{"id":13346,"date":"2022-08-17T15:57:02","date_gmt":"2022-08-17T08:57:02","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=13346"},"modified":"2022-08-17T16:09:13","modified_gmt":"2022-08-17T09:09:13","slug":"8-yeu-cau-ve-luu-tru-cho-ai-va-hoc-sau","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/8-yeu-cau-ve-luu-tru-cho-ai-va-hoc-sau-p13346\/","title":{"rendered":"8 y\u00eau c\u1ea7u v\u1ec1 l\u01b0u tr\u1eef cho AI v\u00e0 H\u1ecdc s\u00e2u"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>D\u1eef li\u1ec7u l\u00e0 ngu\u1ed3n g\u1ed1c c\u1ee7a <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> v\u00e0 H\u1ecdc s\u00e2u (AI v\u00e0 DL).\u00a0Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o l\u1edbn gi\u00fap n\u00e2ng cao \u0111\u1ed9 ch\u00ednh x\u00e1c trong vi\u1ec7c t\u00ecm ki\u1ebfm c\u00e1c m\u1ed1i quan h\u1ec7 c\u00f3 kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n.<\/p>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 t\u00e1m y\u00eau c\u1ea7u l\u01b0u tr\u1eef \u0111\u1eb7c th\u00f9 c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng AI v\u00e0 DL v\u00e0 l\u00fd do t\u1ea1i sao ch\u00fang y\u00eau c\u1ea7u kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c cung c\u1ea5p b\u1edfi c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> \u0111\u1ed1i t\u01b0\u1ee3ng c\u1ea5p doanh nghi\u1ec7p nh\u01b0 <a href=\"https:\/\/thegioimaychu.vn\/solution\/enterprise-storage\/cloudian-enterprise-object-storage-p3713\/\">Cloudian Object Storage<\/a>.<\/p>\n<h3>1. Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng<\/h3>\n<p>C\u00e1c h\u1ec7 th\u1ed1ng <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o<\/a> c\u00f3 th\u1ec3 x\u1eed l\u00fd m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u trong m\u1ed9t khung th\u1eddi gian ng\u1eafn \u2014 m\u1ed9t \u0111\u1eb7c \u0111i\u1ec3m thi\u1ebft y\u1ebfu v\u00ec c\u1ea7n c\u00f3 c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 cung c\u1ea5p c\u00e1c thu\u1eadt to\u00e1n ch\u00ednh x\u00e1c.\u00a0Kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u n\u00e0y th\u00fac \u0111\u1ea9y nhu c\u1ea7u l\u01b0u tr\u1eef \u0111\u00e1ng k\u1ec3.\u00a0V\u00ed d\u1ee5, Microsoft y\u00eau c\u1ea7u d\u1eef li\u1ec7u gi\u1ecdng n\u00f3i li\u00ean t\u1ee5c trong 5 n\u0103m \u0111\u1ec3 d\u1ea1y m\u00e1y t\u00ednh n\u00f3i chuy\u1ec7n.\u00a0Tesla \u0111ang d\u1ea1y \u00f4 t\u00f4 t\u1ef1 l\u00e1i v\u1edbi l\u01b0\u1ee3ng d\u1eef li\u1ec7u l\u00e1i xe t\u01b0\u01a1ng \u0111\u01b0\u01a1ng 1,3 t\u1ef7 d\u1eb7m.\u00a0Vi\u1ec7c qu\u1ea3n l\u00fd c\u00e1c t\u1eadp d\u1eef li\u1ec7u n\u00e0y y\u00eau c\u1ea7u m\u1ed9t <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng kh\u00f4ng gi\u1edbi h\u1ea1n.<\/p>\n<p><i><a class=\"iblink\" href=\"\/blog\/tag\/object-storage\/\">Object Storage<\/a> c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng l\u00e0 ki\u1ec3u l\u01b0u tr\u1eef duy nh\u1ea5t c\u00f3 quy m\u00f4 v\u00f4 h\u1ea1n trong m\u1ed9t namespace duy nh\u1ea5t.