{"id":34884,"date":"2024-08-16T11:03:28","date_gmt":"2024-08-16T04:03:28","guid":{"rendered":"http:\/\/jupitek.maudemo.vip\/index.php\/2024\/08\/16\/dedicated-cpu-compute-instances\/"},"modified":"2026-05-14T10:29:05","modified_gmt":"2026-05-14T09:29:05","slug":"dedicated-cpu-compute-instances","status":"publish","type":"post","link":"https:\/\/jupitek.maudemo.vip\/index.php\/2024\/08\/16\/dedicated-cpu-compute-instances\/","title":{"rendered":"Dedicated CPU Compute Instances"},"content":{"rendered":"<p>Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng l\u00e0 c\u00e1c m\u00e1y \u1ea3o cung c\u1ea5p cho b\u1ea1n t\u00e0i nguy\u00ean CPU chuy\u00ean d\u1ee5ng. C\u00e1c l\u00f5i vCPU c\u1ee7a h\u1ecd \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o (v\u00e0 do \u0111\u00f3, kh\u00f4ng c\u00f3 s\u1ef1 c\u1ea1nh tranh) n\u00ean kh\u00f4ng c\u00f3 hi\u1ec7n t\u01b0\u1ee3ng b\u1ea5t ng\u1edd ho\u1eb7c suy gi\u1ea3m hi\u1ec7u su\u1ea5t li\u00ean quan \u0111\u1ebfn CPU. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n ch\u1ea1y c\u00e1c \u1ee9ng d\u1ee5ng s\u1ea3n xu\u1ea5t c\u1ee7a m\u00ecnh m\u1ed9t c\u00e1ch t\u1ef1 tin r\u1eb1ng hi\u1ec7u su\u1ea5t c\u1ee7a b\u1ea1n s\u1ebd kh\u00f4ng b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi nh\u1eefng \u1ee9ng d\u1ee5ng kh\u00e1c. C\u00e1c Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n n\u00e0y \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho CPU v\u00e0 c\u00f3 th\u1ec3 duy tr\u00ec m\u1ee9c s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean CPU \u1edf m\u1ee9c 100% trong kho\u1ea3ng th\u1eddi gian m\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c c\u1ee7a b\u1ea1n c\u1ea7n. C\u00e1c g\u00f3i CPU chuy\u00ean d\u1ee5ng l\u00fd t\u01b0\u1edfng cho h\u1ea7u h\u1ebft c\u00e1c \u1ee9ng d\u1ee5ng s\u1ea3n xu\u1ea5t v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c s\u1eed d\u1ee5ng nhi\u1ec1u CPU, bao g\u1ed3m c\u00e1c trang web c\u00f3 l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp cao, m\u00e3 h\u00f3a video, h\u1ecdc m\u00e1y v\u00e0 x\u1eed l\u00fd d\u1eef li\u1ec7u. N\u1ebfu \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ea1n \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb l\u00f5i CPU chuy\u00ean d\u1ee5ng c\u0169ng nh\u01b0 l\u01b0\u1ee3ng b\u1ed9 nh\u1edb l\u1edbn h\u01a1n, h\u00e3y xem Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n b\u1ed9 nh\u1edb cao.<\/p>\n<h2 id=\"h-tai-nguyen-chuyen-d\u1ee5ng-khong-co-c\u1ea1nh-tranh\">T\u00e0i nguy\u00ean chuy\u00ean d\u1ee5ng kh\u00f4ng c\u00f3 c\u1ea1nh tranh<\/h2>\n<p>Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng cung c\u1ea5p to\u00e0n b\u1ed9 l\u00f5i vCPU m\u00e0 ch\u1ec9 b\u1ea1n m\u1edbi c\u00f3 th\u1ec3 truy c\u1eadp \u0111\u01b0\u1ee3c. V\u00ec l\u00f5i vCPU kh\u00f4ng \u0111\u01b0\u1ee3c chia s\u1ebb n\u00ean kh\u00f4ng Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n n\u00e0o kh\u00e1c c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng ch\u00fang. Phi\u00ean b\u1ea3n c\u1ee7a b\u1ea1n kh\u00f4ng bao gi\u1edd ph\u1ea3i \u0111\u1ee3i qu\u00e1 tr\u00ecnh kh\u00e1c, cho ph\u00e9p ph\u1ea7n m\u1ec1m c\u1ee7a b\u1ea1n ch\u1ea1y \u1edf t\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u qu\u1ea3 cao nh\u1ea5t. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n ch\u1ea1y kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00f2i h\u1ecfi ph\u1ea3i l\u00e0m vi\u1ec7c to\u00e0n l\u1ef1c (100% CPU c\u1ea3 ng\u00e0y, m\u1ed7i ng\u00e0y) \u1edf hi\u1ec7u su\u1ea5t cao nh\u1ea5t.<\/p>\n<h2>N\u00e2ng c\u1ea5p t\u1eeb phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU d\u00f9ng chung<\/h2>\n<p>Vi\u1ec7c chuy\u1ec3n t\u1eeb Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU d\u00f9ng chung sang Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng l\u00e0 m\u1ed9t qu\u00e1 tr\u00ecnh li\u1ec1n m\u1ea1ch c\u00f3 th\u1ec3 t\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c \u0111\u1ebfn \u1ee9ng d\u1ee5ng v\u00e0 ng\u01b0\u1eddi d\u00f9ng c\u1ee7a b\u1ea1n. Xem L\u1ef1a ch\u1ecdn gi\u1eefa CPU d\u00f9ng chung v\u00e0 CPU chuy\u00ean d\u1ee5ng \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa c\u00e1c g\u00f3i CPU d\u00f9ng chung v\u00e0 CPU chuy\u00ean d\u1ee5ng c\u0169ng nh\u01b0 th\u1eddi \u0111i\u1ec3m m\u1ed7i lo\u1ea1i c\u00f3 th\u1ec3 ph\u00f9 h\u1ee3p. H\u01b0\u1edbng d\u1eabn n\u00e0y c\u0169ng ch\u1ec9 cho b\u1ea1n c\u00e1ch \u0111i\u1ec1u tra hi\u1ec7u su\u1ea5t CPU \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh xem \u1ee9ng d\u1ee5ng c\u1ee7a b\u1ea1n c\u00f3 \u0111ang g\u1eb7p ph\u1ea3i t\u00ecnh tr\u1ea1ng tranh ch\u1ea5p t\u00e0i nguy\u00ean tr\u00ean Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU d\u00f9ng chung hay kh\u00f4ng. N\u1ebfu b\u1ea1n mu\u1ed1n n\u00e2ng c\u1ea5p, h\u00e3y xem Thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 c\u00e1ch thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n c\u1ee7a b\u1ea1n th\u00e0nh lo\u1ea1i g\u00f3i kh\u00e1c.<\/p>\n<h2>Kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u1ec1 xu\u1ea5t<\/h2>\n<p>Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng ph\u00f9 h\u1ee3p v\u1edbi h\u1ea7u h\u1ebft m\u1ecdi kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c \u0111\u00f2i h\u1ecfi t\u00e0i nguy\u00ean CPU c\u00f3 hi\u1ec7u su\u1ea5t cao \u1ed5n \u0111\u1ecbnh. \u0110i\u1ec1u n\u00e0y bao g\u1ed3m:<\/p>\n<ul>\n<li>Website s\u1ea3n xu\u1ea5t v\u00e0 website th\u01b0\u01a1ng m\u1ea1i \u0111i\u1ec7n t\u1eed C\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u s\u1eed d\u1ee5ng CPU li\u00ean t\u1ee5c 100%. <\/li>\n<\/ul>\n<ul>\n<li>C\u00e1c \u1ee9ng d\u1ee5ng c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi s\u1ef1 tranh ch\u1ea5p t\u00e0i nguy\u00ean. <\/li>\n<\/ul>\n<ul>\n<li>Chu\u1ed7i c\u00f4ng c\u1ee5 CI\/CD v\u00e0 m\u00e1y ch\u1ee7 x\u00e2y d\u1ef1ng M\u00e1y ch\u1ee7 tr\u00f2 ch\u01a1i (nh\u01b0 Minecraft ho\u1eb7c Team Fortress) <\/li>\n<\/ul>\n<ul>\n<li>Chuy\u1ec3n m\u00e3 \u00e2m thanh v\u00e0 video D\u1eef li\u1ec7u l\u1edbn (v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u) T\u00ednh