{"id":20884,"date":"2024-12-27T14:05:03","date_gmt":"2024-12-27T07:05:03","guid":{"rendered":"https:\/\/thegioimaychu.vn\/blog\/?p=20884"},"modified":"2025-01-02T10:02:11","modified_gmt":"2025-01-02T03:02:11","slug":"cai-thien-kha-nang-lam-mat-gpu-trong-ha-tang-ai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/cai-thien-kha-nang-lam-mat-gpu-trong-ha-tang-ai-p20884\/","title":{"rendered":"C\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng l\u00e0m m\u00e1t GPU trong h\u1ea1 t\u1ea7ng AI"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>L\u00e0m m\u00e1t GPU l\u00e0 m\u1ed9t kh\u00eda c\u1ea1nh quan tr\u1ecdng c\u1ee7a thi\u1ebft k\u1ebf h\u1ea1 t\u1ea7ng AI th\u01b0\u1eddng b\u1ecb b\u1ecf qua. C\u00e1c y\u00eau c\u1ea7u v\u1ec1 c\u00f4ng su\u1ea5t v\u00e0 n\u0103ng l\u1ef1c gi\u1ea3i nhi\u1ec7t kh\u1eaft khe c\u1ee7a <a class=\"iblink\" href=\"\/server\/hpc-system-pf31\/\">h\u1ec7 th\u1ed1ng HPC<\/a> v\u00e0 AI \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c x\u00e1c \u0111\u1ecbnh hi\u1ec7u su\u1ea5t v\u00e0 tu\u1ed5i th\u1ecd c\u1ee7a h\u1ec7 th\u1ed1ng. Trong b\u00e0i blog n\u00e0y, ch\u00fang t\u00f4i xem x\u00e9t c\u00e1c k\u1ef9 thu\u1eadt l\u00e0m m\u00e1t GPU kh\u00e1c nhau v\u00e0 b\u00e0n v\u1ec1 m\u1ed9t s\u1ed1 chi\u1ebfn l\u01b0\u1ee3c hi\u1ec7u qu\u1ea3 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u1ea1 t\u1ea7ng \u0111i\u1ec7n to\u00e1n m\u1eadt \u0111\u1ed9 cao c\u1ee7a b\u1ea1n ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u1ea5t.<\/p>\n<h3>Kh\u00e1m ph\u00e1 c\u00e1c k\u1ef9 thu\u1eadt l\u00e0m m\u00e1t GPU<\/h3>\n<p>Hi\u1ec7n c\u00f3 m\u1ed9t s\u1ed1 ph\u01b0\u01a1ng ph\u00e1p l\u00e0m m\u00e1t cho GPU kh\u00e1c nhau, m\u1ed7i ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ec1u c\u00f3 \u01b0u \u0111i\u1ec3m v\u00e0 h\u1ea1n ch\u1ebf ri\u00eang. L\u00e0m m\u00e1t b\u1eb1ng kh\u00f4ng kh\u00ed, ph\u01b0\u01a1ng ph\u00e1p \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng ph\u1ed5 bi\u1ebfn nh\u1ea5t, d\u1ef1a v\u00e0o qu\u1ea1t v\u00e0 b\u1ed9 t\u1ea3n nhi\u1ec7t \u0111\u1ec3 l\u00e0m m\u00e1t. M\u1eb7c d\u00f9 kh\u00f4ng kh\u00ed d\u1ec5 di chuy\u1ec3n xung quanh, nh\u01b0ng n\u00f3 kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng d\u1eabn nhi\u1ec7t m\u1ea1nh. M\u1eb7t kh\u00e1c, ch\u1ea5t l\u00e0m m\u00e1t d\u1ea1ng l\u1ecfng cung c\u1ea5p kh\u1ea3 n\u0103ng h\u1ea5p th\u1ee5 v\u00e0 v\u1eadn chuy\u1ec3n nhi\u1ec7t v\u01b0\u1ee3t tr\u1ed9i, nh\u01b0ng vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 di chuy\u1ec3n n\u00f3 s\u1ebd ph\u1ee9c t\u1ea1p h\u01a1n. C\u00e1c gi\u1ea3i ph\u00e1p l\u00e0m m\u00e1t k\u1ebft h\u1ee3p, k\u1ebft h\u1ee3p c\u00e1c y\u1ebfu t\u1ed1 l\u00e0m m\u00e1t b\u1eb1ng kh\u00f4ng kh\u00ed v\u00e0 ch\u1ea5t l\u1ecfng, t\u1ea1o ra s\u1ef1 c\u00e2n b\u1eb1ng gi\u1eefa hi\u1ec7u qu\u1ea3, t\u00ednh th\u1ef1c t\u1ebf v\u00e0 hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed.