/p>\n<p style=\"text-align: justify;\">N\u1ebfu th\u00f4ng tin k\u1ebft n\u1ed1i ch\u00ednh x\u00e1c, Terminal s\u1ebd m\u1edf phi\u00ean l\u00e0m vi\u1ec7c tr\u00ean m\u00e1y ch\u1ee7. N\u1ebfu kh\u00f4ng k\u1ebft n\u1ed1i \u0111\u01b0\u1ee3c, h\u00e3y ki\u1ec3m tra l\u1ea1i \u0111\u1ecba ch\u1ec9 m\u00e1y ch\u1ee7, c\u1ed5ng SSH, th\u00f4ng tin x\u00e1c th\u1ef1c v\u00e0 tr\u1ea1ng th\u00e1i m\u00e1y GPU.<\/p>\n<h3 style=\"text-align: justify;\">B\u01b0\u1edbc 3: Ki\u1ec3m tra GPU tr\u01b0\u1edbc khi t\u1ea3i model<\/h3>\n<p style=\"text-align: justify;\">Sau khi \u0111\u0103ng nh\u1eadp th\u00e0nh c\u00f4ng, nh\u1eadp l\u1ec7nh sau trong Terminal:<\/p>\n<p style=\"text-align: justify;\"><code dir=\"ltr\">nvidia-smi<\/code><\/p>\n<p style=\"text-align: justify;\">L\u1ec7nh n\u00e0y hi\u1ec3n th\u1ecb th\u00f4ng tin GPU NVIDIA m\u00e0 h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n, bao g\u1ed3m t\u00ean GPU, dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb v\u00e0 m\u1ee9c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean. \u0110\u00e2y l\u00e0 b\u01b0\u1edbc ki\u1ec3m tra c\u01a1 b\u1ea3n \u0111\u1ec3 x\u00e1c nh\u1eadn GPU c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c truy c\u1eadp t\u1eeb m\u00f4i tr\u01b0\u1eddng hi\u1ec7n t\u1ea1i.<\/p>\n<p style=\"text-align: justify;\">N\u1ebfu l\u1ec7nh kh\u00f4ng ho\u1ea1t \u0111\u1ed9ng ho\u1eb7c kh\u00f4ng hi\u1ec3n th\u1ecb GPU nh\u01b0 d\u1ef1 ki\u1ebfn, h\u00e3y ki\u1ec3m tra tr\u1ea1ng th\u00e1i m\u00e1y ch\u1ee7 v\u00e0 li\u00ean h\u1ec7 b\u1ed9 ph\u1eadn k\u1ef9 thu\u1eadt khi c\u1ea7n. Kh\u00f4ng n\u00ean ti\u1ebfp t\u1ee5c t\u1ea3i ho\u1eb7c ch\u1ea1y model tr\u01b0\u1edbc khi x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n.<\/p>\n<h3 style=\"text-align: justify;\">B\u01b0\u1edbc 4: T\u1ea3i model t\u1eeb Kho Models AI<\/h3>\n<p style=\"text-align: justify;\">Sau khi ki\u1ec3m tra GPU, b\u1ea1n c\u00f3 th\u1ec3 b\u1eaft \u0111\u1ea7u t\u1ea3i model t\u1eeb kho n\u1ed9i b\u1ed9 theo h\u01b0\u1edbng d\u1eabn c\u1ee7a VNSO. Video minh h\u1ecda vi\u1ec7c s\u1eed d\u1ee5ng l\u1ec7nh <code dir=\"ltr\">get model<\/code> \u0111\u1ec3 t\u1ea3i model, v\u1edbi c\u00e1c v\u00ed d\u1ee5 nh\u01b0 Llama v\u00e0 Gemma.<\/p>\n<p style=\"text-align: justify;\">C\u00fa ph\u00e1p th\u1ef1c t\u1ebf c\u00f3 th\u1ec3 ph\u1ee5 thu\u1ed9c v\u00e0o c\u00f4ng c\u1ee5 v\u00e0 phi\u00ean b\u1ea3n h\u1ec7 th\u1ed1ng. H\u00e3y x\u00e1c nh\u1eadn t\u00ean model c\u00f9ng c\u00e1ch g\u1ecdi l\u1ec7nh tr\u00ean t\u00e0i li\u1ec7u h\u01b0\u1edbng d\u1eabn hi\u1ec7n h\u00e0nh tr\u01b0\u1edbc khi th\u1ef1c hi\u1ec7n.