\u00a0Th\u00eam v\u00e0o \u0111\u00f3, thi\u1ebft k\u1ebf ki\u1ec3u module cho ph\u00e9p b\u1ed5 sung dung l\u01b0\u1ee3ng b\u1ea5t c\u1ee9 l\u00fac n\u00e0o.\u00a0B\u1ea1n c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 theo nhu c\u1ea7u, thay v\u00ec ph\u1ea3i trang b\u1ecb tr\u01b0\u1edbc nhu c\u1ea7u.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/solution\/enterprise-storage\/cloudian-enterprise-object-storage-p3713\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p \u1ea3o h\u00f3a h\u1ea1 t\u1ea7ng l\u01b0u tr\u1eef\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2022\/08\/cloudian-s3-storage-banner.png\" \/><\/a>\r\n\t\t\t\t<\/div>\n<h3>2. Hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed<\/h3>\n<p>M\u1ed9t <a class=\"iblink\" href=\"\/storage\/\">h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef<\/a> h\u1eefu \u00edch ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 gi\u00e1 c\u1ea3 h\u1ee3p l\u00fd, hai y\u1ebfu t\u1ed1 kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng t\u1ed3n t\u1ea1i trong h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef doanh nghi\u1ec7p.\u00a0Trong l\u1ecbch s\u1eed, c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cao th\u01b0\u1eddng \u0111\u1eaft h\u01a1n t\u00ednh theo chi ph\u00ed\/dung l\u01b0\u1ee3ng.\u00a0C\u00e1c b\u1ed9 d\u1eef li\u1ec7u AI l\u1edbn s\u1ebd kh\u00f4ng kh\u1ea3 thi n\u1ebfu ch\u00fang ph\u00e1 v\u1ee1 ng\u00e2n s\u00e1ch l\u01b0u tr\u1eef.<\/p>\n<p><i><a class=\"iblink\" href=\"\/blog\/tag\/object-storage\/\">Object Storage<\/a> c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean n\u1ec1n t\u1ea3ng ph\u1ea7n c\u1ee9ng c\u00f3 chi ph\u00ed th\u1ea5p nh\u1ea5t trong ng\u00e0nh.\u00a0K\u1ebft h\u1ee3p \u0111i\u1ec1u \u0111\u00f3 v\u1edbi chi ph\u00ed qu\u1ea3n l\u00fd th\u1ea5p v\u00e0 c\u00e1c t\u00ednh n\u0103ng n\u00e9n d\u1eef li\u1ec7u ti\u1ebft ki\u1ec7m kh\u00f4ng gian, v\u00e0 k\u1ebft qu\u1ea3 l\u00e0 chi ph\u00ed th\u1ea5p h\u01a1n 70% so v\u1edbi l\u01b0u tr\u1eef doanh nghi\u1ec7p theo \u1ed5 \u0111\u0129a truy\u1ec1n th\u1ed1ng.<\/p>\n<h3>3. Nhi\u1ec1u t\u00f9y ch\u1ecdn l\u01b0u tr\u1eef x\u00e1c \u0111\u1ecbnh b\u1eb1ng ph\u1ea7n m\u1ec1m<\/h3>\n<p>C\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u00f4i khi s\u1ebd y\u00eau c\u1ea7u c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u d\u1ea1ng hyperscale v\u1edbi c\u00e1c ki\u1ebfn \u200b\u200btr\u00fac m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng c\u00f3 m\u1ee5c \u0111\u00edch r\u00f5 r\u00e0ng.\u00a0C\u00e1c tri\u1ec3n khai kh\u00e1c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb s\u1ef1 \u0111\u01a1n gi\u1ea3n c\u1ee7a c\u00e1c appliance \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh tr\u01b0\u1edbc.