{"id":24792,"date":"2026-10-13T14:27:16","date_gmt":"2026-10-13T07:27:16","guid":{"rendered":"https:\/\/vnso.vn\/?p=24792"},"modified":"2026-10-13T14:27:16","modified_gmt":"2026-10-13T07:27:16","slug":"ai-storage-la-gi-vi-sao-toc-do-doc-du-lieu-quan-trong","status":"publish","type":"post","link":"https:\/\/vnso.vn\/en\/ai-storage-la-gi-vi-sao-toc-do-doc-du-lieu-quan-trong\/","title":{"rendered":"AI Storage l\u00e0 g\u00ec? V\u00ec sao t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u quan tr\u1ecdng?"},"content":{"rendered":"<p style=\"text-align: justify;\">AI Storage l\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Ngo\u00e0i dung l\u01b0\u1ee3ng, t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u c\u0169ng r\u1ea5t quan tr\u1ecdng. Y\u1ebfu t\u1ed1 n\u00e0y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u su\u1ea5t GPU v\u00e0 th\u1eddi gian x\u1eed l\u00fd AI.<\/p>\n<p style=\"text-align: justify;\">Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, AI c\u1ea7n truy c\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c. H\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef ch\u1eadm c\u00f3 th\u1ec3 khi\u1ebfn GPU ph\u1ea3i ch\u1edd. Khi \u0111\u00f3, t\u00e0i nguy\u00ean t\u00ednh to\u00e1n kh\u00f4ng \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng hi\u1ec7u qu\u1ea3. Th\u1eddi gian ho\u00e0n th\u00e0nh c\u00f4ng vi\u1ec7c c\u0169ng c\u00f3 th\u1ec3 k\u00e9o d\u00e0i.<\/p>\n<h2 style=\"text-align: justify;\">Storage cho AI l\u00e0 g\u00ec? Vai tr\u00f2 c\u1ee7a h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef trong AI<\/h2>\n<p style=\"text-align: justify;\">Storage cho AI (AI Storage) l\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef v\u00e0 cung c\u1ea5p d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n, hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. H\u1ec7 th\u1ed1ng n\u00e0y c\u00f3 th\u1ec3 bao g\u1ed3m \u1ed5 c\u1ee9ng SSD, NVMe SSD, h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef t\u1eadp trung, l\u01b0u tr\u1eef ph\u00e2n t\u00e1n v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef tr\u00ean n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y.<\/p>\n<p style=\"text-align: justify;\">Kh\u00e1c v\u1edbi nhu c\u1ea7u l\u01b0u tr\u1eef th\u00f4ng th\u01b0\u1eddng, c\u00e1c \u1ee9ng d\u1ee5ng AI c\u00f3 th\u1ec3 ph\u1ea3i x\u1eed l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, truy c\u1eadp d\u1eef li\u1ec7u li\u00ean t\u1ee5c v\u00e0 ph\u1ee5c v\u1ee5 nhi\u1ec1u t\u00e1c v\u1ee5 \u0111\u1ed3ng th\u1eddi. Do \u0111\u00f3, h\u1ec7 th\u1ed1ng Storage c\u1ea7n \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn d\u1ef1a tr\u00ean \u0111\u1eb7c \u0111i\u1ec3m c\u1ee7a t\u1eebng lo\u1ea1i c\u00f4ng vi\u1ec7c.<\/p>\n<p style=\"text-align: justify;\"><strong>Storage cho AI th\u01b0\u1eddng ph\u1ee5c v\u1ee5 nh\u1eefng nh\u00f3m d\u1eef li\u1ec7u ch\u00ednh sau:<\/strong><\/p>\n<ul style=\"text-align: justify;\">\n<li><strong>D\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n:<\/strong> Bao g\u1ed3m v\u0103n b\u1ea3n, h\u00ecnh \u1ea3nh, video, \u00e2m thanh v\u00e0 c\u00e1c t\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh AI.<\/li>\n<li><strong>Model v\u00e0 tr\u1ecdng s\u1ed1 m\u00f4 h\u00ecnh:<\/strong> Ch\u1ee9a th\u00f4ng tin \u0111\u00e3 \u0111\u01b0\u1ee3c m\u00f4 h\u00ecnh h\u1ecdc trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. Nh\u1eefng d\u1eef li\u1ec7u n\u00e0y c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u1ecdc khi kh\u1edfi ch\u1ea1y ho\u1eb7c tri\u1ec3n khai m\u00f4 h\u00ecnh.<\/li>\n<li><strong>Checkpoint:<\/strong> L\u00e0 b\u1ea3n l\u01b0u tr\u1ea1ng th\u00e1i hu\u1ea5n luy\u1ec7n t\u1ea1i m\u1ed9t th\u1eddi \u0111i\u1ec3m. Checkpoint gi\u00fap kh\u00f4i ph\u1ee5c qu\u00e1 tr\u00ecnh l\u00e0m vi\u1ec7c khi x\u1ea3y ra s\u1ef1 c\u1ed1 ho\u1eb7c ti\u1ebfp t\u1ee5c hu\u1ea5n luy\u1ec7n t\u1eeb tr\u1ea1ng th\u00e1i \u0111\u00e3 l\u01b0u.<\/li>\n<li><strong>D\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 suy lu\u1eadn:<\/strong> Bao g\u1ed3m d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o v\u00e0 nh\u1eefng t\u00e0i nguy\u00ean c\u1ea7n thi\u1ebft \u0111\u1ec3 m\u00f4 h\u00ecnh t\u1ea1o ra k\u1ebft qu\u1ea3.