<\/p>\n<p style=\"text-align: justify;\">Trong qu\u00e1 tr\u00ecnh t\u1ea3i, c\u1ea7n \u0111\u1ea3m b\u1ea3o m\u00e1y ch\u1ee7 c\u00f3 \u0111\u1ee7 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef. Ngo\u00e0i dung l\u01b0\u1ee3ng t\u1ec7p model, b\u1ea1n n\u00ean d\u00e0nh th\u00eam kh\u00f4ng gian cho th\u01b0 vi\u1ec7n, d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o, b\u1ed9 nh\u1edb \u0111\u1ec7m v\u00e0 c\u00e1c t\u1ec7p ph\u00e1t sinh trong qu\u00e1 tr\u00ecnh ch\u1ea1y.<\/p>\n<h3 style=\"text-align: justify;\">B\u01b0\u1edbc 5: Kh\u1edfi ch\u1ea1y \u1ee9ng d\u1ee5ng v\u00e0 m\u1edf c\u1ed5ng truy c\u1eadp n\u1ebfu c\u1ea7n<\/h3>\n<p style=\"text-align: justify;\">Sau khi t\u1ea3i model th\u00e0nh c\u00f4ng, th\u1ef1c hi\u1ec7n c\u00e1c b\u01b0\u1edbc kh\u1edfi ch\u1ea1y theo h\u01b0\u1edbng d\u1eabn d\u00e0nh cho model ho\u1eb7c \u1ee9ng d\u1ee5ng t\u01b0\u01a1ng \u1ee9ng. T\u00f9y c\u00e1ch tri\u1ec3n khai, b\u1ea1n c\u00f3 th\u1ec3 c\u1ea7n c\u00e0i th\u00eam th\u01b0 vi\u1ec7n, c\u1ea5u h\u00ecnh tham s\u1ed1 ho\u1eb7c ch\u1ecdn ph\u01b0\u01a1ng th\u1ee9c suy lu\u1eadn ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\">N\u1ebfu \u1ee9ng d\u1ee5ng c\u1ea7n \u0111\u01b0\u1ee3c truy c\u1eadp t\u1eeb tr\u00ecnh duy\u1ec7t ho\u1eb7c m\u1ed9t m\u00e1y t\u00ednh kh\u00e1c, h\u00e3y l\u00e0m theo h\u01b0\u1edbng d\u1eabn m\u1edf c\u1ed5ng tr\u00ean giao di\u1ec7n VNSO. Theo video, h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 cung c\u1ea5p \u0111\u01b0\u1eddng d\u1eabn k\u1ebft n\u1ed1i sau khi ng\u01b0\u1eddi d\u00f9ng nh\u1eadp c\u1ed5ng \u1ee9ng d\u1ee5ng v\u00e0 x\u00e1c nh\u1eadn.<\/p>\n<p style=\"text-align: justify;\">Kh\u00f4ng ph\u1ea3i model n\u00e0o c\u0169ng t\u1ef1 t\u1ea1o th\u00e0nh m\u1ed9t \u1ee9ng d\u1ee5ng web c\u00f3 th\u1ec3 truy c\u1eadp ngay. Vi\u1ec7c m\u1edf c\u1ed5ng ch\u1ec9 cho ph\u00e9p k\u1ebft n\u1ed1i \u0111\u1ebfn d\u1ecbch v\u1ee5 \u0111ang l\u1eafng nghe tr\u00ean c\u1ed5ng \u0111\u00f3; b\u1ea3n th\u00e2n model v\u1eabn c\u1ea7n \u0111\u01b0\u1ee3c kh\u1edfi ch\u1ea1y b\u1eb1ng ph\u1ea7n m\u1ec1m ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\">Khi tri\u1ec3n khai \u1ee9ng d\u1ee5ng ra b\u00ean ngo\u00e0i, h\u00e3y ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp v\u00e0 tr\u00e1nh c\u00f4ng khai endpoint nh\u1ea1y c\u1ea3m. V\u1edbi m\u00f4i tr\u01b0\u1eddng th\u1eed nghi\u1ec7m, ch\u1ec9 m\u1edf nh\u1eefng c\u1ed5ng th\u1ef1c s\u1ef1 c\u1ea7n thi\u1ebft.<\/p>\n<h2 style=\"text-align: justify;\">L\u01b0u \u00fd khi ch\u1ecdn model v\u00e0 v\u1eadn h\u00e0nh tr\u00ean Cloud GPU<\/h2>\n<p style=\"text-align: justify;\">C\u00f3 s\u1eb5n model trong kho gi\u00fap gi\u1ea3m c\u00f4ng vi\u1ec7c t\u00ecm ki\u1ebfm v\u00e0 t\u1ea3i d\u1eef li\u1ec7u. Tuy nhi\u00ean, \u0111\u1ec3 \u1ee9ng d\u1ee5ng ho\u1ea1t \u0111\u1ed9ng \u1ed5n \u0111\u1ecbnh, ng\u01b0\u1eddi d\u00f9ng v\u1eabn c\u1ea7n l\u1ef1a ch\u1ecdn \u0111\u00fang model, ki\u1ec3m tra ph\u1ea7n c\u1ee9ng v\u00e0 chu\u1ea9n b\u1ecb ph\u01b0\u01a1ng \u00e1n qu\u1ea3n l\u00fd d\u1eef li\u1ec7u.