<\/p>\n<p>Vi\u1ec7c l\u1ef1a ch\u1ecdn ph\u01b0\u01a1ng ph\u00e1p l\u00e0m m\u00e1t ph\u00f9 h\u1ee3p ph\u1ee5 thu\u1ed9c v\u00e0o nhi\u1ec1u y\u1ebfu t\u1ed1, ch\u1eb3ng h\u1ea1n nh\u01b0 lo\u1ea1i t\u1ea3i x\u1eed l\u00fd, t\u00ednh kh\u1ea3 d\u1ee5ng c\u1ee7a h\u1ea1 t\u1ea7ng, quy tr\u00ecnh b\u1ea3o tr\u00ec v\u00e0 c\u00e2n nh\u1eafc v\u1ec1 ng\u00e2n s\u00e1ch.<\/p>\n<h3>Kinh nghi\u1ec7m tri\u1ec3n khai l\u00e0m m\u00e1t GPU trong h\u1ea1 t\u1ea7ng AI<\/h3>\n<p>Vi\u1ec7c \u00e1p d\u1ee5ng m\u1ed9t s\u1ed1 bi\u1ec7n ph\u00e1p l\u00e0m m\u00e1t t\u1ed1t c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 hi\u1ec7u qu\u1ea3 l\u00e0m m\u00e1t GPU:<\/p>\n<ol>\n<li>\u0110\u1ea3m b\u1ea3o lu\u1ed3ng kh\u00f4ng kh\u00ed \u0111\u1ea7y \u0111\u1ee7: Cung c\u1ea5p lu\u1ed3ng kh\u00f4ng kh\u00ed v\u00e0 th\u00f4ng gi\u00f3 th\u00edch h\u1ee3p l\u00e0 \u0111i\u1ec1u c\u01a1 b\u1ea3n \u0111\u1ec3 duy tr\u00ec nhi\u1ec7t \u0111\u1ed9 t\u1ed1i \u01b0u trong m\u00f4i tr\u01b0\u1eddng AI. Thi\u1ebft k\u1ebf b\u1ed1 tr\u00ed ph\u00f2ng m\u00e1y ch\u1ee7 hi\u1ec7u qu\u1ea3 v\u00e0 s\u1eafp x\u1ebfp c\u00e1c m\u00e1y ch\u1ee7 hi\u1ec7u su\u1ea5t cao, \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1eb1ng GPU, \u0111\u1ec3 cho ph\u00e9p lu\u1ed3ng kh\u00f4ng kh\u00ed kh\u00f4ng b\u1ecb c\u1ea3n tr\u1edf l\u00e0 r\u1ea5t quan tr\u1ecdng. H\u00e3y nh\u1edb r\u1eb1ng c\u00e1c rack m\u1eadt \u0111\u1ed9 cao c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn vi\u1ec7c truy\u1ec1n nhi\u1ec7t v\u00e0 c\u1ea7n c\u00e2n nh\u1eafc k\u1ef9 l\u01b0\u1ee1ng.<\/li>\n<li>S\u1eed d\u1ee5ng qu\u1ea1t v\u00e0 b\u1ed9 t\u1ea3n nhi\u1ec7t hi\u1ec7u su\u1ea5t cao: Ch\u1ecdn qu\u1ea1t hi\u1ec7u su\u1ea5t cao c\u00f3 x\u1ebfp h\u1ea1ng CFM \u0111\u1ee7 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o lu\u1ed3ng kh\u00f4ng kh\u00ed l\u01b0u th\u00f4ng hi\u1ec7u qu\u1ea3 b\u00ean trong khung m\u00e1y ch\u1ee7. K\u1ebft h\u1ee3p qu\u1ea1t m\u1ea1nh m\u1ebd v\u1edbi b\u1ed9 t\u1ea3n nhi\u1ec7t ch\u1ea5t l\u01b0\u1ee3ng gi\u00fap t\u1ea3n nhi\u1ec7t hi\u1ec7u qu\u1ea3 ra kh\u1ecfi GPU. Vi\u1ec7c v\u1ec7 sinh v\u00e0 b\u1ea3o d\u01b0\u1ee1ng th\u01b0\u1eddng xuy\u00ean c\u00e1c th\u00e0nh ph\u1ea7n n\u00e0y s\u1ebd \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t t\u1ed1i \u01b0u.