<\/li>\n<li><strong>D\u1eef li\u1ec7u truy xu\u1ea5t:<\/strong> V\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng RAG (Retrieval-Augmented Generation), Storage c\u00f3 th\u1ec3 ch\u1ee9a t\u00e0i li\u1ec7u, embedding v\u00e0 ch\u1ec9 m\u1ee5c \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u00ecm ki\u1ebfm th\u00f4ng tin li\u00ean quan \u0111\u1ebfn c\u00e2u h\u1ecfi c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">M\u1ed7i lo\u1ea1i d\u1eef li\u1ec7u c\u00f3 c\u00e1ch truy c\u1eadp kh\u00e1c nhau. Ch\u1eb3ng h\u1ea1n, qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n c\u00f3 th\u1ec3 c\u1ea7n \u0111\u1ecdc nhi\u1ec1u m\u1eabu d\u1eef li\u1ec7u li\u00ean t\u1ee5c, trong khi h\u1ec7 th\u1ed1ng t\u00ecm ki\u1ebfm vector th\u01b0\u1eddng ph\u1ea3i x\u1eed l\u00fd nhi\u1ec1u truy v\u1ea5n nh\u1ecf. V\u00ec v\u1eady, kh\u00f4ng c\u00f3 m\u1ed9t c\u1ea5u h\u00ecnh Storage t\u1ed1i \u01b0u cho t\u1ea5t c\u1ea3 \u1ee9ng d\u1ee5ng AI.<\/p>\n<p style=\"text-align: justify;\">M\u1ed9t h\u1ec7 th\u1ed1ng Storage ph\u00f9 h\u1ee3p c\u1ea7n c\u00e2n b\u1eb1ng gi\u1eefa dung l\u01b0\u1ee3ng, hi\u1ec7u n\u0103ng, kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, \u0111\u1ed9 tin c\u1eady v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. \u0110\u1eb7c bi\u1ec7t, t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u l\u00e0 y\u1ebfu t\u1ed1 c\u1ea7n quan t\u00e2m v\u00ec n\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn kh\u1ea3 n\u0103ng cung c\u1ea5p d\u1eef li\u1ec7u cho c\u00e1c th\u00e0nh ph\u1ea7n x\u1eed l\u00fd ph\u00eda sau.<\/p>\n<div id=\"attachment_24797\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/https:\/\/gpu.vnso.vn\/\"><img fetchpriority=\"high\" decoding=\"async\" aria-describedby=\"caption-attachment-24797\" class=\"wp-image-24797 size-full\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-cho-AI-va-he-thong-GPU-Server.jpg\" alt=\"H\u1ec7 th\u1ed1ng Storage cho AI k\u1ebft n\u1ed1i v\u1edbi GPU Server \u0111\u1ec3 x\u1eed l\u00fd d\u1eef li\u1ec7u\" width=\"1200\" height=\"624\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-cho-AI-va-he-thong-GPU-Server.jpg 1200w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-cho-AI-va-he-thong-GPU-Server-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-cho-AI-va-he-thong-GPU-Server-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-cho-AI-va-he-thong-GPU-Server-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-cho-AI-va-he-thong-GPU-Server-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-24797\" class=\"wp-caption-text\">Storage cung c\u1ea5p d\u1eef li\u1ec7u cho GPU x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh AI.<\/p><\/div>\n<h2 style=\"text-align: justify;\">V\u00ec sao t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u quan tr\u1ecdng \u0111\u1ed1i v\u1edbi AI?<\/h2>\n<h3 style=\"text-align: justify;\">Gi\u00fap GPU h\u1ea1n ch\u1ebf th\u1eddi gian ch\u1edd d\u1eef li\u1ec7u<\/h3>\n<p style=\"text-align: justify;\">GPU l\u00e0 m\u1ed9t trong nh\u1eefng th\u00e0nh ph\u1ea7n quan tr\u1ecdng c\u1ee7a h\u1ea1 t\u1ea7ng AI. Thi\u1ebft b\u1ecb n\u00e0y th\u1ef1c hi\u1ec7n c\u00e1c ph\u00e9p t\u00ednh song song \u0111\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh ho\u1eb7c t\u1ea1o ra k\u1ebft qu\u1ea3 suy lu\u1eadn. Tuy nhi\u00ean, GPU ch\u1ec9 c\u00f3 th\u1ec3 x\u1eed l\u00fd hi\u1ec7u qu\u1ea3 khi d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft \u0111\u01b0\u1ee3c cung c\u1ea5p k\u1ecbp th\u1eddi.<\/p>\n<p style=\"text-align: justify;\">Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, h\u1ec7 th\u1ed1ng th\u01b0\u1eddng l\u1ea5y d\u1eef li\u1ec7u t\u1eeb Storage, \u0111\u01b0a qua c\u00e1c b\u01b0\u1edbc ti\u1ec1n x\u1eed l\u00fd r\u1ed3i chuy\u1ec3n \u0111\u1ebfn GPU. N\u1ebfu t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u kh\u00f4ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ee7a t\u00e1c v\u1ee5, GPU c\u00f3 th\u1ec3 ph\u1ea3i ch\u1edd batch d\u1eef li\u1ec7u ti\u1ebfp theo.<\/p>\n<p style=\"text-align: justify;\">V\u00ed d\u1ee5, m\u1ed9t h\u1ec7 th\u1ed1ng c\u00f3 GPU m\u1ea1nh nh\u01b0ng s\u1eed d\u1ee5ng Storage ch\u1eadm c\u00f3 th\u1ec3 kh\u00f4ng khai th\u00e1c h\u1ebft n\u0103ng l\u1ef1c t\u00ednh to\u00e1n. Khi GPU x\u1eed l\u00fd xong d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i nh\u01b0ng d\u1eef li\u1ec7u ti\u1ebfp theo ch\u01b0a s\u1eb5n s\u00e0ng, qu\u00e1 tr\u00ecnh t\u00ednh to\u00e1n c\u00f3 th\u1ec3 b\u1ecb gi\u00e1n \u0111o\u1ea1n.<\/p>\n<p style=\"text-align: justify;\">Ng\u01b0\u1ee3c l\u1ea1i, Storage c\u00f3 hi\u1ec7u n\u0103ng ph\u00f9 h\u1ee3p gi\u00fap cung c\u1ea5p d\u1eef li\u1ec7u \u1ed5n \u0111\u1ecbnh h\u01a1n, h\u1ea1n ch\u1ebf t\u00ecnh tr\u1ea1ng ngh\u1ebdn \u1edf kh\u00e2u \u0111\u1ecdc d\u1eef li\u1ec7u v\u00e0 h\u1ed7 tr\u1ee3 n\u00e2ng cao m\u1ee9c s\u1eed d\u1ee5ng GPU.