<\/p>\n<h3 style=\"text-align: justify;\"><strong>Ki\u1ec3m tra y\u00eau c\u1ea7u VRAM tr\u01b0\u1edbc khi ch\u1ea1y model<\/strong><\/h3>\n<p style=\"text-align: justify;\">Dung l\u01b0\u1ee3ng b\u1ed9 nh\u1edb GPU c\u1ea7n thi\u1ebft ph\u1ee5 thu\u1ed9c v\u00e0o k\u00edch th\u01b0\u1edbc model, \u0111\u1ecbnh d\u1ea1ng tr\u1ecdng s\u1ed1, m\u1ee9c l\u01b0\u1ee3ng t\u1eed h\u00f3a, \u0111\u1ed9 d\u00e0i ng\u1eef c\u1ea3nh v\u00e0 workload. Model l\u1edbn h\u01a1n kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng ph\u00f9 h\u1ee3p v\u1edbi GPU c\u00f3 \u00edt VRAM, ngay c\u1ea3 khi m\u00e1y ch\u1ee7 \u0111\u00e3 c\u00e0i s\u1eb5n c\u00e1c th\u01b0 vi\u1ec7n AI.<\/p>\n<h3 style=\"text-align: justify;\"><strong>Ph\u00e2n bi\u1ec7t t\u1ea3i model v\u1edbi ch\u1ea1y model<\/strong><\/h3>\n<p style=\"text-align: justify;\">T\u1ea3i model l\u00e0 qu\u00e1 tr\u00ecnh \u0111\u01b0a c\u00e1c t\u1ec7p c\u1ea7n thi\u1ebft v\u00e0o m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c. \u0110\u1ec3 suy lu\u1eadn ho\u1eb7c hu\u1ea5n luy\u1ec7n, ng\u01b0\u1eddi d\u00f9ng c\u00f2n ph\u1ea3i s\u1eed d\u1ee5ng runtime hay framework t\u01b0\u01a1ng th\u00edch, c\u1ea5u h\u00ecnh tham s\u1ed1 v\u00e0 cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o theo y\u00eau c\u1ea7u.<\/p>\n<h3 style=\"text-align: justify;\"><strong>Ki\u1ec3m tra phi\u00ean b\u1ea3n CUDA v\u00e0 framework<\/strong><\/h3>\n<p style=\"text-align: justify;\">CUDA, driver NVIDIA v\u00e0 c\u00e1c th\u01b0 vi\u1ec7n nh\u01b0 PyTorch c\u1ea7n c\u00f3 t\u1ed5 h\u1ee3p phi\u00ean b\u1ea3n t\u01b0\u01a1ng th\u00edch. T\u00e0i li\u1ec7u ch\u00ednh th\u1ee9c c\u1ee7a <a href=\"https:\/\/docs.nvidia.com\/deploy\/cuda-compatibility\/latest\/why-cuda-compatibility.html\">NVIDIA v\u1ec1 CUDA Compatibility<\/a> gi\u1ea3i th\u00edch c\u00e1c y\u00eau c\u1ea7u t\u01b0\u01a1ng th\u00edch gi\u1eefa \u1ee9ng d\u1ee5ng, CUDA Toolkit v\u00e0 driver. N\u1ebfu c\u00e0i th\u00eam g\u00f3i ph\u1ea7n m\u1ec1m, h\u00e3y ki\u1ec3m tra y\u00eau c\u1ea7u c\u1ee7a phi\u00ean b\u1ea3n \u0111ang d\u00f9ng thay v\u00ec n\u00e2ng c\u1ea5p ng\u1eabu nhi\u00ean to\u00e0n b\u1ed9 m\u00f4i tr\u01b0\u1eddng.<\/p>\n<p style=\"text-align: justify;\"><strong>&gt;&gt;&gt; Xem th\u00eam <a href=\"https:\/\/vnso.vn\/en\/cuda-la-gi\/\">CUDA l\u00e0 g\u00ec? T\u1ea5t c\u1ea3 nh\u1eefng g\u00ec b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 CUDA<\/a><\/strong><\/p>\n<h3 style=\"text-align: justify;\"><strong>\u0110\u1ecdc gi\u1ea5y ph\u00e9p v\u00e0 t\u00e0i li\u1ec7u c\u1ee7a model<\/strong><\/h3>\n<p style=\"text-align: justify;\">Model c\u00f3 th\u1ec3 c\u00f3 \u0111i\u1ec1u ki\u1ec7n s\u1eed d\u1ee5ng kh\u00e1c nhau, k\u1ec3 c\u1ea3 khi tr\u1ecdng s\u1ed1 \u0111\u01b0\u1ee3c c\u00f4ng khai. H\u00e3y xem model card, gi\u1ea5y ph\u00e9p, m\u1ee5c \u0111\u00edch s\u1eed d\u1ee5ng v\u00e0 c\u00e1c gi\u1edbi h\u1ea1n do nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f4ng b\u1ed1. T\u00e0i li\u1ec7u <a href=\"https:\/\/huggingface.co\/docs\/hub\/en\/model-cards\">Model Cards c\u1ee7a Hugging Face<\/a> l\u00e0 m\u1ed9t ngu\u1ed3n tham kh\u1ea3o h\u1eefu \u00edch \u0111\u1ec3 ki\u1ec3m tra th\u00f4ng tin n\u00e0y.<\/p>\n<h3 style=\"text-align: justify;\"><strong>Theo d\u00f5i chi ph\u00ed v\u00e0 th\u1eddi gian s\u1eed d\u1ee5ng GPU<\/strong><\/h3>\n<p style=\"text-align: justify;\">V\u1edbi c\u00e1c th\u1eed nghi\u1ec7m ng\u1eafn, thu\u00ea theo gi\u1edd gi\u00fap linh ho\u1ea1t h\u01a1n trong vi\u1ec7c ki\u1ec3m so\u00e1t th\u1eddi gian s\u1eed d\u1ee5ng. Tr\u01b0\u1edbc khi ch\u1ea1y workload k\u00e9o d\u00e0i, n\u00ean ki\u1ec3m tra m\u1ee9c ti\u00eau th\u1ee5 t\u00e0i nguy\u00ean, dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef v\u00e0 ph\u01b0\u01a1ng \u00e1n l\u01b0u l\u1ea1i d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft.<\/p>\n<h3 style=\"text-align: justify;\"><strong>B\u1ea3o v\u1ec7 d\u1eef li\u1ec7u v\u00e0 th\u00f4ng tin truy c\u1eadp<\/strong><\/h3>\n<p style=\"text-align: justify;\">Kh\u00f4ng chia s\u1ebb m\u1eadt kh\u1ea9u SSH, kh\u00f3a truy c\u1eadp ho\u1eb7c d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m trong c\u00e1c k\u00eanh c\u00f4ng khai. Khi tri\u1ec3n khai d\u1ecbch v\u1ee5 c\u00f3 endpoint b\u00ean ngo\u00e0i, h\u00e3y c\u1ea5u h\u00ecnh quy\u1ec1n truy c\u1eadp v\u00e0 x\u00e1c th\u1ef1c ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\">N\u1ebfu g\u1eb7p l\u1ed7i trong qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng, h\u00e3y ghi l\u1ea1i th\u00f4ng b\u00e1o l\u1ed7i, l\u1ec7nh \u0111\u00e3 ch\u1ea1y, th\u00f4ng tin GPU v\u00e0 phi\u00ean b\u1ea3n th\u01b0 vi\u1ec7n li\u00ean quan. Nh\u1eefng d\u1eef li\u1ec7u n\u00e0y gi\u00fap x\u00e1c \u0111\u1ecbnh nguy\u00ean nh\u00e2n nhanh h\u01a1n khi c\u1ea7n h\u1ed7 tr\u1ee3 k\u1ef9 thu\u1eadt.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/gpu.vnso.vn\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-24740\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/06\/Thue-Cloud-GPU-VNSO-theo-gio-thang-09.2026-800x416.png\" alt=\"Thu\u00ea Cloud GPU VNSO theo gi\u1edd th\u00e1ng 09.2026\" width=\"800\" height=\"416\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2025\/06\/Thue-Cloud-GPU-VNSO-theo-gio-thang-09.2026-800x416.png 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/06\/Thue-Cloud-GPU-VNSO-theo-gio-thang-09.2026-1024x532.png 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/06\/Thue-Cloud-GPU-VNSO-theo-gio-thang-09.2026-768x399.png 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/06\/Thue-Cloud-GPU-VNSO-theo-gio-thang-09.2026-18x9.png 18w, https:\/\/vnso.vn\/wp-content\/uploads\/2025\/06\/Thue-Cloud-GPU-VNSO-theo-gio-thang-09.2026.png 1200w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/p>\n<h2 style=\"text-align: justify;\">Khi n\u00e0o n\u00ean s\u1eed d\u1ee5ng Kho Models AI VNSO?