{"id":508,"date":"2023-03-15T13:52:42","date_gmt":"2023-03-15T06:52:42","guid":{"rendered":"http:\/\/vbmcomputer.com\/?p=508"},"modified":"2026-01-07T09:12:09","modified_gmt":"2026-01-07T02:12:09","slug":"dang-sau-moi-cau-tra-loi-cua-chatgpt-can-hang-chuc-nghin-gpu-nvidia-a100-de-huan-luyen-hang-tram-nghin-gpu-khac-de-van-hanh","status":"publish","type":"post","link":"https:\/\/vbmcomputer.com\/?p=508","title":{"rendered":"\u0110\u1eb1ng sau m\u1ed7i c\u00e2u tr\u1ea3 l\u1eddi c\u1ee7a ChatGPT – c\u1ea7n h\u00e0ng ch\u1ee5c ngh\u00ecn GPU Nvidia A100 \u0111\u1ec3 hu\u1ea5n luy\u1ec7n, h\u00e0ng tr\u0103m ngh\u00ecn GPU kh\u00e1c \u0111\u1ec3 v\u1eadn h\u00e0nh"},"content":{"rendered":"

Theo ti\u1ebft l\u1ed9 c\u1ee7a Microsoft, d\u1ef1 \u00e1n x\u00e2y d\u1ef1ng si\u00eau m\u00e1y t\u00ednh AI n\u00e0y ti\u00eau t\u1ed1n c\u1ee7a c\u00f4ng ty nhi\u1ec1u tr\u0103m tri\u1ec7u USD.<\/h2>\n
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Khi Microsoft \u0111\u1ea7u t\u01b0 1 t\u1ef7 USD v\u00e0o OpenAI n\u0103m 2019, h\u1ecd \u0111\u00e3 \u0111\u1ed3ng \u00fd x\u00e2y d\u1ef1ng m\u1ed9t si\u00eau m\u00e1y t\u00ednh ti\u00ean ti\u1ebfn v\u1edbi hi\u1ec7u n\u0103ng si\u00eau m\u1ea1nh d\u00e0nh cho startup nghi\u00ean c\u1ee9u tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o n\u00e0y. V\u1ea5n \u0111\u1ec1 duy nh\u1ea5t \u2013 Microsoft kh\u00f4ng c\u00f3 \u0111\u01b0\u1ee3c b\u1ea5t c\u1ee9 m\u00e1y t\u00ednh n\u00e0o OpenAI c\u1ea7n v\u00e0 c\u0169ng kh\u00f4ng ch\u1eafc h\u1ecd c\u00f3 th\u1ec3 t\u1ea1o ra \u0111\u01b0\u1ee3c c\u1ed7 m\u00e1y n\u00e0o \u0111\u1ee7 l\u1edbn tr\u00ean \u0111\u00e1m m\u00e2y Azure m\u00e0 kh\u00f4ng l\u00e0m h\u1ecfng n\u00f3.<\/p>\n

Th\u1eddi \u0111i\u1ec3m \u0111\u00f3 OpenAI \u0111ang b\u1eaft tay v\u00e0o hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI l\u1edbn, c\u1ea7n h\u1ea5p th\u1ee5 m\u1ed9t l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3, h\u1ecdc h\u1ecfi ng\u00e0y c\u00e0ng nhi\u1ec1u tham s\u1ed1 v\u00e0 c\u00e1c bi\u1ebfn s\u1ed1 h\u01a1n trong qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n. \u0110i\u1ec1u \u0111\u00f3 ngh\u0129a l\u00e0 OpenAI c\u1ea7n c\u00f3 \u0111\u01b0\u1ee3c kh\u1ea3 n\u0103ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y c\u1ef1c m\u1ea1nh trong m\u1ed9t th\u1eddi gian d\u00e0i.<\/p>\n

Si\u00eau m\u00e1y t\u00ednh AI t\u1eeb h\u00e0ng ch\u1ee5c ngh\u00ecn GPU<\/b><\/p>\n

\u0110\u1ec3 v\u01b0\u1ee3t qua th\u00e1ch th\u1ee9c n\u00e0y, Microsoft ph\u1ea3i t\u00ecm c\u00e1ch li\u00ean k\u1ebft kh\u1ea3 n\u0103ng x\u1eed l\u00fd c\u1ee7a h\u00e0ng ch\u1ee5c ngh\u00ecn GPU Nvidia A100 v\u1edbi nhau \u2013 nh\u1eefng con ng\u1ef1a th\u1ed3 gi\u00e1 10.000 USD d\u00e0nh cho vi\u1ec7c hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI. S\u1ed1 l\u01b0\u1ee3ng kh\u1ed5ng l\u1ed3 c\u00e1c chip \u0111\u1ed3 h\u1ecda Nvidia A100 n\u00e0y c\u00f2n bu\u1ed9c c\u00f4ng ty ph\u1ea3i t\u00ednh to\u00e1n \u0111\u1ebfn c\u00e1ch s\u1eafp x\u1ebfp m\u00e1y ch\u1ee7 tr\u00ean gi\u00e1 \u0111\u1ee1 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o ngu\u1ed3n \u0111i\u1ec7n kh\u00f4ng b\u1ecb qu\u00e1 t\u1ea3i.<\/p>\n