<\/p>\n<p><i>Object Storage c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng gi\u1eef cho c\u00e1c t\u00f9y ch\u1ecdn tri\u1ec3n khai c\u1ee7a b\u1ea1n lu\u00f4n m\u1edf, v\u1edbi s\u1ef1 l\u1ef1a ch\u1ecdn c\u1ee7a b\u1ea1n v\u1ec1 c\u00e1c thi\u1ebft b\u1ecb l\u01b0u tr\u1eef ho\u1eb7c l\u01b0u tr\u1eef do ph\u1ea7n m\u1ec1m x\u00e1c \u0111\u1ecbnh (<a class=\"iblink\" href=\"\/blog\/tag\/software-defined-storage\/\">software-defined storage<\/a>).<\/p>\n<h3>4. Ki\u1ebfn tr\u00fac ki\u1ec3u Hybrid<\/h3>\n<p>C\u00e1c lo\u1ea1i d\u1eef li\u1ec7u kh\u00e1c nhau c\u00f3 c\u00e1c y\u00eau c\u1ea7u hi\u1ec7u su\u1ea5t kh\u00e1c nhau v\u00e0 ph\u1ea7n c\u1ee9ng ph\u1ea3i ph\u1ea3n \u00e1nh \u0111i\u1ec1u \u0111\u00f3.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng ph\u1ea3i bao g\u1ed3m s\u1ef1 k\u1ebft h\u1ee3p ph\u00f9 h\u1ee3p c\u1ee7a c\u00e1c c\u00f4ng ngh\u1ec7 l\u01b0u tr\u1eef \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u \u0111\u1ed3ng th\u1eddi v\u1ec1 quy m\u00f4 v\u00e0 hi\u1ec7u su\u1ea5t, thay v\u00ec m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn \u0111\u1ed3ng nh\u1ea5t s\u1ebd d\u1eabn \u0111\u1ebfn hao h\u1ee5t.<\/p>\n<p><i>Object Storage c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng ki\u1ebfn \u200b\u200btr\u00fac k\u1ebft h\u1ee3p\/hybrid, v\u1edbi \u1ed5 \u0111\u0129a quay cho d\u1eef li\u1ec7u ng\u01b0\u1eddi d\u00f9ng v\u00e0 \u1ed5 SSD cho metadata c\u00f3 \u0111\u1ed9 nh\u1ea1y c\u1ea3m cao v\u1ec1 hi\u1ec7u su\u1ea5t, do \u0111\u00f3 t\u1ed1i \u01b0u h\u00f3a chi ph\u00ed v\u00e0 hi\u1ec7u su\u1ea5t.<\/p>\n<h3>5. Ki\u1ebfn tr\u00fac song song<\/h3>\n<p>\u0110\u1ed1i v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u ph\u00e1t tri\u1ec3n kh\u00f4ng c\u00f3 gi\u1edbi h\u1ea1n, ki\u1ebfn \u200b\u200btr\u00fac truy c\u1eadp song song (parallel-access architecture) l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft.\u00a0N\u1ebfu kh\u00f4ng, h\u1ec7 th\u1ed1ng s\u1ebd ph\u00e1t tri\u1ec3n c\u00e1c \u0111i\u1ec3m ngh\u1eb9t g\u00e2y h\u1ea1n ch\u1ebf s\u1ef1 t\u0103ng tr\u01b0\u1edfng.<\/p>\n<p><i>Object Storage c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng s\u1eed d\u1ee5ng ki\u1ebfn \u200b\u200btr\u00fac c\u1ee5m &#8220;shared-nothing&#8221;, ngh\u0129a l\u00e0 t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n c\u1ee7a h\u1ec7 th\u1ed1ng ho\u1ea1t \u0111\u1ed9ng song song.\u00a0Th\u00f4ng l\u01b0\u1ee3ng d\u1eef li\u1ec7u t\u0103ng li\u00ean t\u1ee5c khi h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng.<\/p>\n<h3>6. T\u00ednh b\u1ec1n v\u1eefng c\u1ee7a d\u1eef li\u1ec7u<\/h3>\n<p>Sao l\u01b0u t\u1eadp d\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o nhi\u1ec1u petabyte kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng kh\u1ea3 thi;\u00a0n\u00f3 th\u01b0\u1eddng t\u1ed1n k\u00e9m th\u1eddi gian v\u00e0 chi ph\u00ed.\u00a0Nh\u01b0ng b\u1ea1n c\u0169ng kh\u00f4ng th\u1ec3 \u0111\u1ec3 n\u00f3 kh\u00f4ng \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7.