<\/li>\n<li>H\u00e3y c\u00e2n nh\u1eafc \u0111\u1ebfn t\u1ea3n nhi\u1ec7t b\u1eb1ng ch\u1ea5t l\u1ecfng: C\u00e1c gi\u1ea3i ph\u00e1p t\u1ea3n nhi\u1ec7t b\u1eb1ng ch\u1ea5t l\u1ecfng v\u01b0\u1ee3t tr\u1ed9i h\u01a1n h\u1eb3n so v\u1edbi t\u1ea3n nhi\u1ec7t b\u1eb1ng kh\u00f4ng kh\u00ed th\u00f4ng th\u01b0\u1eddng, mang l\u1ea1i kh\u1ea3 n\u0103ng t\u1ea3n nhi\u1ec7t v\u01b0\u1ee3t tr\u1ed9i. C\u00e1c gi\u1ea3i ph\u00e1p n\u00e0y bao g\u1ed3m vi\u1ec7c \u0111\u1eb7t m\u1ed9t kh\u1ed1i ch\u1ea5t l\u1ecfng ti\u1ebfp x\u00fac tr\u1ef1c ti\u1ebfp v\u1edbi c\u00e1c th\u00e0nh ph\u1ea7n sinh nhi\u1ec7t c\u1ee7a GPU, gi\u00fap t\u1ea3n nhi\u1ec7t hi\u1ec7u qu\u1ea3. T\u1ea3n nhi\u1ec7t b\u1eb1ng ch\u1ea5t l\u1ecfng c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 hi\u1ec7u qu\u1ea3 t\u1ea3n nhi\u1ec7t, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c GPU cao c\u1ea5p x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 AI chuy\u00ean s\u00e2u.<\/li>\n<li>Gi\u00e1m s\u00e1t nhi\u1ec7t \u0111\u1ed9: Gi\u00e1m s\u00e1t nhi\u1ec7t \u0111\u1ed9 theo th\u1eddi gian th\u1ef1c l\u00e0 r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 ph\u00e1t hi\u1ec7n k\u1ecbp th\u1eddi b\u1ea5t k\u1ef3 s\u1ef1 gia t\u0103ng b\u1ea5t th\u01b0\u1eddng n\u00e0o v\u1ec1 nhi\u1ec7t \u0111\u1ed9 GPU. Vi\u1ec7c tri\u1ec3n khai ng\u01b0\u1ee1ng nhi\u1ec7t \u0111\u1ed9 v\u00e0 c\u00e1c bi\u1ec7n ph\u00e1p kh\u1eafc ph\u1ee5c t\u1ef1 \u0111\u1ed9ng, bao g\u1ed3m c\u1ea3 vi\u1ec7c t\u1eaft m\u00e1y, c\u00f3 th\u1ec3 b\u1ea3o v\u1ec7 GPU kh\u1ecfi vi\u1ec7c \u0111\u1ea1t \u0111\u1ebfn nhi\u1ec7t \u0111\u1ed9 t\u1edbi h\u1ea1n v\u00e0 h\u01b0 h\u1ecfng ti\u1ec1m \u1ea9n. Ph\u1ea7n m\u1ec1m gi\u00e1m s\u00e1t cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft c\u00f3 gi\u00e1 tr\u1ecb v\u1ec1 hi\u1ec7u su\u1ea5t GPU v\u00e0 xu h\u01b0\u1edbng nhi\u1ec7t \u0111\u1ed9, cho ph\u00e9p \u0111i\u1ec1u ch\u1ec9nh c\u00f4ng su\u1ea5t l\u00e0m m\u00e1t ch\u1ee7 \u0111\u1ed9ng.<\/li>\n<\/ol>\n<h3>Qu\u1ea3n l\u00fd s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a vi\u1ec7c l\u00e0m m\u00e1t trong c\u00e1c tri\u1ec3n khai AI quy m\u00f4 l\u1edbn<\/h3>\n<p>Vi\u1ec7c tri\u1ec3n khai AI \u1edf quy m\u00f4 l\u1edbn \u0111\u1eb7t ra nh\u1eefng th\u00e1ch th\u1ee9c c\u1ee5 th\u1ec3 khi n\u00f3i \u0111\u1ebfn vi\u1ec7c qu\u1ea3n l\u00fd l\u00e0m m\u00e1t. Khi c\u00e1c c\u1ee5m GPU v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u00ednh \u0111\u1ebfn, t\u1ea7m quan tr\u1ecdng c\u1ee7a vi\u1ec7c l\u00e0m m\u00e1t ph\u00f9 h\u1ee3p tr\u1edf n\u00ean r\u00f5 r\u1ec7t h\u01a1n n\u1eefa. \u0110\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y, c\u1ea7n ph\u1ea3i \u00e1p d\u1ee5ng c\u00e1c chi\u1ebfn l\u01b0\u1ee3c hi\u1ec7u qu\u1ea3, ch\u1eb3ng h\u1ea1n nh\u01b0 ng\u0103n c\u00e1ch