<\/h2>\n<p style=\"text-align: justify;\">Kho Models AI VNSO ph\u00f9 h\u1ee3p v\u1edbi ng\u01b0\u1eddi d\u00f9ng mu\u1ed1n th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh AI tr\u00ean GPU m\u00e0 kh\u00f4ng ph\u1ea3i t\u1ef1 chu\u1ea9n b\u1ecb to\u00e0n b\u1ed9 m\u00f4i tr\u01b0\u1eddng t\u1eeb \u0111\u1ea7u. Vi\u1ec7c k\u1ebft h\u1ee3p kho model v\u00e0 Cloud GPU c\u00f3 th\u1ec3 gi\u1ea3m m\u1ed9t s\u1ed1 b\u01b0\u1edbc thi\u1ebft l\u1eadp, \u0111\u1eb7c bi\u1ec7t khi l\u00e0m vi\u1ec7c v\u1edbi c\u00e1c m\u00f4 h\u00ecnh c\u00f3 dung l\u01b0\u1ee3ng l\u1edbn.<\/p>\n<p style=\"text-align: justify;\">V\u1edbi l\u1eadp tr\u00ecnh vi\u00ean, n\u1ec1n t\u1ea3ng c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m model, ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng v\u00e0 ki\u1ec3m tra kh\u1ea3 n\u0103ng suy lu\u1eadn. V\u1edbi nh\u00f3m nghi\u00ean c\u1ee9u ho\u1eb7c startup, thu\u00ea GPU theo nhu c\u1ea7u gi\u00fap ti\u1ebfp c\u1eadn t\u00e0i nguy\u00ean t\u00ednh to\u00e1n m\u00e0 ch\u01b0a c\u1ea7n \u0111\u1ea7u t\u01b0 h\u1ec7 th\u1ed1ng GPU ri\u00eang.<\/p>\n<p style=\"text-align: justify;\">\u0110\u1ed1i v\u1edbi doanh nghi\u1ec7p, l\u1ef1a ch\u1ecdn model v\u00e0 c\u1ea5u h\u00ecnh GPU c\u1ea7n d\u1ef1a tr\u00ean workload th\u1ef1c t\u1ebf, y\u00eau c\u1ea7u b\u1ea3o m\u1eadt v\u00e0 ng\u00e2n s\u00e1ch v\u1eadn h\u00e0nh. Tr\u01b0\u1edbc khi \u0111\u01b0a \u1ee9ng d\u1ee5ng v\u00e0o s\u1ea3n xu\u1ea5t, n\u00ean ki\u1ec3m th\u1eed hi\u1ec7u n\u0103ng, kh\u1ea3 n\u0103ng ch\u1ecbu t\u1ea3i, \u0111\u1ed9 \u1ed5n \u0111\u1ecbnh v\u00e0 \u0111i\u1ec1u ki\u1ec7n c\u1ea5p ph\u00e9p c\u1ee7a model.<\/p>\n<p style=\"text-align: justify;\">Kho Models AI kh\u00f4ng thay th\u1ebf ho\u00e0n to\u00e0n ki\u1ebfn th\u1ee9c tri\u1ec3n khai AI. Ng\u01b0\u1eddi d\u00f9ng v\u1eabn c\u1ea7n hi\u1ec3u y\u00eau c\u1ea7u ph\u1ea7n c\u1ee9ng, c\u00e1ch ch\u1ea1y model v\u00e0 c\u00e1ch qu\u1ea3n l\u00fd m\u00f4i tr\u01b0\u1eddng \u0111\u1ec3 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean hi\u1ec7u qu\u1ea3.<\/p>\n<h3 style=\"text-align: justify;\">Tr\u1ea3i nghi\u1ec7m Kho Models AI tr\u00ean Cloud GPU VNSO<\/h3>\n<p style=\"text-align: justify;\">VNSO cung c\u1ea5p d\u1ecbch v\u1ee5 Cloud GPU ph\u1ee5c v\u1ee5 c\u00e1c nhu c\u1ea7u ph\u00e1t tri\u1ec3n AI, th\u1eed nghi\u1ec7m m\u00f4 h\u00ecnh v\u00e0 x\u1eed l\u00fd t\u00ednh to\u00e1n b\u1eb1ng GPU. Kho Models AI c\u00f9ng m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb s\u1eb5n gi\u00fap ng\u01b0\u1eddi d\u00f9ng b\u1eaft \u0111\u1ea7u quy tr\u00ecnh tri\u1ec3n khai thu\u1eadn ti\u1ec7n h\u01a1n.