\u00a0Thay v\u00e0o \u0111\u00f3, h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef c\u1ea7n ph\u1ea3i t\u1ef1 b\u1ea3o v\u1ec7.<\/p>\n<p><i>Object Storage c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf v\u1edbi t\u00ednh n\u0103ng d\u1ef1 ph\u00f2ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p s\u1eb5n, do \u0111\u00f3 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c b\u1ea3o v\u1ec7 m\u00e0 kh\u00f4ng y\u00eau c\u1ea7u qu\u00e1 tr\u00ecnh sao l\u01b0u ri\u00eang bi\u1ec7t.\u00a0H\u01a1n n\u1eefa, b\u1ea1n c\u00f3 th\u1ec3 ch\u1ecdn m\u1ee9c \u0111\u1ed9 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u c\u1ea7n thi\u1ebft cho t\u1eebng lo\u1ea1i d\u1eef li\u1ec7u \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u qu\u1ea3.\u00a0H\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u1ea5u h\u00ecnh \u0111\u1ec3 ch\u1ecbu \u0111\u01b0\u1ee3c l\u1ed7i \u1edf nhi\u1ec1u node ho\u1eb7c th\u1eadm ch\u00ed m\u1ea5t to\u00e0n b\u1ed9 trung t\u00e2m d\u1eef li\u1ec7u.<\/p>\n<h3>7. T\u00ednh t\u1ea1i ch\u1ed7 c\u1ee7a d\u1eef li\u1ec7u<\/h3>\n<p>Trong khi m\u1ed9t s\u1ed1 d\u1eef li\u1ec7u AI \/ DL s\u1ebd n\u1eb1m tr\u00eam \u0111\u00e1m m\u00e2y, ph\u1ea7n l\u1edbn d\u1eef li\u1ec7u s\u1ebd v\u1eabn n\u1eb1m trong trung t\u00e2m d\u1eef li\u1ec7u v\u00ec nhi\u1ec1u l\u00fd do: hi\u1ec7u su\u1ea5t, chi ph\u00ed v\u00e0 t\u00ednh tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh l\u00e0 ba trong s\u1ed1 \u0111\u00f3.\u00a0\u0110\u1ec3 c\u1ea1nh tranh, l\u01b0u tr\u1eef t\u1ea1i ch\u1ed7 ph\u1ea3i mang l\u1ea1i l\u1ee3i \u00edch v\u1ec1 chi ph\u00ed v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng t\u01b0\u01a1ng t\u1ef1 nh\u01b0 c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y t\u01b0\u01a1ng \u1ee9ng.<\/p>\n<p><i>Object Storage c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p>L\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng l\u00e0 lo\u1ea1i l\u01b0u tr\u1eef cho c\u00e1c \u0111\u00e1m m\u00e2y.\u00a0Tr\u00ean th\u1ef1c t\u1ebf, n\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng nh\u01b0 <a href=\"https:\/\/thegioimaychu.vn\/cloudian\">Cloudian<\/a> cung c\u1ea5p c\u00e1c <a class=\"iblink\" href=\"\/solution\/enterprise-storage\/\">gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef<\/a> \u0111\u1ed1i t\u01b0\u1ee3ng cho nhi\u1ec1u nh\u00e0 cung c\u1ea5p \u0111\u00e1m m\u00e2y \u0111\u1ec3 s\u1eed d\u1ee5ng l\u00e0m h\u1ea1 t\u1ea7ng public cloud.\u00a0Kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 t\u00ednh kinh t\u1ebf c\u1ee7a l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y b\u00e2y gi\u1edd \u0111\u00e3 c\u00f3 s\u1eb5n cho b\u1ea1n ngay t\u1ea1i ch\u1ed7.<\/p>\n<h3>8. T\u00edch h\u1ee3p \u0111\u00e1m m\u00e2y<\/h3>\n<p>B\u1ea5t k\u1ec3 d\u1eef li\u1ec7u c\u01b0 tr\u00fa \u1edf \u0111\u00e2u, t\u00edch h\u1ee3p v\u1edbi public cloud v\u1eabn s\u1ebd l\u00e0 m\u1ed9t y\u00eau c\u1ea7u quan tr\u1ecdng v\u00ec hai l\u00fd do.