<\/p>\n<p style=\"text-align: justify;\">Theo benchmark MLPerf Storage c\u1ee7a MLCommons, m\u1ed9t trong nh\u1eefng m\u1ee5c ti\u00eau \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng Storage l\u00e0 x\u00e1c \u0111\u1ecbnh kh\u1ea3 n\u0103ng cung c\u1ea5p d\u1eef li\u1ec7u \u0111\u1ec3 c\u00e1c b\u1ed9 t\u0103ng t\u1ed1c AI duy tr\u00ec ho\u1ea1t \u0111\u1ed9ng theo y\u00eau c\u1ea7u c\u1ee7a t\u1eebng workload. \u0110i\u1ec1u n\u00e0y cho th\u1ea5y hi\u1ec7u qu\u1ea3 c\u1ee7a h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 trong m\u1ed1i li\u00ean h\u1ec7 v\u1edbi to\u00e0n b\u1ed9 quy tr\u00ecnh AI, thay v\u00ec ch\u1ec9 nh\u00ecn v\u00e0o th\u00f4ng s\u1ed1 ph\u1ea7n c\u1ee9ng ri\u00eang l\u1ebb.<\/p>\n<p style=\"text-align: justify;\"><strong>&gt;&gt;&gt; T\u00ecm hi\u1ec3u GPU VNSO t\u1ea1i:<\/strong> <a href=\"https:\/\/gpu.vnso.vn\/\">https:\/\/gpu.vnso.vn\/<\/a><\/p>\n<h3 style=\"text-align: justify;\">H\u1ed7 tr\u1ee3 r\u00fat ng\u1eafn th\u1eddi gian hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh<\/h3>\n<p style=\"text-align: justify;\">Hu\u1ea5n luy\u1ec7n AI th\u01b0\u1eddng y\u00eau c\u1ea7u h\u1ec7 th\u1ed1ng \u0111\u1ecdc d\u1eef li\u1ec7u qua nhi\u1ec1u v\u00f2ng l\u1eb7p. V\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, qu\u00e1 tr\u00ecnh n\u00e0y c\u00f3 th\u1ec3 t\u1ea1o ra nhu c\u1ea7u truy xu\u1ea5t \u0111\u00e1ng k\u1ec3.<\/p>\n<p style=\"text-align: justify;\">N\u1ebfu Storage kh\u00f4ng \u0111\u00e1p \u1ee9ng \u0111\u1ee7 th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t trong nh\u1eefng n\u00fat th\u1eaft c\u1ee7a quy tr\u00ecnh hu\u1ea5n luy\u1ec7n. Khi \u0111\u00f3, th\u1eddi gian ch\u1edd d\u1eef li\u1ec7u s\u1ebd l\u00e0m gi\u1ea3m hi\u1ec7u qu\u1ea3 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean t\u00ednh to\u00e1n.<\/p>\n<p style=\"text-align: justify;\">T\u1ed1c \u0111\u1ed9 \u0111\u1ecdc ph\u00f9 h\u1ee3p gi\u00fap h\u1ec7 th\u1ed1ng cung c\u1ea5p d\u1eef li\u1ec7u nhanh h\u01a1n, \u0111\u1eb7c bi\u1ec7t khi nhi\u1ec1u GPU ho\u1eb7c nhi\u1ec1u m\u00e1y ch\u1ee7 c\u00f9ng x\u1eed l\u00fd m\u1ed9t t\u00e1c v\u1ee5. Nh\u1edd \u0111\u00f3, doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 c\u1ee7a quy tr\u00ecnh hu\u1ea5n luy\u1ec7n, th\u1eed nghi\u1ec7m v\u00e0 tinh ch\u1ec9nh m\u00f4 h\u00ecnh.<\/p>\n<p style=\"text-align: justify;\">Tuy nhi\u00ean, c\u1ea7n l\u01b0u \u00fd r\u1eb1ng t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc Storage kh\u00f4ng ph\u1ea3i y\u1ebfu t\u1ed1 duy nh\u1ea5t quy\u1ebft \u0111\u1ecbnh th\u1eddi gian hu\u1ea5n luy\u1ec7n. Hi\u1ec7u n\u0103ng c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o GPU, CPU, RAM, m\u1ea1ng, c\u00e1ch t\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u v\u00e0 ph\u1ea7n m\u1ec1m x\u1eed l\u00fd. Vi\u1ec7c n\u00e2ng c\u1ea5p Storage s\u1ebd mang l\u1ea1i l\u1ee3i \u00edch r\u00f5 r\u1ec7t nh\u1ea5t khi hi\u1ec7u n\u0103ng \u0111\u1ecdc d\u1eef li\u1ec7u \u0111ang l\u00e0 n\u00fat th\u1eaft c\u1ee7a h\u1ec7 th\u1ed1ng.<\/p>\n<h3 style=\"text-align: justify;\">T\u0103ng hi\u1ec7u qu\u1ea3 t\u1ea3i m\u00f4 h\u00ecnh v\u00e0 kh\u00f4i ph\u1ee5c checkpoint<\/h3>\n<p style=\"text-align: justify;\">Ngo\u00e0i d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, AI c\u00f2n ph\u1ea3i \u0111\u1ecdc c\u00e1c t\u1ec7p m\u00f4 h\u00ecnh v\u00e0 checkpoint. V\u1edbi nh\u1eefng m\u00f4 h\u00ecnh l\u1edbn, qu\u00e1 tr\u00ecnh t\u1ea3i d\u1eef li\u1ec7u c\u00f3 th\u1ec3 ti\u00eau t\u1ed1n \u0111\u00e1ng k\u1ec3 th\u1eddi gian v\u00e0 t\u00e0i nguy\u00ean.<\/p>\n<p style=\"text-align: justify;\">Checkpoint gi\u00fap l\u01b0u l\u1ea1i tr\u1ea1ng th\u00e1i hu\u1ea5n luy\u1ec7n \u0111\u1ec3 c\u00f3 th\u1ec3 ti\u1ebfp t\u1ee5c c\u00f4ng vi\u1ec7c sau khi x\u1ea3y ra s\u1ef1 c\u1ed1. Khi c\u1ea7n kh\u00f4i ph\u1ee5c, h\u1ec7 th\u1ed1ng ph\u1ea3i \u0111\u1ecdc c\u00e1c d\u1eef li\u1ec7u \u0111\u00e3 l\u01b0u v\u00e0 n\u1ea1p l\u1ea1i tr\u1ea1ng th\u00e1i t\u01b0\u01a1ng \u1ee9ng.<\/p>\n<p style=\"text-align: justify;\">Theo AWS Storage Blog, c\u00e1c h\u1ec7 th\u1ed1ng hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh l\u1edbn ph\u1ea3i \u0111\u00e1p \u1ee9ng y\u00eau c\u1ea7u cao v\u1ec1 th\u00f4ng l\u01b0\u1ee3ng, \u0111\u1ed9 tr\u1ec5 v\u00e0 dung l\u01b0\u1ee3ng l\u01b0u tr\u1eef khi ghi ho\u1eb7c \u0111\u1ecdc checkpoint. N\u1ebfu qu\u00e1 tr\u00ecnh n\u00e0y m\u1ea5t nhi\u1ec1u th\u1eddi gian, vi\u1ec7c kh\u00f4i ph\u1ee5c hu\u1ea5n luy\u1ec7n c\u0169ng b\u1ecb k\u00e9o d\u00e0i.