to\u00e1n khoa h\u1ecdc H\u1ecdc m\u00e1y v\u00e0 AI <\/li>\n<\/ul>\n<ul>\n<li>C\u01a1 s\u1edf d\u1eef li\u1ec7u c\u00f3 l\u01b0u l\u01b0\u1ee3ng truy c\u1eadp cao (Galera, PostgreSQL v\u1edbi Tr\u00ecnh qu\u1ea3n l\u00fd sao ch\u00e9p, MongoDB s\u1eed d\u1ee5ng B\u1ed9 sao ch\u00e9p) <\/li>\n<\/ul>\n<ul>\n<li>H\u1ec7 th\u1ed1ng t\u1ec7p \u0111\u01b0\u1ee3c sao ch\u00e9p ho\u1eb7c ph\u00e2n ph\u1ed1i (GlusterFS, DRBD) <\/li>\n<\/ul>\n<p>\u0110\u1ec3 bi\u1ebft th\u00eam chi ti\u1ebft v\u00e0 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, h\u00e3y xem ph\u1ea7n C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng CPU chuy\u00ean d\u1ee5ng.<\/p>\n<h2>B\u1ea3ng gi\u00e1<\/h2>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" width=\"997\" height=\"270\" src=\"http:\/\/jupitek.maudemo.vip\/wp-content\/uploads\/2026\/05\/image-31.png\" alt=\"\" class=\"wp-image-1283\" srcset=\"http:\/\/jupitek.maudemo.vip\/wp-content\/uploads\/2026\/05\/image-31.png 997w, http:\/\/jupitek.maudemo.vip\/wp-content\/uploads\/2026\/05\/image-31-300x81-1.png 300w, http:\/\/jupitek.maudemo.vip\/wp-content\/uploads\/2026\/05\/image-31-768x208-1.png 768w\" sizes=\"auto, (max-width: 997px) 100vw, 997px\" \/><\/figure>\n<p>G\u00f3i 512 GB c\u00f3 s\u1ed1 l\u01b0\u1ee3ng h\u1ea1n ch\u1ebf. Gi\u00e1 kh\u1edfi \u0111i\u1ec3m l\u00e0 36 USD\/th\u00e1ng cho Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng c\u00f3 2 l\u00f5i vCPU, b\u1ed9 nh\u1edb 4GB v\u00e0 b\u1ed9 nh\u1edb SSD 80 GB. Gi\u00e1 c\u1ea3 c\u00f3 th\u1ec3 thay \u0111\u1ed5i t\u00f9y theo khu v\u1ef1c. Xem l\u1ea1i trang \u0111\u1ecbnh gi\u00e1 \u0111\u1ec3 bi\u1ebft c\u00e1c g\u00f3i b\u1ed5 sung v\u00e0 chi ph\u00ed li\u00ean quan c\u1ee7a ch\u00fang. Xem l\u1ea1i trang G\u00f3i \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 c\u00e1c lo\u1ea1i phi\u00ean b\u1ea3n kh\u00e1c.<\/p>\n<h2>C\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng CPU chuy\u00ean d\u1ee5ng<\/h2>\n<p>M\u1eb7c d\u00f9 g\u00f3i d\u00f9ng chung th\u01b0\u1eddng ph\u00f9 h\u1ee3p v\u1edbi h\u1ea7u h\u1ebft c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng, nh\u01b0ng Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c khuy\u00ean d\u00f9ng cho m\u1ed9t s\u1ed1 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c li\u00ean quan \u0111\u1ebfn kh\u1ea3 n\u0103ng x\u1eed l\u00fd CPU cao v\u00e0 li\u00ean t\u1ee5c. Nh\u1eefng v\u00ed d\u1ee5 nh\u01b0 v\u1eady bao g\u1ed3m:<\/p>\n<ul>\n<li><a href=\"https:\/\/techdocs.akamai.com\/cloud-computing\/docs\/dedicated-cpu-compute-instances#cicd-toolchains-and-build-servers\">CI\/CD toolchains and build servers<\/a><\/li>\n<li><a href=\"https:\/\/techdocs.akamai.com\/cloud-computing\/docs\/dedicated-cpu-compute-instances#game-servers\">Game servers<\/a><\/li>\n<li><a href=\"https:\/\/techdocs.akamai.com\/cloud-computing\/docs\/dedicated-cpu-compute-instances#audio-and-video-transcoding\">Audio and video transcoding<\/a><\/li>\n<li><a href=\"https:\/\/techdocs.akamai.com\/cloud-computing\/docs\/dedicated-cpu-compute-instances#big-data-and-data-analysis\">Big