\u00a0\u0110\u1ea7u ti\u00ean, ph\u1ea7n l\u1edbn s\u1ef1 \u0111\u1ed5i m\u1edbi \u1edf AI v\u00e0 DL \u0111ang di\u1ec5n ra tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng t\u1ea1i ch\u1ed7 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p \u0111\u00e1m m\u00e2y s\u1ebd mang l\u1ea1i s\u1ef1 linh ho\u1ea1t cao nh\u1ea5t \u0111\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 thi\u1ebft k\u1ebf cho cloud hay cloud-native.\u00a0Th\u1ee9 hai, ch\u00fang ta c\u00f3 th\u1ec3 th\u1ea5y m\u1ed9t lu\u1ed3ng d\u1eef li\u1ec7u linh ho\u1ea1t \u0111i \u0111\u1ebfn \/ t\u1eeb \u0111\u00e1m m\u00e2y khi th\u00f4ng tin \u0111\u01b0\u1ee3c t\u1ea1o ra v\u00e0 ph\u00e2n t\u00edch.\u00a0M\u1ed9t gi\u1ea3i ph\u00e1p t\u1ea1i ch\u1ed7 c\u1ea7n \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh \u0111\u00f3 v\u00e0 kh\u00f4ng gi\u1edbi h\u1ea1n n\u00f3.<\/p>\n<p><i>Object Storage c\u00f3 th\u1ec3 gi\u00fap g\u00ec?<\/i><\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/solution\/enterprise-storage\/cloudian-enterprise-object-storage-p3713\/\">Cloudian Object Storage<\/a> \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o \u0111\u00e1m m\u00e2y theo ba c\u00e1ch.\u00a0\u0110\u1ea7u ti\u00ean, n\u00f3 s\u1eed d\u1ee5ng API S3, ng\u00f4n ng\u1eef ti\u00eau chu\u1ea9n v\u00e0 c\u00f3 t\u1ea7m \u1ea3nh h\u01b0\u1edfng nh\u1ea5t c\u1ee7a l\u01b0u tr\u1eef \u0111\u00e1m m\u00e2y.\u00a0Th\u1ee9 hai, n\u00f3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n ph\u00e2n c\u1ea5p cho c\u00e1c \u0111\u00e1m m\u00e2y c\u00f4ng c\u1ed9ng nh\u01b0 Amazon, Google v\u00e0 Microsoft, \u0111\u1ed3ng th\u1eddi cho ph\u00e9p b\u1ea1n nh\u00ecn d\u1eef li\u1ec7u c\u1ee5c b\u1ed9 v\u00e0 tr\u00ean \u0111\u00e1m m\u00e2y trong m\u1ed9t namespace duy nh\u1ea5t.\u00a0Th\u1ee9 ba, d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef l\u00ean \u0111\u00e1m m\u00e2y t\u1eeb Cloudian c\u00f3 th\u1ec3 truy c\u1eadp tr\u1ef1c ti\u1ebfp b\u1eb1ng c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y.\u00a0C\u00e1ch truy c\u1eadp hai chi\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n s\u1eed d\u1ee5ng c\u1ea3 t\u00e0i nguy\u00ean \u0111\u00e1m m\u00e2y v\u00e0 t\u00e0i nguy\u00ean t\u1ea1i ch\u1ed7 thay th\u1ebf cho nhau.<\/p>\n<p>\u2192 Xem th\u00eam: <a href=\"https:\/\/thegioimaychu.vn\/solution\/enterprise-storage\/cloudian-enterprise-object-storage-p3713\/\">N\u1ec1n t\u1ea3ng l\u01b0u tr\u1eef \u0111\u1ed1i t\u01b0\u1ee3ng chu\u1ea9n S3 c\u1ee7a Cloudian, gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef ho\u00e0n h\u1ea3o cho c\u00e1c d\u1ef1 \u00e1n Deep Learning.