<\/p>\n<p style=\"text-align: justify;\">Do \u0111\u00f3, Storage c\u00f3 hi\u1ec7u n\u0103ng ph\u00f9 h\u1ee3p kh\u00f4ng ch\u1ec9 h\u1ed7 tr\u1ee3 qu\u00e1 tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u h\u1eb1ng ng\u00e0y m\u00e0 c\u00f2n g\u00f3p ph\u1ea7n n\u00e2ng cao hi\u1ec7u qu\u1ea3 qu\u1ea3n l\u00fd v\u00e0 kh\u00f4i ph\u1ee5c c\u00e1c t\u00e1c v\u1ee5 AI.<\/p>\n<h3 style=\"text-align: justify;\">H\u1ed7 tr\u1ee3 c\u00e1c \u1ee9ng d\u1ee5ng AI truy xu\u1ea5t d\u1eef li\u1ec7u nhanh h\u01a1n<\/h3>\n<p style=\"text-align: justify;\">T\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u c\u0169ng c\u00f3 \u00fd ngh\u0129a \u0111\u1ed1i v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng AI sau khi m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n.<\/p>\n<p style=\"text-align: justify;\">V\u00ed d\u1ee5, h\u1ec7 th\u1ed1ng RAG c\u00f3 th\u1ec3 ph\u1ea3i t\u00ecm ki\u1ebfm th\u00f4ng tin trong kho t\u00e0i li\u1ec7u tr\u01b0\u1edbc khi \u0111\u01b0a d\u1eef li\u1ec7u li\u00ean quan v\u00e0o m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM). V\u1edbi vector database, h\u1ec7 th\u1ed1ng c\u1ea7n \u0111\u1ecdc v\u00e0 truy xu\u1ea5t d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 qu\u00e1 tr\u00ecnh t\u00ecm ki\u1ebfm theo \u0111\u1ed9 t\u01b0\u01a1ng \u0111\u1ed3ng.<\/p>\n<p style=\"text-align: justify;\">N\u1ebfu h\u1ec7 th\u1ed1ng Storage c\u00f3 \u0111\u1ed9 tr\u1ec5 cao ho\u1eb7c kh\u00f4ng x\u1eed l\u00fd t\u1ed1t c\u00e1c y\u00eau c\u1ea7u \u0111\u1ed3ng th\u1eddi, qu\u00e1 tr\u00ecnh truy xu\u1ea5t c\u00f3 th\u1ec3 ch\u1eadm h\u01a1n. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn th\u1eddi gian ph\u1ea3n h\u1ed3i c\u1ee7a \u1ee9ng d\u1ee5ng.<\/p>\n<p style=\"text-align: justify;\">Tuy nhi\u00ean, t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc Storage kh\u00f4ng \u0111\u1ed3ng ngh\u0129a v\u1edbi t\u1ed1c \u0111\u1ed9 ph\u1ea3n h\u1ed3i t\u1ed5ng th\u1ec3 c\u1ee7a AI. Th\u1eddi gian ph\u1ea3n h\u1ed3i c\u00f2n ph\u1ee5 thu\u1ed9c v\u00e0o m\u00f4 h\u00ecnh, qu\u00e1 tr\u00ecnh t\u00ednh to\u00e1n, m\u1ea1ng v\u00e0 nhi\u1ec1u th\u00e0nh ph\u1ea7n kh\u00e1c.<\/p>\n<div id=\"attachment_24813\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/https:\/\/gpu.vnso.vn\/\"><img decoding=\"async\" aria-describedby=\"caption-attachment-24813\" class=\"size-full wp-image-24813\" src=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-ho-tro-ung-dung-AI-truy-xuat-du-lieu.jpg\" alt=\"Storage gi\u00fap \u1ee9ng d\u1ee5ng AI truy xu\u1ea5t d\u1eef li\u1ec7u nhanh h\u01a1n\" width=\"1200\" height=\"624\" srcset=\"https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-ho-tro-ung-dung-AI-truy-xuat-du-lieu.jpg 1200w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-ho-tro-ung-dung-AI-truy-xuat-du-lieu-800x416.jpg 800w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-ho-tro-ung-dung-AI-truy-xuat-du-lieu-1024x532.jpg 1024w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-ho-tro-ung-dung-AI-truy-xuat-du-lieu-768x399.jpg 768w, https:\/\/vnso.vn\/wp-content\/uploads\/2026\/10\/Storage-ho-tro-ung-dung-AI-truy-xuat-du-lieu-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-24813\" class=\"wp-caption-text\">Storage c\u00f3 t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u cao gi\u00fap \u1ee9ng d\u1ee5ng AI truy xu\u1ea5t th\u00f4ng tin nhanh ch\u00f3ng, t\u1ed1i \u01b0u qu\u00e1 tr\u00ecnh x\u1eed l\u00fd.<\/p><\/div>\n<h2 style=\"text-align: justify;\">Nh\u1eefng th\u00f4ng s\u1ed1 c\u1ea7n quan t\u00e2m khi l\u1ef1a ch\u1ecdn Storage cho AI<\/h2>\n<p style=\"text-align: justify;\">\u0110\u1ec3 \u0111\u00e1nh gi\u00e1 hi\u1ec7u n\u0103ng Storage cho AI, doanh nghi\u1ec7p kh\u00f4ng n\u00ean ch\u1ec9 d\u1ef1a v\u00e0o m\u1ed9t con s\u1ed1 t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1. M\u1ed7i workload c\u00f3 y\u00eau c\u1ea7u kh\u00e1c nhau, v\u00ec v\u1eady c\u1ea7n xem x\u00e9t c\u00e1c th\u00f4ng s\u1ed1 li\u00ean quan \u0111\u1ebfn c\u00e1ch d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c truy c\u1eadp.<\/p>\n<p style=\"text-align: justify;\"><strong>Th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc (Read Throughput)<\/strong><\/p>\n<p style=\"text-align: justify;\">Th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc th\u1ec3 hi\u1ec7n l\u01b0\u1ee3ng d\u1eef li\u1ec7u m\u00e0 h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111\u1ecdc trong m\u1ed9t \u0111\u01a1n v\u1ecb th\u1eddi gian, th\u01b0\u1eddng \u0111\u01b0\u1ee3c \u0111o b\u1eb1ng MB\/s ho\u1eb7c GB\/s.