data and data analysis<\/a><\/li>\n<li><a href=\"https:\/\/techdocs.akamai.com\/cloud-computing\/docs\/dedicated-cpu-compute-instances#scientific-computing\">Scientific computing<\/a><\/li>\n<li><a href=\"https:\/\/techdocs.akamai.com\/cloud-computing\/docs\/dedicated-cpu-compute-instances#machine-learning\">Machine learning<\/a><\/li>\n<\/ul>\n<h2>Chu\u1ed7i c\u00f4ng c\u1ee5 CI\/CD v\u00e0 m\u00e1y ch\u1ee7 x\u00e2y d\u1ef1ng<\/h2>\n<p>CI v\u00e0 CD l\u1ea7n l\u01b0\u1ee3t l\u00e0 c\u00e1c ch\u1eef vi\u1ebft t\u1eaft c\u1ee7a T\u00edch h\u1ee3p li\u00ean t\u1ee5c v\u00e0 Ph\u00e2n ph\u1ed1i li\u00ean t\u1ee5c, \u0111\u1ec1 c\u1eadp \u0111\u1ebfn m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn t\u00edch c\u1ef1c \u0111\u1ed1i v\u1edbi DevOps gi\u00fap gi\u1ea3m kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c t\u1ed5ng th\u1ec3 b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng ki\u1ec3m tra v\u00e0 th\u01b0\u1eddng xuy\u00ean th\u1ef1c hi\u1ec7n c\u00e1c thay \u0111\u1ed5i nh\u1ecf. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 gi\u00fap ng\u0103n ch\u1eb7n c\u00e1c xung \u0111\u1ed9t v\u00e0 l\u1ed7i v\u00e0o ph\u00fat cu\u1ed1i, \u0111\u1ed3ng th\u1eddi gi\u1eef cho c\u00e1c nhi\u1ec7m v\u1ee5 \u0111\u00fang ti\u1ebfn \u0111\u1ed9. \u0110\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin v\u1ec1 c\u00e1c chi ti\u1ebft c\u1ee5 th\u1ec3 c\u1ee7a CI v\u00e0 CD, h\u00e3y xem h\u01b0\u1edbng d\u1eabn Gi\u1edbi thi\u1ec7u v\u1ec1 CI\/CD c\u1ee7a ch\u00fang t\u00f4i. Trong nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p, quy tr\u00ecnh CI\/CD c\u00f3 th\u1ec3 ti\u00eau t\u1ed1n nhi\u1ec1u t\u00e0i nguy\u00ean n\u1ebfu nhi\u1ec1u thay \u0111\u1ed5i m\u00e3 m\u1edbi \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u00e0 th\u1eed nghi\u1ec7m tr\u00ean m\u00e1y ch\u1ee7 x\u00e2y d\u1ef1ng c\u1ee7a b\u1ea1n. Khi Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m m\u00e1y ch\u1ee7 t\u1eeb xa v\u00e0 d\u1ef1 ki\u1ebfn \u200b\u200bs\u1ebd ho\u1ea1t \u0111\u1ed9ng th\u01b0\u1eddng xuy\u00ean, Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng c\u00f3 th\u1ec3 b\u1ed5 sung th\u00eam m\u1ed9t l\u1edbp t\u1ed1c \u0111\u1ed9 v\u00e0 \u0111\u1ed9 tin c\u1eady cho chu\u1ed7i c\u00f4ng c\u1ee5 c\u1ee7a b\u1ea1n.<\/p>\n<h2>M\u00e1y ch\u1ee7 tr\u00f2 ch\u01a1i<\/h2>\n<p>T\u00f9y thu\u1ed9c v\u00e0o c\u01b0\u1eddng \u0111\u1ed9 nhu c\u1ea7u m\u00e0 ch\u00fang \u0111\u1eb7t ra tr\u00ean Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n c\u1ee7a b\u1ea1n, m\u00e1y ch\u1ee7 tr\u00f2 ch\u01a1i c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb CPU chuy\u00ean d\u1ee5ng. C\u00e1c tr\u00f2 ch\u01a1i nhi\u1ec1u ng\u01b0\u1eddi ch\u01a1i hi\u1ec7n \u0111\u1ea1i c\u1ea7n ph\u1ed1i h\u1ee3p v\u1edbi s\u1ed1 l\u01b0\u1ee3ng l\u1edbn kh\u00e1ch h\u00e0ng v\u00e0 y\u00eau c\u1ea7u \u0111\u1ed3ng b\u1ed9 h\u00f3a to\u00e0n b\u1ed9 th\u1ebf gi\u1edbi tr\u00f2 ch\u01a1i cho m\u1ed7i ng\u01b0\u1eddi ch\u01a1i. N\u1ebfu kh\u00f4ng c\u00f3 t\u00e0i nguy\u00ean CPU th\u00ec ng\u01b0\u1eddi ch\u01a1i s\u1ebd g\u1eb7p c\u00e1c v\u1ea5n \u0111\u1ec1 nh\u01b0 gi\u1eadt h\u00ecnh v\u00e0 lag. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 danh s\u00e1ch ng\u1eafn c\u00e1c tr\u00f2 ch\u01a1i ph\u1ed5 bi\u1ebfn c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb CPU chuy\u00ean d\u1ee5ng:<\/p>\n<h2>D\u1eef li\u1ec7u l\u1edbn v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u<\/h2>\n<p>D\u1eef li\u1ec7u l\u1edbn v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u l\u00e0 qu\u00e1 tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 tr\u00edch xu\u1ea5t nh\u1eefng hi\u1ec3u bi\u1ebft c\u00f3 \u00fd ngh\u0129a t\u1eeb c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ebfn m\u1ee9c ch\u00fang th\u01b0\u1eddng y\u00eau c\u1ea7u ph\u1ea7n m\u1ec1m v\u00e0 ph\u1ea7n c\u1ee9ng chuy\u00ean d\u1ee5ng. D\u1eef li\u1ec7u l\u1edbn \u0111\u01b0\u1ee3c nh\u1eadn bi\u1ebft d\u1ec5 d\u00e0ng nh\u1ea5t v\u1edbi &#8220;ba ch\u1eef V&#8221; c\u1ee7a d\u1eef li\u1ec7u l\u1edbn:<\/p>\n<ul>\n<li>Kh\u1ed1i l\u01b0\u1ee3ng: N\u00f3i chung, n\u1ebfu b\u1ea1n \u0111ang l\u00e0m vi\u1ec7c v\u1edbi h\u00e0ng terabyte, petabyte, exabyte ho\u1eb7c nhi\u1ec1u l\u01b0\u1ee3ng th\u00f4ng tin h\u01a1n th\u00ec b\u1ea1n \u0111ang \u1edf trong l\u0129nh v\u1ef1c d\u1eef li\u1ec7u l\u1edbn. <\/li>\n<li>V\u1eadn t\u1ed1c: V\u1edbi D\u1eef li\u1ec7u l\u1edbn, b\u1ea1n \u0111ang s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111ang \u0111\u01b0\u1ee3c t\u1ea1o, g\u1ecdi, di chuy\u1ec3n v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi t\u1ed1c \u0111\u1ed9 cao. <\/li>\n<li>M\u1ed9t v\u00ed d\u1ee5 l\u00e0 d\u1eef li\u1ec7u th\u1eddi gian th\u1ef1c do ng\u01b0\u1eddi d\u00f9ng t\u1ea1o ra tr\u00ean n\u1ec1n t\u1ea3ng truy\u1ec1n th\u00f4ng x\u00e3 h\u1ed9i. <\/li>\n<li>\u0110a d\u1ea1ng: \u0110a d\u1ea1ng \u0111\u1ec1 c\u1eadp \u0111\u1ebfn nhi\u1ec1u lo\u1ea1i \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u kh\u00e1c nhau m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 c\u1ea7n ph\u1ea3i t\u01b0\u01a1ng t\u00e1c. T\u1ea5t c\u1ea3 \u1ea3nh, video, \u00e2m thanh v\u00e0 t\u00e0i li\u1ec7u \u0111\u1ec1u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c vi\u1ebft v\u00e0 l\u01b0u \u1edf m\u1ed9t s\u1ed1 \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau. \u0110i\u1ec1u quan tr\u1ecdng l\u00e0 ph\u1ea3i xem x\u00e9t s\u1ef1 \u0111a d\u1ea1ng c\u1ee7a d\u1eef li\u1ec7u m\u00e0 b\u1ea1n s\u1ebd thu th\u1eadp \u0111\u1ec3 ph\u00e2n lo\u1ea1i n\u00f3 m\u1ed9t c\u00e1ch th\u00edch h\u1ee3p.<\/li>\n<\/ul>\n<h2>T\u00ednh to\u00e1n khoa h\u1ecdc<\/h2>\n<p>\u0110i\u1ec7n to\u00e1n khoa h\u1ecdc l\u00e0 thu\u1eadt ng\u1eef d\u00f9ng \u0111\u1ec3 m\u00f4 t\u1ea3 qu\u00e1 tr\u00ecnh s\u1eed d\u1ee5ng s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 khoa h\u1ecdc ph\u1ee9c t\u1ea1p kh\u00f4ng th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c, nguy hi\u1ec3m ho\u1eb7c b\u1ea5t ti\u1ec7n khi gi\u1ea3i quy\u1ebft b\u1eb1ng c\u00e1c ph\u01b0\u01a1ng ti\u1ec7n