<\/a><\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23349\">Ch\u1ea1y \u1ea3o h\u00f3a Proxmox tr\u00ean h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef h\u1ee3p nh\u1ea5t EonStor GS c\u1ee7a Infortrend<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21626\">U.2 SSD: &#8220;Chi\u1ebfn binh&#8221; hi\u1ec7u n\u0103ng cao \u1ea9n m\u00ecnh trong th\u1ebf gi\u1edbi l\u01b0u tr\u1eef doanh nghi\u1ec7p<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21606\">Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p AI v\u00e0o h\u1ec7 th\u1ed1ng l\u01b0u tr\u1eef d\u1eef li\u1ec7u doanh nghi\u1ec7p: T\u01b0\u01a1ng lai \u0111\u00e3 \u0111\u1ebfn!<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21598\">Gi\u1ea3i ph\u00e1p l\u01b0u tr\u1eef c\u1ee7a Infortrend: C\u00e1ch m\u1ea1ng h\u00f3a Qu\u1ea3n l\u00fd D\u1eef li\u1ec7u Y t\u1ebf<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21510\">C\u1eadp nh\u1eadt danh m\u1ee5c l\u01b0u tr\u1eef c\u1ee7a Infortrend: T\u1eeb AI \u0111\u1ebfn H\u1ea1 t\u1ea7ng Doanh nghi\u1ec7p<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20823\">L\u01b0u tr\u1eef doanh nghi\u1ec7p n\u0103m 2025: 6 xu h\u01b0\u1edbng kh\u00f4ng th\u1ec3 b\u1ecf qua<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>D&#7919; li&#7879;u l&agrave; ngu&#7891;n g&#7889;c c&#7911;a Tr&iacute; tu&#7879; Nh&acirc;n t&#7841;o v&agrave; H&#7885;c s&acirc;u (AI v&agrave; DL).&nbsp;Kh&#7889;i l&#432;&#7907;ng d&#7919; li&#7879;u &#273;&agrave;o t&#7841;o l&#7899;n gi&uacute;p n&acirc;ng cao &#273;&#7897; ch&iacute;nh x&aacute;c trong vi&#7879;c t&igrave;m ki&#7871;m c&aacute;c m&#7889;i quan h&#7879; c&oacute; kh&#7843; n&#259;ng d&#7921; &#273;o&aacute;n. D&#432;&#7899;i &#273;&acirc;y l&agrave; t&aacute;m y&ecirc;u c&#7847;u l&#432;u tr&#7919; &#273;&#7863;c th&ugrave; c&#7911;a c&aacute;c &#7913;ng d&#7909;ng&#8230;<\/p>\n","protected":false},"author":2,"featured_media":13357,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,2,162,1],"tags":[1333,505,32],"class_list":["post-13346","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-ao-hoa","category-giai-phap","category-tong-hop","tag-cloudian","tag-object-storage","tag-storage"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>8 y\u00eau c\u1ea7u v\u1ec1 l\u01b0u tr\u1eef cho AI v\u00e0 H\u1ecdc s\u00e2u - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/8-yeu-cau-ve-luu-tru-cho-ai-va-hoc-sau-p13346\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"8 y\u00eau c\u1ea7u v\u1ec1 l\u01b0u tr\u1eef cho AI v\u00e0 H\u1ecdc s\u00e2u - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"D&#7919; li&#7879;u l&agrave; ngu&#7891;n g&#7889;c c&#7911;a Tr&iacute; tu&#7879; Nh&acirc;n t&#7841;o v&agrave; H&#7885;c s&acirc;u (AI v&agrave; DL).&nbsp;Kh&#7889;i l&#432;&#7907;ng d&#7919; li&#7879;u &#273;&agrave;o t&#7841;o l&#7899;n gi&uacute;p n&acirc;ng cao &#273;&#7897; ch&iacute;nh x&aacute;c trong vi&#7879;c t&igrave;m ki&#7871;m c&aacute;c m&#7889;i quan h&#7879; c&oacute; kh&#7843; n&#259;ng d&#7921; &#273;o&aacute;n. 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