<\/p>\n<p style=\"text-align: justify;\">Th\u00f4ng s\u1ed1 n\u00e0y \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng v\u1edbi c\u00e1c t\u00e1c v\u1ee5 ph\u1ea3i \u0111\u1ecdc l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, ch\u1eb3ng h\u1ea1n t\u1ea3i t\u1eadp d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n ho\u1eb7c kh\u00f4i ph\u1ee5c nh\u1eefng t\u1ec7p checkpoint dung l\u01b0\u1ee3ng cao.<\/p>\n<p style=\"text-align: justify;\">V\u00ed d\u1ee5, n\u1ebfu m\u1ed9t h\u1ec7 th\u1ed1ng c\u1ea7n \u0111\u1ecdc 1.000 GB d\u1eef li\u1ec7u v\u00e0 \u0111\u1ea1t th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc th\u1ef1c t\u1ebf 2 GB\/s, th\u1eddi gian \u0111\u1ecdc l\u00fd t\u01b0\u1edfng s\u1ebd v\u00e0o kho\u1ea3ng 500 gi\u00e2y. \u0110\u00e2y ch\u1ec9 l\u00e0 ph\u00e9p t\u00ednh \u01b0\u1edbc l\u01b0\u1ee3ng, ch\u01b0a t\u00ednh th\u1eddi gian kh\u1edfi t\u1ea1o, x\u1eed l\u00fd d\u1eef li\u1ec7u, overhead v\u00e0 c\u00e1c gi\u1edbi h\u1ea1n kh\u00e1c.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0110\u1ed9 tr\u1ec5 (Latency)<\/strong><\/p>\n<p style=\"text-align: justify;\">\u0110\u1ed9 tr\u1ec5 l\u00e0 th\u1eddi gian t\u1eeb khi h\u1ec7 th\u1ed1ng g\u1eedi y\u00eau c\u1ea7u truy xu\u1ea5t \u0111\u1ebfn khi nh\u1eadn \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u theo c\u00e1ch \u0111o t\u01b0\u01a1ng \u1ee9ng. Th\u00f4ng s\u1ed1 n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c bi\u1ec3u di\u1ec5n b\u1eb1ng micro gi\u00e2y (\u00b5s) ho\u1eb7c mili gi\u00e2y (ms).<\/p>\n<p style=\"text-align: justify;\">\u0110\u1ed9 tr\u1ec5 th\u1ea5p c\u00f3 l\u1ee3i v\u1edbi nh\u1eefng \u1ee9ng d\u1ee5ng th\u1ef1c hi\u1ec7n nhi\u1ec1u thao t\u00e1c \u0111\u1ecdc nh\u1ecf. V\u00ed d\u1ee5, h\u1ec7 th\u1ed1ng t\u00ecm ki\u1ebfm vector c\u00f3 th\u1ec3 ph\u1ea3i th\u1ef1c hi\u1ec7n nhi\u1ec1u l\u1ea7n truy xu\u1ea5t \u0111\u1ec3 t\u00ecm d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\"><strong>S\u1ed1 thao t\u00e1c I\/O m\u1ed7i gi\u00e2y (IOPS)<\/strong><\/p>\n<p style=\"text-align: justify;\">IOPS th\u1ec3 hi\u1ec7n s\u1ed1 thao t\u00e1c \u0111\u1ecdc ho\u1eb7c ghi m\u00e0 h\u1ec7 th\u1ed1ng x\u1eed l\u00fd trong m\u1ed9t gi\u00e2y. Th\u00f4ng s\u1ed1 n\u00e0y h\u1eefu \u00edch khi \u0111\u00e1nh gi\u00e1 workload c\u00f3 nhi\u1ec1u y\u00eau c\u1ea7u truy xu\u1ea5t nh\u1ecf, \u0111\u1eb7c bi\u1ec7t l\u00e0 truy xu\u1ea5t ng\u1eabu nhi\u00ean.<\/p>\n<p style=\"text-align: justify;\">M\u1ed9t Storage c\u00f3 th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc cao ch\u01b0a ch\u1eafc \u0111\u1ea1t IOPS cao trong m\u1ecdi \u0111i\u1ec1u ki\u1ec7n. V\u00ec v\u1eady, doanh nghi\u1ec7p c\u1ea7n xem x\u00e9t c\u1ea3 hai th\u00f4ng s\u1ed1 khi \u0111\u00e1nh gi\u00e1 h\u1ec7 th\u1ed1ng.<\/p>\n<p style=\"text-align: justify;\"><strong>Kh\u1ea3 n\u0103ng x\u1eed l\u00fd song song v\u00e0 m\u1edf r\u1ed9ng<\/strong><\/p>\n<p style=\"text-align: justify;\">Trong m\u00f4i tr\u01b0\u1eddng AI, nhi\u1ec1u GPU ho\u1eb7c m\u00e1y ch\u1ee7 c\u00f3 th\u1ec3 c\u00f9ng truy c\u1eadp d\u1eef li\u1ec7u. Khi s\u1ed1 l\u01b0\u1ee3ng y\u00eau c\u1ea7u t\u0103ng l\u00ean, Storage c\u1ea7n duy tr\u00ec hi\u1ec7u n\u0103ng \u1ed5n \u0111\u1ecbnh v\u00e0 h\u1ea1n ch\u1ebf t\u00ecnh tr\u1ea1ng tranh ch\u1ea5p t\u00e0i nguy\u00ean.<\/p>\n<p style=\"text-align: justify;\">Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng c\u0169ng quan tr\u1ecdng khi doanh nghi\u1ec7p t\u0103ng dung l\u01b0\u1ee3ng d\u1eef li\u1ec7u, b\u1ed5 sung m\u00e1y ch\u1ee7 ho\u1eb7c tri\u1ec3n khai th\u00eam workload AI.<\/p>\n<p style=\"text-align: justify;\">B\u00ean c\u1ea1nh \u0111\u00f3, c\u1ea7n quan t\u00e2m \u0111\u1ebfn \u0111\u1ed9 \u1ed5n \u0111\u1ecbnh, kh\u1ea3 n\u0103ng b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u v\u00e0 chi ph\u00ed v\u1eadn h\u00e0nh. M\u1ed9t h\u1ec7 th\u1ed1ng Storage hi\u1ec7u qu\u1ea3 kh\u00f4ng ch\u1ec9 nhanh trong \u0111i\u1ec1u ki\u1ec7n th\u1eed nghi\u1ec7m m\u00e0 c\u00f2n c\u1ea7n \u0111\u00e1p \u1ee9ng t\u1ed1t nhu c\u1ea7u th\u1ef1c t\u1ebf c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<h2 style=\"text-align: justify;\">C\u00e1ch l\u1ef1a ch\u1ecdn v\u00e0 t\u1ed1i \u01b0u Storage cho t\u1eebng nhu c\u1ea7u AI<\/h2>\n<p style=\"text-align: justify;\">Kh\u00f4ng ph\u1ea3i m\u1ecdi d\u1ef1 \u00e1n AI \u0111\u1ec1u c\u1ea7n c\u00f9ng m\u1ed9t lo\u1ea1i Storage. Vi\u1ec7c l\u1ef1a ch\u1ecdn c\u1ea7n b\u1eaft \u0111\u1ea7u t\u1eeb \u0111\u1eb7c \u0111i\u1ec3m d\u1eef li\u1ec7u, c\u00e1ch truy c\u1eadp v\u00e0 y\u00eau c\u1ea7u hi\u1ec7u n\u0103ng c\u1ee7a \u1ee9ng d\u1ee5ng.