lu\u1ed3ng n\u00f3ng v\u00e0 l\u1ea1nh, b\u1ed1 tr\u00ed l\u00e0m m\u00e1t \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a v\u00e0 ph\u00e2n ph\u1ed1i kh\u00f4ng kh\u00ed hi\u1ec7u qu\u1ea3. \u0110i\u1ec1u c\u1ea7n thi\u1ebft l\u00e0 ph\u1ea3i x\u00e1c \u0111\u1ecbnh c\u00e1c khu v\u1ef1c c\u00f3 m\u1eadt \u0111\u1ed9 nhi\u1ec7t cao v\u00e0 gi\u1ea3i quy\u1ebft m\u1ecdi \u0111i\u1ec3m n\u00f3ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o hi\u1ec7u su\u1ea5t GPU tin c\u1eady v\u00e0 tr\u00e1nh ph\u00e1t sinh l\u1ed7i ti\u1ec1m \u1ea9n.<\/p>\n<h3>Nh\u1eefng ti\u1ebfn b\u1ed9 trong gi\u1ea3i ph\u00e1p l\u00e0m m\u00e1t GPU<\/h3>\n<p>Khi GPU tr\u1edf n\u00ean m\u1ea1nh m\u1ebd h\u01a1n v\u00e0 t\u1ea3i x\u1eed l\u00fd AI ti\u1ebfp t\u1ee5c \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng, s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a c\u00e1c gi\u1ea3i ph\u00e1p l\u00e0m m\u00e1t s\u1ebd ti\u1ebfp t\u1ee5c ti\u1ebfn tri\u1ec3n. Nh\u1eefng \u0111\u1ed5i m\u1edbi \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o\u200b\u200btrong l\u0129nh v\u1ef1c n\u00e0y bao g\u1ed3m l\u00e0m m\u00e1t ch\u00ecm (immersion cooling), bao g\u1ed3m vi\u1ec7c nh\u00fang c\u00e1c h\u1ec7 th\u1ed1ng trong ch\u1ea5t l\u1ecfng ho\u1eb7c ch\u1ea5t l\u00e0m m\u00e1t kh\u00f4ng d\u1eabn \u0111i\u1ec7n, c\u0169ng nh\u01b0 vi\u1ec7c \u0111\u01b0a v\u00e0o c\u00e1c thi\u1ebft k\u1ebf qu\u1ea1t t\u1ea3n nhi\u1ec7t hi\u1ec7u qu\u1ea3 h\u01a1n v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p l\u00e0m m\u00e1t t\u00edch h\u1ee3p \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ri\u00eang cho c\u00e1c \u1ee9ng d\u1ee5ng AI.<\/p>\n<h3>K\u1ebft lu\u1eadn<\/h3>\n<p>C\u00e1c k\u1ef9 thu\u1eadt l\u00e0m m\u00e1t hi\u1ec7u qu\u1ea3 l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o h\u1ec7 th\u1ed1ng t\u0103ng t\u1ed1c GPU c\u1ee7a b\u1ea1n ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3.<\/p>\n<p>N\u1ebfu b\u1ea1n c\u00f3 nh\u1eefng kh\u00f3 kh\u0103n v\u1ec1 vi\u1ec7c tri\u1ec3n khai gi\u1ea3i ph\u00e1p l\u00e0m m\u00e1t cho GPU, \u0111\u1ed9i ng\u0169 c\u1ee7a NTC v\u1edbi nhi\u1ec1u kinh nghi\u1ec7m trong c\u00f4ng ngh\u1ec7 HPC ti\u00ean ti\u1ebfn v\u00e0 tr\u1ef1c ti\u1ebfp tri\u1ec3n khai c\u00e1c gi\u1ea3i ph\u00e1p AI th\u00e0nh c\u00f4ng, s\u1eb5n s\u00e0ng t\u01b0 v\u1ea5n v\u00e0 gi\u00fap b\u1ea1n l\u00e0m r\u00f5 c\u00e1c l\u1ef1a ch\u1ecdn c\u00f4ng ngh\u1ec7. C\u00e1c chuy\u00ean gia k\u1ef9 thu\u1eadt c\u1ee7a ch\u00fang t\u00f4i c\u00f3 th\u1ec3 cung c\u1ea5p th\u00f4ng tin chi ti\u1ebft v\u00e0 h\u01b0\u1edbng d\u1eabn c\u00f3 gi\u00e1 tr\u1ecb v\u1ec1 l\u1ef1a ch\u1ecdn ph\u1ea7n c\u1ee9ng, t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t GPU v\u00e0 gi\u1ea3i quy\u1ebft c\u00e1c th\u00e1ch th\u1ee9c trong c\u00f4ng ngh\u1ec7 l\u00e0m m\u00e1t.