<\/p>\n<p style=\"text-align: justify;\">Truy c\u1eadp <a href=\"https:\/\/gpu.vnso.vn\/\">gpu.vnso.vn<\/a> \u0111\u1ec3 t\u00ecm hi\u1ec3u d\u1ecbch v\u1ee5 Cloud GPU v\u00e0 <a href=\"https:\/\/gpu.vnso.vn\/models\">Kho Models AI VNSO<\/a>. H\u00e3y l\u1ef1a ch\u1ecdn c\u1ea5u h\u00ecnh theo y\u00eau c\u1ea7u c\u1ee7a model v\u00e0 workload, \u0111\u1ed3ng th\u1eddi li\u00ean h\u1ec7 \u0111\u1ed9i ng\u0169 VNSO \u0111\u1ec3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 khi c\u1ea7n t\u01b0 v\u1ea5n k\u1ef9 thu\u1eadt.<\/p>\n<p style=\"text-align: justify;\"><strong>B\u1ea1n c\u00f3 c\u00e2u h\u1ecfi ho\u1eb7c c\u1ea7n t\u01b0 v\u1ea5n tri\u1ec3n khai, li\u00ean h\u1ec7 Sales b\u00e1o gi\u00e1? Li\u00ean h\u1ec7 ngay VNSO!<\/strong><\/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\/24840#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\/24840#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;\">C\u00e2u h\u1ecfi th\u01b0\u1eddng g\u1eb7p v\u1ec1 Kho Models AI VNSO (FAQ)<\/h2>\n<h3 style=\"text-align: justify;\">1. T\u1ea3i model t\u1eeb Kho Models AI VNSO c\u00f3 t\u1ed1n b\u0103ng th\u00f4ng Internet kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">Model \u0111\u01b0\u1ee3c t\u1ea3i t\u1eeb kho n\u1ed9i b\u1ed9 tr\u00ean h\u1ec7 th\u1ed1ng n\u00ean kh\u00f4ng c\u1ea7n t\u1ea3i tr\u1ef1c ti\u1ebfp to\u00e0n b\u1ed9 t\u1ec7p t\u1eeb ngu\u1ed3n b\u00ean ngo\u00e0i. \u0110i\u1ec1u n\u00e0y gi\u00fap gi\u1ea3m nhu c\u1ea7u s\u1eed d\u1ee5ng b\u0103ng th\u00f4ng Internet cho qu\u00e1 tr\u00ecnh t\u1ea3i model.<\/p>\n<h3 style=\"text-align: justify;\">2. Khi d\u1eebng Cloud GPU, model \u0111\u00e3 t\u1ea3i c\u00f3 c\u00f2n kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">\u0110i\u1ec1u n\u00e0y ph\u1ee5 thu\u1ed9c v\u00e0o ch\u00ednh s\u00e1ch l\u01b0u tr\u1eef v\u00e0 tr\u1ea1ng th\u00e1i m\u00e1y ch\u1ee7 \u0111ang s\u1eed d\u1ee5ng. Tr\u01b0\u1edbc khi d\u1eebng ho\u1eb7c kh\u1edfi t\u1ea1o l\u1ea1i m\u00e1y, b\u1ea1n n\u00ean ki\u1ec3m tra c\u01a1 ch\u1ebf l\u01b0u d\u1eef li\u1ec7u v\u00e0 sao l\u01b0u c\u00e1c model, m\u00e3 ngu\u1ed3n c\u00f9ng t\u1ec7p c\u1ea5u h\u00ecnh c\u1ea7n thi\u1ebft.<\/p>\n<h3 style=\"text-align: justify;\">3. C\u00f3 th\u1ec3 s\u1eed d\u1ee5ng model t\u1eeb b\u00ean ngo\u00e0i Kho Models AI VNSO kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">C\u00f3 th\u1ec3 t\u1ea3i model t\u1eeb ngu\u1ed3n b\u00ean ngo\u00e0i n\u1ebfu m\u00f4i tr\u01b0\u1eddng, dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef v\u00e0 c\u1ea5u h\u00ecnh GPU \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u. Ng\u01b0\u1eddi d\u00f9ng c\u1ea7n ki\u1ec3m tra gi\u1ea5y ph\u00e9p, ngu\u1ed3n t\u1ea3i v\u00e0 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch tr\u01b0\u1edbc khi tri\u1ec3n khai.