<\/p>\n<p style=\"text-align: justify;\"><strong>V\u1edbi t\u00e1c v\u1ee5 hu\u1ea5n luy\u1ec7n AI:<\/strong> Doanh nghi\u1ec7p n\u00ean \u01b0u ti\u00ean th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc ph\u00f9 h\u1ee3p, kh\u1ea3 n\u0103ng truy c\u1eadp song song v\u00e0 hi\u1ec7u n\u0103ng \u1ed5n \u0111\u1ecbnh khi nhi\u1ec1u GPU c\u00f9ng s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. V\u1edbi c\u00e1c workload l\u1edbn, h\u1ec7 th\u1ed1ng t\u1ec7p song song ho\u1eb7c gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef hi\u1ec7u n\u0103ng cao c\u00f3 th\u1ec3 l\u00e0 l\u1ef1a ch\u1ecdn \u0111\u00e1ng c\u00e2n nh\u1eafc.<\/p>\n<p style=\"text-align: justify;\"><strong>V\u1edbi t\u00e1c v\u1ee5 suy lu\u1eadn v\u00e0 \u1ee9ng d\u1ee5ng AI:<\/strong> C\u1ea7n xem x\u00e9t th\u1eddi gian t\u1ea3i m\u00f4 h\u00ecnh, \u0111\u1ed9 tr\u1ec5 truy xu\u1ea5t v\u00e0 kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng nhi\u1ec1u y\u00eau c\u1ea7u \u0111\u1ed3ng th\u1eddi. N\u1ebfu \u1ee9ng d\u1ee5ng s\u1eed d\u1ee5ng RAG ho\u1eb7c vector database, hi\u1ec7u n\u0103ng truy xu\u1ea5t d\u1eef li\u1ec7u nh\u1ecf c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1.<\/p>\n<p style=\"text-align: justify;\"><strong>V\u1edbi nhu c\u1ea7u l\u01b0u tr\u1eef dataset v\u00e0 d\u1eef li\u1ec7u l\u00e2u d\u00e0i:<\/strong> Object storage c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p khi c\u1ea7n qu\u1ea3n l\u00fd l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u1edbn, m\u1edf r\u1ed9ng linh ho\u1ea1t v\u00e0 t\u00edch h\u1ee3p v\u1edbi quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u. Tuy nhi\u00ean, object storage kh\u00f4ng m\u1eb7c nhi\u00ean nhanh h\u01a1n ho\u1eb7c ch\u1eadm h\u01a1n file storage trong m\u1ecdi tr\u01b0\u1eddng h\u1ee3p. Hi\u1ec7u n\u0103ng ph\u1ee5 thu\u1ed9c v\u00e0o c\u00f4ng ngh\u1ec7, c\u1ea5u h\u00ecnh, c\u00e1ch truy c\u1eadp v\u00e0 workload.<\/p>\n<p style=\"text-align: justify;\"><strong>V\u1edbi nhu c\u1ea7u s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean linh ho\u1ea1t:<\/strong> Doanh nghi\u1ec7p c\u00f3 th\u1ec3 c\u00e2n nh\u1eafc h\u1ea1 t\u1ea7ng cloud \u0111\u1ec3 tri\u1ec3n khai m\u00f4i tr\u01b0\u1eddng t\u00ednh to\u00e1n theo nhu c\u1ea7u. Tuy nhi\u00ean, c\u1ea7n ki\u1ec3m tra kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i gi\u1eefa GPU v\u00e0 Storage, b\u0103ng th\u00f4ng m\u1ea1ng, gi\u1edbi h\u1ea1n d\u1ecbch v\u1ee5 v\u00e0 chi ph\u00ed truy\u1ec1n d\u1eef li\u1ec7u tr\u01b0\u1edbc khi l\u1ef1a ch\u1ecdn.<\/p>\n<p style=\"text-align: justify;\">Ngo\u00e0i vi\u1ec7c ch\u1ecdn \u0111\u00fang lo\u1ea1i Storage, doanh nghi\u1ec7p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u hi\u1ec7u n\u0103ng b\u1eb1ng m\u1ed9t s\u1ed1 c\u00e1ch sau:<\/p>\n<ul style=\"text-align: justify;\">\n<li>T\u1ed5 ch\u1ee9c d\u1eef li\u1ec7u h\u1ee3p l\u00fd, h\u1ea1n ch\u1ebf vi\u1ec7c ph\u1ea3i m\u1edf v\u00e0 x\u1eed l\u00fd qu\u00e1 nhi\u1ec1u t\u1ec7p nh\u1ecf kh\u00f4ng c\u1ea7n thi\u1ebft.<\/li>\n<li>S\u1eed d\u1ee5ng c\u01a1 ch\u1ebf \u0111\u1ecdc tr\u01b0\u1edbc (prefetching) ho\u1eb7c b\u1ed9 nh\u1edb \u0111\u1ec7m (caching) khi ph\u00f9 h\u1ee3p v\u1edbi workload.<\/li>\n<li>Ki\u1ec3m tra data loader v\u00e0 c\u00e1c b\u01b0\u1edbc ti\u1ec1n x\u1eed l\u00fd \u0111\u1ec3 tr\u00e1nh t\u00ecnh tr\u1ea1ng CPU ho\u1eb7c ph\u1ea7n m\u1ec1m l\u00e0m ch\u1eadm vi\u1ec7c cung c\u1ea5p d\u1eef li\u1ec7u.<\/li>\n<li>Theo d\u00f5i th\u00f4ng l\u01b0\u1ee3ng \u0111\u1ecdc, \u0111\u1ed9 tr\u1ec5, IOPS v\u00e0 m\u1ee9c s\u1eed d\u1ee5ng GPU trong qu\u00e1 tr\u00ecnh v\u1eadn h\u00e0nh.<\/li>\n<li>Th\u1eed nghi\u1ec7m v\u1edbi d\u1eef li\u1ec7u v\u00e0 s\u1ed1 l\u01b0\u1ee3ng GPU g\u1ea7n v\u1edbi \u0111i\u1ec1u ki\u1ec7n s\u1eed d\u1ee5ng th\u1ef1c t\u1ebf tr\u01b0\u1edbc khi quy\u1ebft \u0111\u1ecbnh n\u00e2ng c\u1ea5p.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0110\u1ed1i v\u1edbi c\u00e1c h\u1ec7 th\u1ed1ng t\u01b0\u01a1ng th\u00edch, c\u00f4ng ngh\u1ec7 NVIDIA GPUDirect Storage c\u00f2n cho ph\u00e9p x\u00e2y d\u1ef1ng \u0111\u01b0\u1eddng truy\u1ec1n d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp gi\u1eefa Storage v\u00e0 b\u1ed9 nh\u1edb GPU th\u00f4ng qua DMA, gi\u1ea3m nhu c\u1ea7u s\u1eed d\u1ee5ng b\u1ed9 \u0111\u1ec7m trung gian qua CPU. Tuy nhi\u00ean, hi\u1ec7u qu\u1ea3 th\u1ef1c t\u1ebf ph\u1ee5 thu\u1ed9c v\u00e0o ph\u1ea7n c\u1ee9ng, ph\u1ea7n m\u1ec1m v\u00e0 c\u1ea5u h\u00ecnh tri\u1ec3n khai.