<\/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=23322\">NVIDIA RTX PRO 4500 Blackwell Server Edition: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt t\u1eeb th\u1ebf h\u1ec7 L4 cho h\u1ea1 t\u1ea7ng AI suy lu\u1eadn hi\u1ec7u n\u0103ng cao<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22258\">NVIDIA hi\u1ec7n \u0111ang cung c\u1ea5p nh\u1eefng d\u00f2ng GPU n\u00e0o?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20284\">H\u01b0\u1edbng d\u1eabn l\u1ef1a ch\u1ecdn GPU ph\u00f9 h\u1ee3p cho AI, Machine Learning<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20902\">H\u1ea1 t\u1ea7ng cho AI: So s\u00e1nh gi\u1eefa m\u00f4i tr\u01b0\u1eddng tr\u00ean \u0111\u00e1m m\u00e2y, \u1edf bi\u00ean v\u00e0 t\u1ea1i ch\u1ed7<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20438\">T\u00ecm hi\u1ec3u t\u1ea1i sao tri\u1ec3n khai on-premises c\u00f3 th\u1ec3 gi\u00fap v\u01b0\u1ee3t qua 6 th\u00e1ch th\u1ee9c quan tr\u1ecdng c\u1ee7a AI<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>L&agrave;m m&aacute;t GPU l&agrave; m&#7897;t kh&iacute;a c&#7841;nh quan tr&#7885;ng c&#7911;a thi&#7871;t k&#7871; h&#7841; t&#7847;ng AI th&#432;&#7901;ng b&#7883; b&#7887; qua. C&aacute;c y&ecirc;u c&#7847;u v&#7873; c&ocirc;ng su&#7845;t v&agrave; n&#259;ng l&#7921;c gi&#7843;i nhi&#7879;t kh&#7855;t khe c&#7911;a h&#7879; th&#7889;ng HPC v&agrave; AI &#273;&oacute;ng vai tr&ograve; quan tr&#7885;ng trong vi&#7879;c x&aacute;c &#273;&#7883;nh hi&#7879;u su&#7845;t v&agrave; tu&#7893;i th&#7885; c&#7911;a h&#7879; th&#7889;ng&#8230;.<\/p>\n","protected":false},"author":2,"featured_media":20885,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[671,1218],"class_list":["post-20884","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-gpu","tag-infra"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>C\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng l\u00e0m m\u00e1t GPU trong h\u1ea1 t\u1ea7ng AI - 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\/ai-hpc\/cai-thien-kha-nang-lam-mat-gpu-trong-ha-tang-ai-p20884\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"C\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng l\u00e0m m\u00e1t GPU trong h\u1ea1 t\u1ea7ng AI - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"L&agrave;m m&aacute;t GPU l&agrave; m&#7897;t kh&iacute;a c&#7841;nh quan tr&#7885;ng c&#7911;a thi&#7871;t k&#7871; h&#7841; t&#7847;ng AI th&#432;&#7901;ng b&#7883; b&#7887; qua. 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