truy\u1ec1n th\u1ed1ng. Th\u01b0\u1eddng \u0111\u01b0\u1ee3c coi l\u00e0 &#8220;Tr\u1ee5 c\u1ed9t th\u1ee9 ba&#8221; c\u1ee7a khoa h\u1ecdc hi\u1ec7n \u0111\u1ea1i \u0111\u1eb1ng sau Ph\u00e2n t\u00edch v\u00e0 Th\u1eed nghi\u1ec7m l\u00fd thuy\u1ebft, M\u00e1y t\u00ednh khoa h\u1ecdc \u0111\u00e3 nhanh ch\u00f3ng tr\u1edf th\u00e0nh m\u1ed9t c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn trong kh\u00f4ng gian khoa h\u1ecdc. M\u00e1y t\u00ednh khoa h\u1ecdc bao g\u1ed3m nhi\u1ec1u k\u1ef9 n\u0103ng v\u00e0 c\u00f4ng c\u1ee5 giao nhau cho nhi\u1ec1u tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 h\u01a1n, m\u1eb7c d\u00f9 vi\u1ec7c gi\u1ea3i c\u00e1c c\u00f4ng th\u1ee9c to\u00e1n h\u1ecdc ph\u1ee9c t\u1ea1p ph\u1ee5 thu\u1ed9c v\u00e0o s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n \u0111\u00e1ng k\u1ec3 \u0111\u01b0\u1ee3c coi l\u00e0 ti\u00eau chu\u1ea9n. M\u1eb7c d\u00f9 c\u00f3 s\u1eb5n m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng l\u1edbn c\u00e1c c\u00f4ng c\u1ee5 ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf, d\u01b0\u1edbi \u0111\u00e2y l\u00e0 hai c\u00f4ng c\u1ee5 c\u00f3 m\u1ee5c \u0111\u00edch chung m\u00e0 ch\u00fang t\u00f4i c\u00f3 th\u1ec3 \u0111\u1ec1 xu\u1ea5t \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi M\u00e1y t\u00ednh Khoa h\u1ecdc.<\/p>\n<p>C\u1ea7n l\u01b0u \u00fd r\u1eb1ng, ngo\u00e0i c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng chung, c\u00f2n c\u00f3 nhi\u1ec1u v\u00ed d\u1ee5 kh\u00e1c v\u1ec1 c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 ph\u1ea7n m\u1ec1m c\u00f3 s\u1eb5n v\u00e0 th\u01b0\u1eddng \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho t\u1eebng l\u0129nh v\u1ef1c khoa h\u1ecdc ri\u00eang l\u1ebb.<\/p>\n<h2>H\u1ecdc m\u00e1y<\/h2>\n<p>H\u1ecdc m\u00e1y l\u00e0 m\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn m\u1ea1nh m\u1ebd \u0111\u1ed1i v\u1edbi khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng t\u1eadp h\u1ee3p d\u1eef li\u1ec7u l\u1edbn \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n. C\u00e1c thu\u1eadt to\u00e1n d\u1ef1 \u0111o\u00e1n n\u00e0y th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong c\u00e1c t\u00ednh n\u0103ng \u201c\u0111\u1ec1 xu\u1ea5t\u201d tr\u00ean nhi\u1ec1u \u1ee9ng d\u1ee5ng \u00e2m nh\u1ea1c v\u00e0 video ph\u1ed5 bi\u1ebfn, c\u1eeda h\u00e0ng tr\u1ef1c tuy\u1ebfn v\u00e0 c\u00f4ng c\u1ee5 t\u00ecm ki\u1ebfm. Khi b\u1ea1n nh\u1eadn \u0111\u01b0\u1ee3c c\u00e1c \u0111\u1ec1 xu\u1ea5t th\u00f4ng minh ph\u00f9 h\u1ee3p v\u1edbi s\u1edf th\u00edch c\u1ee7a m\u00ecnh, m\u00e1y h\u1ecdc th\u01b0\u1eddng ch\u1ecbu tr\u00e1ch nhi\u1ec7m. C\u00e1c l\u0129nh v\u1ef1c kh\u00e1c m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y h\u1ecdc m\u00e1y \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0 \u00f4 t\u00f4 t\u1ef1 l\u00e1i, t\u1ef1 \u0111\u1ed9ng h\u00f3a quy tr\u00ecnh, b\u1ea3o m\u1eadt, ph\u00e2n t\u00edch ti\u1ebfp th\u1ecb v\u00e0 ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe.<\/p>\n<p>D\u01b0\u1edbi \u0111\u00e2y l\u00e0 danh s\u00e1ch c\u00e1c c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn d\u00f9ng cho machine learning v\u00e0 AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c c\u00e0i \u0111\u1eb7t tr\u00ean Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU: <\/p>\n<ul>\n<li>TensorFlow &#8211; m\u1ed9t khung h\u1ecdc m\u00e1y, m\u00e3 ngu\u1ed3n m\u1edf v\u00e0 th\u01b0 vi\u1ec7n h\u1ecdc s\u00e2u mi\u1ec5n ph\u00ed. Tensorflow ban \u0111\u1ea7u \u0111\u01b0\u1ee3c Google ph\u00e1t tri\u1ec3n \u0111\u1ec3 s\u1eed d\u1ee5ng n\u1ed9i b\u1ed9 v\u00e0 sau \u0111\u00f3 \u0111\u01b0\u1ee3c ph\u00e1t h\u00e0nh \u0111\u1ea7y \u0111\u1ee7 ra c\u00f4ng ch\u00fang theo Gi\u1ea5y ph\u00e9p Apache. <\/li>\n<li>PyTorch &#8211; th\u01b0 vi\u1ec7n m\u00e1y h\u1ecdc d\u00e0nh cho Python s\u1eed d\u1ee5ng khung Torch \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho GPU ph\u1ed5 bi\u1ebfn. <\/li>\n<li>Apache Mahout &#8211; m\u1ed9t th\u01b0 vi\u1ec7n c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng g\u1ed3m c\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y v\u00e0 khung \u0111\u1ea1i s\u1ed1 tuy\u1ebfn t\u00ednh ph\u00e2n t\u00e1n \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 cho ph\u00e9p c\u00e1c nh\u00e0 to\u00e1n h\u1ecdc, nh\u00e0 th\u1ed1ng k\u00ea v\u00e0 nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u nhanh ch\u00f3ng tri\u1ec3n khai c\u00e1c thu\u1eadt to\u00e1n c\u1ee7a ri\u00eang h\u1ecd<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Phi\u00ean b\u1ea3n \u0111i\u1ec7n to\u00e1n CPU chuy\u00ean d\u1ee5ng l\u00e0 c\u00e1c m\u00e1y \u1ea3o cung c\u1ea5p cho b\u1ea1n t\u00e0i nguy\u00ean CPU chuy\u00ean d\u1ee5ng. C\u00e1c l\u00f5i vCPU c\u1ee7a h\u1ecd \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o (v\u00e0 do \u0111\u00f3, kh\u00f4ng c\u00f3 s\u1ef1 c\u1ea1nh tranh) n\u00ean kh\u00f4ng c\u00f3 hi\u1ec7n t\u01b0\u1ee3ng b\u1ea5t ng\u1edd ho\u1eb7c suy gi\u1ea3m hi\u1ec7u su\u1ea5t li\u00ean quan \u0111\u1ebfn CPU. \u0110i\u1ec1u n\u00e0y cho<\/p>\n","protected":false},"author":1,"featured_media":35526,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[90],"tags":[],"class_list":["post-34884","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-plan-types"],"_links":{"self":[{"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/posts\/34884","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/comments?post=34884"}],"version-history":[{"count":1,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/posts\/34884\/revisions"}],"predecessor-version":[{"id":35527,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/posts\/34884\/revisions\/35527"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/media\/35526"}],"wp:attachment":[{"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/media?parent=34884"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/categories?post=34884"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jupitek.maudemo.vip\/index.php\/wp-json\/wp\/v2\/tags?post=34884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}