<\/p>\n<h3 style=\"text-align: justify;\">4. Kho Models AI VNSO c\u00f3 ph\u00f9 h\u1ee3p \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">C\u00f3 th\u1ec3 s\u1eed d\u1ee5ng Cloud GPU cho c\u00e1c t\u00e1c v\u1ee5 hu\u1ea5n luy\u1ec7n ho\u1eb7c tinh ch\u1ec9nh n\u1ebfu model, d\u1eef li\u1ec7u v\u00e0 c\u1ea5u h\u00ecnh GPU \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u. Tuy nhi\u00ean, vi\u1ec7c c\u00f3 model trong kho kh\u00f4ng \u0111\u1ed3ng ngh\u0129a model \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n s\u1eb5n theo d\u1eef li\u1ec7u ri\u00eang c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<h3 style=\"text-align: justify;\">5. L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 ch\u1ecdn GPU ph\u00f9 h\u1ee3p v\u1edbi model?<\/h3>\n<p style=\"text-align: justify;\">H\u00e3y ki\u1ec3m tra dung l\u01b0\u1ee3ng VRAM c\u1ea7n thi\u1ebft, k\u00edch th\u01b0\u1edbc model, m\u1ee9c l\u01b0\u1ee3ng t\u1eed h\u00f3a v\u00e0 workload d\u1ef1 ki\u1ebfn. N\u1ebfu ch\u01b0a ch\u1eafc ch\u1eafn, n\u00ean th\u1eed nghi\u1ec7m tr\u00ean c\u1ea5u h\u00ecnh ph\u00f9 h\u1ee3p tr\u01b0\u1edbc khi l\u1ef1a ch\u1ecdn t\u00e0i nguy\u00ean cho d\u1ef1 \u00e1n d\u00e0i h\u1ea1n.<\/p>\n<h2 style=\"text-align: justify;\"><strong>Th\u00f4ng tin li\u00ean h\u1ec7<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00f4ng tin v\u1ec1 c\u00e1c gi\u1ea3i ph\u00e1p CNTT, Cloud Server, GPU v\u00e0 m\u00e0n h\u00ecnh LED BOE h\u00e0ng \u0111\u1ea7u Vi\u1ec7t Nam, Qu\u00fd kh\u00e1ch vui l\u00f2ng li\u00ean h\u1ec7 ch\u00fang t\u00f4i theo th\u00f4ng tin d\u01b0\u1edbi \u0111\u00e2y:<\/p>\n<p style=\"text-align: justify;\"><strong>C\u00d4NG TY C\u1ed4 PH\u1ea6N C\u00d4NG NGH\u1ec6 VNSO &#8211; SINCE 2015<\/strong><\/p>\n<p style=\"text-align: justify;\">&#8211; Website: <a href=\"https:\/\/vnso.vn\/en\/\">https:\/\/vnso.vn\/<\/a><br \/>\n&#8211; Fanpage: <a href=\"https:\/\/www.facebook.com\/VNSO.VN\/\">Facebook<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/vnso-technology\/\">LinkedIn<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.youtube.com\/@vnsotechnology\">YouTube<\/a>\u00a0|\u00a0<a href=\"https:\/\/www.tiktok.com\/@vnso.congnghe?is_from_webapp=1&amp;sender_device=pc\">TikTok<\/a><br \/>\n&#8211; Hotline: 0927 444 222 | Email: <a href=\"mailto:info@vnso.vn\">info@vnso.vn<\/a><br \/>\n&#8211; 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<br \/>\n&#8211; VPGD \u0110\u00e0 N\u1eb5ng: 30 Nguy\u1ec5n H\u1eefu Th\u1ecd, Ph\u01b0\u1eddng H\u1ea3i Ch\u00e2u, \u0110\u00e0 N\u1eb5ng<br \/>\n&#8211; VPGD H\u00e0 N\u1ed9i: 132 V\u0169 Ph\u1ea1m H\u00e0m, Ph\u01b0\u1eddng Y\u00ean H\u00f2a, H\u00e0 