<\/p>\n<p style=\"text-align: justify;\">T\u00f3m l\u1ea1i, mu\u1ed1n c\u1ea3i thi\u1ec7n hi\u1ec7u n\u0103ng AI, doanh nghi\u1ec7p c\u1ea7n x\u00e1c \u0111\u1ecbnh ch\u00ednh x\u00e1c \u0111i\u1ec3m ngh\u1ebdn tr\u01b0\u1edbc khi \u0111\u1ea7u t\u01b0. N\u1ebfu v\u1ea5n \u0111\u1ec1 n\u1eb1m \u1edf Storage, t\u1ed1i \u01b0u h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef c\u00f3 th\u1ec3 gi\u00fap khai th\u00e1c t\u00e0i nguy\u00ean GPU hi\u1ec7u qu\u1ea3 h\u01a1n. N\u1ebfu n\u00fat th\u1eaft n\u1eb1m \u1edf m\u1ea1ng, CPU ho\u1eb7c ph\u1ea7n m\u1ec1m, ch\u1ec9 t\u0103ng t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc Storage s\u1ebd ch\u01b0a \u0111\u1ee7 \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1.<\/p>\n<h2 style=\"text-align: justify;\">T\u1ed1i \u01b0u t\u00e0i nguy\u00ean GPU cho AI c\u00f9ng Cloud GPU VNSO<\/h2>\n<p style=\"text-align: justify;\">B\u00ean c\u1ea1nh Storage, GPU c\u0169ng l\u00e0 th\u00e0nh ph\u1ea7n quan tr\u1ecdng trong h\u1ea1 t\u1ea7ng ph\u1ee5c v\u1ee5 hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh AI. \u0110\u1ec3 l\u1ef1a ch\u1ecdn c\u1ea5u h\u00ecnh ph\u00f9 h\u1ee3p, doanh nghi\u1ec7p c\u1ea7n c\u00e2n nh\u1eafc kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c, y\u00eau c\u1ea7u hi\u1ec7u n\u0103ng v\u00e0 ng\u00e2n s\u00e1ch \u0111\u1ea7u t\u01b0.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/gpu.vnso.vn\/?gad_source=1&amp;gad_campaignid=23761158214&amp;gbraid=0AAAAADgW6nvYDhG30AZ771WJ8gATMHcVq&amp;gclid=CjwKCAjw_pzWBhAkEiwAwDCi1dtRI9ScjhqR4g4HHAVgs8KhSWk4S7nxhBH5y4UzbNTSRe4S9-G2ixoCXzsQAvD_BwE\">Cloud GPU VNSO<\/a> cung c\u1ea5p gi\u1ea3i ph\u00e1p thu\u00ea GPU theo gi\u1edd ho\u1eb7c theo th\u00e1ng, gi\u00fap doanh nghi\u1ec7p linh ho\u1ea1t ti\u1ebfp c\u1eadn t\u00e0i nguy\u00ean t\u00ednh to\u00e1n ph\u1ee5c v\u1ee5 c\u00e1c nhu c\u1ea7u AI m\u00e0 kh\u00f4ng nh\u1ea5t thi\u1ebft ph\u1ea3i \u0111\u1ea7u t\u01b0 to\u00e0n b\u1ed9 h\u1ea1 t\u1ea7ng GPU ngay t\u1eeb \u0111\u1ea7u.<\/p>\n<p style=\"text-align: justify;\">Khi tri\u1ec3n khai d\u1ef1 \u00e1n, doanh nghi\u1ec7p n\u00ean \u0111\u00e1nh gi\u00e1 \u0111\u1ed3ng th\u1eddi hi\u1ec7u n\u0103ng GPU, kh\u1ea3 n\u0103ng cung c\u1ea5p d\u1eef li\u1ec7u c\u1ee7a Storage v\u00e0 b\u0103ng th\u00f4ng m\u1ea1ng \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u00f4i tr\u01b0\u1eddng l\u00e0m vi\u1ec7c ph\u00f9 h\u1ee3p.<\/p>\n<p style=\"text-align: justify;\"><strong>&gt;&gt;&gt; T\u00ecm hi\u1ec3u Cloud GPU VNSO t\u1ea1i: <a href=\"https:\/\/gpu.vnso.vn\/\">https:\/\/gpu.vnso.vn\/<\/a><\/strong><\/p>\n<p style=\"text-align: justify;\">Li\u00ean h\u1ec7 VNSO \u0111\u1ec3 \u0111\u01b0\u1ee3c t\u01b0 v\u1ea5n gi\u1ea3i ph\u00e1p thu\u00ea GPU ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u tri\u1ec3n khai AI c\u1ee7a doanh nghi\u1ec7p.<\/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\/24792#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\/24792#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 Storage cho AI<\/h2>\n<h3 style=\"text-align: justify;\">1. L\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 bi\u1ebft Storage c\u00f3 \u0111ang l\u00e0m ch\u1eadm h\u1ec7 th\u1ed1ng AI kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">Doanh nghi\u1ec7p c\u00f3 th\u1ec3 theo d\u00f5i m\u1ee9c s\u1eed d\u1ee5ng GPU, th\u1eddi gian ch\u1edd d\u1eef li\u1ec7u, \u0111\u1ed9 tr\u1ec5 \u0111\u1ecdc v\u00e0 th\u00f4ng l\u01b0\u1ee3ng I\/O trong qu\u00e1 tr\u00ecnh ch\u1ea1y th\u1eed. N\u1ebfu GPU th\u01b0\u1eddng xuy\u00ean ch\u1edd d\u1eef li\u1ec7u v\u00e0 hi\u1ec7u n\u0103ng c\u1ea3i thi\u1ec7n khi t\u1ed1i \u01b0u DataLoader ho\u1eb7c \u0111\u01b0\u1eddng truy\u1ec1n Storage, \u0111\u00e2y c\u00f3 th\u1ec3 l\u00e0 d\u1ea5u hi\u1ec7u c\u1ee7a n\u00fat th\u1eaft d\u1eef li\u1ec7u.<\/p>\n<h3 style=\"text-align: justify;\">2. C\u00f3 n\u00ean l\u01b0u to\u00e0n b\u1ed9 d\u1eef li\u1ec7u AI tr\u00ean m\u1ed9t h\u1ec7 th\u1ed1ng Storage duy nh\u1ea5t kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">Kh\u00f4ng nh\u1ea5t thi\u1ebft. Doanh nghi\u1ec7p c\u00f3 th\u1ec3 ph\u00e2n t\u1ea7ng l\u01b0u tr\u1eef theo t\u1ea7n su\u1ea5t truy c\u1eadp v\u00e0 y\u00eau c\u1ea7u hi\u1ec7u n\u0103ng. D\u1eef li\u1ec7u \u0111ang x\u1eed l\u00fd c\u00f3 th\u1ec3 \u0111\u1eb7t tr\u00ean t\u1ea7ng t\u1ed1c \u0111\u1ed9 cao, trong khi d\u1eef li\u1ec7u \u00edt s\u1eed d\u1ee5ng v\u00e0 b\u1ea3n sao l\u01b0u \u0111\u01b0\u1ee3c l\u01b0u \u1edf t\u1ea7ng t\u1ed1i \u01b0u chi ph\u00ed h\u01a1n.<\/p>\n<h3 style=\"text-align: justify;\">3. V\u1ecb tr\u00ed l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u00f3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u n\u0103ng AI kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">C\u00f3. Khi d\u1eef li\u1ec7u n\u1eb1m xa m\u00e1y ch\u1ee7 GPU, th\u1eddi gian truy\u1ec1n qua m\u1ea1ng c\u00f3 th\u1ec3 t\u0103ng v\u00e0 l\u00e0m gi\u1ea3m hi\u1ec7u qu\u1ea3 truy xu\u1ea5t. \u0110\u1eb7t d\u1eef li\u1ec7u g\u1ea7n t\u00e0i nguy\u00ean t\u00ednh to\u00e1n, \u0111\u1ed3ng th\u1eddi b\u1ea3o \u0111\u1ea3m b\u0103ng th\u00f4ng m\u1ea1ng ph\u00f9 h\u1ee3p, c\u00f3 th\u1ec3 gi\u00fap gi\u1ea3m \u0111\u1ed9 tr\u1ec5 v\u00e0 h\u1ea1n ch\u1ebf ngh\u1ebdn d\u1eef li\u1ec7u.<\/p>\n<h3 style=\"text-align: justify;\">4. Khi n\u00e0o doanh nghi\u1ec7p c\u1ea7n n\u00e2ng c\u1ea5p Storage cho AI?<\/h3>\n<p style=\"text-align: justify;\">Doanh nghi\u1ec7p n\u00ean c\u00e2n nh\u1eafc n\u00e2ng c\u1ea5p khi \u0111o \u0111\u1ea1c cho th\u1ea5y Storage kh\u00f4ng \u0111\u00e1p \u1ee9ng nhu c\u1ea7u \u0111\u1ecdc d\u1eef li\u1ec7u, GPU th\u01b0\u1eddng xuy\u00ean ch\u1edd \u0111\u1ea7u v\u00e0o ho\u1eb7c th\u1eddi gian t\u1ea3i d\u1eef li\u1ec7u \u1ea3nh h\u01b0\u1edfng \u0111\u00e1ng k\u1ec3 \u0111\u1ebfn c\u00f4ng vi\u1ec7c. Tr\u01b0\u1edbc khi \u0111\u1ea7u t\u01b0, c\u1ea7n lo\u1ea1i tr\u1eeb c\u00e1c nguy\u00ean nh\u00e2n kh\u00e1c nh\u01b0 CPU, m\u1ea1ng v\u00e0 quy tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd.<\/p>\n<h3 style=\"text-align: justify;\">5. D\u1eef li\u1ec7u AI n\u00ean \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 nh\u01b0 th\u1ebf n\u00e0o khi l\u01b0u tr\u1eef?<\/h3>\n<p style=\"text-align: justify;\">Doanh nghi\u1ec7p n\u00ean \u00e1p d\u1ee5ng ph\u00e2n quy\u1ec1n truy c\u1eadp, m\u00e3 h\u00f3a d\u1eef li\u1ec7u khi ph\u00f9 h\u1ee3p, sao l\u01b0u \u0111\u1ecbnh k\u1ef3 v\u00e0 ki\u1ec3m tra kh\u1ea3 n\u0103ng kh\u00f4i ph\u1ee5c. V\u1edbi d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m, c\u1ea7n b\u1ed5 sung ch\u00ednh s\u00e1ch qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi d\u1eef li\u1ec7u v\u00e0 ki\u1ec3m so\u00e1t quy\u1ec1n truy c\u1eadp theo vai tr\u00f2 \u0111\u1ec3 gi\u1ea3m nguy c\u01a1 r\u00f2 r\u1ec9.<\/p>\n<h3 style=\"text-align: justify;\">6. Thu\u00ea Cloud GPU c\u00f3 ph\u00f9 h\u1ee3p v\u1edbi d\u1ef1 \u00e1n AI c\u1ea7n x\u1eed l\u00fd d\u1eef li\u1ec7u l\u1edbn kh\u00f4ng?<\/h3>\n<p style=\"text-align: justify;\">C\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p n\u1ebfu doanh nghi\u1ec7p c\u1ea7n m\u1edf r\u1ed9ng t\u00e0i nguy\u00ean t\u00ednh to\u00e1n linh ho\u1ea1t m\u00e0 ch\u01b0a mu\u1ed1n \u0111\u1ea7u t\u01b0 m\u00e1y ch\u1ee7 GPU ri\u00eang. Tuy nhi\u00ean, c\u1ea7n ki\u1ec3m tra kh\u1ea3 n\u0103ng k\u1ebft n\u1ed1i v\u1edbi Storage, b\u0103ng th\u00f4ng, v\u1ecb tr\u00ed d\u1eef li\u1ec7u, gi\u1edbi h\u1ea1n truy xu\u1ea5t v\u00e0 chi ph\u00ed truy\u1ec1n d\u1eef li\u1ec7u \u0111\u1ec3 b\u1ea3o \u0111\u1ea3m c\u1ea5u h\u00ecnh \u0111\u00e1p \u1ee9ng workload th\u1ef1c t\u1ebf.<\/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 \u2013 SINCE 2015<\/strong><\/p>\n<p style=\"text-align: justify;\">\u2013 Website: <a href=\"https:\/\/vnso.vn\/en\/\">https:\/\/vnso.vn\/<\/a><br \/>\n\u2013 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\u2013 Hotline: 0927 444 222 | Email: <a href=\"mailto:info@vnso.vn\">info@vnso.vn<\/a><br \/>\n\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<br \/>\n\u2013 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\u2013 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>AI Storage l\u00e0 h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u ph\u1ee5c v\u1ee5 qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o. Ngo\u00e0i dung l\u01b0\u1ee3ng, t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u c\u0169ng r\u1ea5t quan tr\u1ecdng. Y\u1ebfu t\u1ed1 n\u00e0y \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn hi\u1ec7u su\u1ea5t GPU v\u00e0 th\u1eddi gian x\u1eed l\u00fd AI. Trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n, AI [&hellip;]<\/p>","protected":false},"author":11,"featured_media":24823,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[680,636],"tags":[759,586,758],"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>Storage cho AI: V\u00ec sao t\u1ed1c \u0111\u1ed9 \u0111\u1ecdc d\u1eef li\u1ec7u quan tr\u1ecdng?<\/title>\n<meta name=\"description\" content=\"Storage cho AI kh\u00f4ng ch\u1ec9 c\u1ea7n dung l\u01b0\u1ee3ng l\u1edbn. 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