N\u1ed9i<\/p>","protected":false},"excerpt":{"rendered":"<p>Khi tri\u1ec3n khai m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), vi\u1ec7c l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p ch\u1ec9 l\u00e0 m\u1ed9t ph\u1ea7n c\u1ee7a qu\u00e1 tr\u00ecnh. Ng\u01b0\u1eddi d\u00f9ng c\u00f2n c\u1ea7n t\u1ea3i model, chu\u1ea9n b\u1ecb th\u01b0 vi\u1ec7n, c\u1ea5u h\u00ecnh m\u00f4i tr\u01b0\u1eddng v\u00e0 ki\u1ec3m tra kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch tr\u01b0\u1edbc khi ch\u1ea1y \u1ee9ng d\u1ee5ng. Kho Models AI VNSO \u0111\u01b0\u1ee3c ph\u00e1t [&hellip;]<\/p>","protected":false},"author":6,"featured_media":24842,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[680],"tags":[586,761,762],"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>Kho Models AI VNSO l\u00e0 g\u00ec? T\u00ednh n\u0103ng v\u00e0 H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng<\/title>\n<meta name=\"description\" content=\"Kh\u00e1m ph\u00e1 Kho Models AI VNSO v\u1edbi c\u00e1c m\u00f4 h\u00ecnh nh\u01b0 Llama, DeepSeek, Gemma... T\u00ecm hi\u1ec3u t\u00ednh n\u0103ng, c\u00e1ch t\u1ea3i v\u00e0 ch\u1ea1y model nhanh tr\u00ean Cloud GPU\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/vnso.vn\/en\/kho-models-ai-vnso-la-gi\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kho Models AI VNSO l\u00e0 g\u00ec? T\u00ednh n\u0103ng v\u00e0 H\u01b0\u1edbng d\u1eabn s\u1eed d\u1ee5ng\" \/>\n<meta property=\"og:description\" content=\"Kh\u00e1m ph\u00e1 Kho Models AI VNSO v\u1edbi c\u00e1c m\u00f4 h\u00ecnh nh\u01b0 Llama, DeepSeek, Gemma... T\u00ecm hi\u1ec3u t\u00ednh n\u0103ng, c\u00e1ch t\u1ea3i v\u00e0 ch\u1ea1y model nhanh tr\u00ean Cloud GPU\" \/>\n<meta property=\"og:url\" content=\"https:\/\/vnso.vn\/en\/kho-models-ai-vnso-la-gi\/\" \/>\n<meta property=\"og:site_name\" content=\"C\u00d4NG NGH\u1ec6 VNSO\u2122\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/VNSO.VN\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-14T04:12:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-14T04:14:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Kho-Models-AI-VNSO-la-gi.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"624\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"\u0110\u0103ng Hu\u1ef3nh\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u0110\u0103ng Hu\u1ef3nh\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"16 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/vnso.vn\/kho-models-ai-vnso-la-gi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/vnso.vn\/kho-models-ai-vnso-la-gi\/\"},\"author\":{\"name\":\"\u0110\u0103ng Hu\u1ef3nh\",\"@id\":\"https:\/\/vnso.vn\/#\/schema\/person\/f21225ff9ae685c9bc40d5f145166bd7\"},\"headline\":\"Kho Models AI VNSO l\u00e0 g\u00ec? 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