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\"\u0110\u1eb1ng<\/a><\/div>
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\u0110\u1ec3 hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI, t\u1ea3i tr\u1ecdng t\u00ednh to\u00e1n \u0111\u01b0\u1ee3c ph\u00e2n b\u1ed5 cho h\u00e0ng GPU \u0111\u01b0\u1ee3c nh\u00f3m th\u00e0nh c\u00e1c c\u1ee5m \u0111i\u1ec7n to\u00e1n k\u1ebft n\u1ed1i v\u1edbi nhau th\u00f4ng qua m\u1ea1ng l\u01b0\u1edbi b\u0103ng th\u00f4ng si\u00eau l\u1edbn, \u0111\u1ed9 tr\u1ec5 th\u1ea5p. \u1ea2nh Microsoft.<\/p>\n<\/figcaption><\/figure>\n

D\u00f9 kh\u00f4ng ti\u1ebft l\u1ed9 ch\u00ednh x\u00e1c chi ph\u00ed cho d\u1ef1 \u00e1n n\u00e0y, nh\u01b0ng theo \u00f4ng Scott Guthrie, ph\u00f3 ch\u1ee7 t\u1ecbch v\u1ec1 \u0111\u00e1m m\u00e2y v\u00e0 AI c\u1ee7a Microsoft, con s\u1ed1 n\u00e0y c\u00f3 th\u1ec3 c\u00f2n l\u1edbn h\u01a1n m\u1ee9c v\u00e0i tr\u0103m tri\u1ec7u USD.<\/p>\n

B\u00e0 Nidhi Chappell, t\u1ed5ng gi\u00e1m \u0111\u1ed1c Microsoft v\u1ec1 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng Azure AI, cho bi\u1ebft: “Ch\u00fang t\u00f4i \u0111\u00e3 x\u00e2y d\u1ef1ng n\u00ean m\u1ed9t ki\u1ebfn tr\u00fac h\u1ec7 th\u1ed1ng c\u00f3 th\u1ec3 v\u1eadn h\u00e0nh v\u00e0 tr\u1edf n\u00ean \u0111\u00e1ng tin c\u1eady \u1edf quy m\u00f4 v\u00f4 c\u00f9ng l\u1edbn. \u0110i\u1ec1u \u0111\u00f3 \u0111\u00e3 gi\u00fap bi\u1ebfn ChatGPT tr\u1edf n\u00ean kh\u1ea3 thi. \u0110\u00e3 c\u00f3 m\u1ed9t m\u00f4 h\u00ecnh b\u01b0\u1edbc ra t\u1eeb \u0111\u00f3. S\u1ebd c\u00f2n nhi\u1ec1u, nhi\u1ec1u m\u00f4 h\u00ecnh kh\u00e1c n\u1eefa<\/i>.”<\/p>\n

L\u1eddi kh\u1eb3ng \u0111\u1ecbnh \u0111\u00f3 \u0111ang d\u1ea7n tr\u1edf th\u00e0nh s\u1ef1 th\u1eadt. H\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c Microsoft x\u00e2y d\u1ef1ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n n\u00ean ChatGPT gi\u1edd \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 hu\u1ea5n luy\u1ec7n v\u00e0 v\u1eadn h\u00e0nh c\u00e1c m\u00f4 h\u00ecnh AI l\u1edbn kh\u00e1c, bao g\u1ed3m chatbot Bing Chat m\u1edbi \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u th\u00e1ng tr\u01b0\u1edbc. B\u00ean c\u1ea1nh \u0111\u00f3, Microsoft c\u00f2n b\u00e1n h\u1ec7 th\u1ed1ng n\u00e0y cho c\u00e1c c\u00f4ng ty kh\u00e1c \u0111\u1ec3 h\u1ecd hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh c\u1ee7a ri\u00eang m\u00ecnh.<\/p>\n

Hu\u1ea5n luy\u1ec7n c\u00e1c m\u00f4 h\u00ecnh AI kh\u1ed5ng l\u1ed3 c\u1ea7n \u0111\u1ebfn m\u1ed9t l\u01b0\u1ee3ng l\u1edbn c\u00e1c b\u1ed9 x\u1eed l\u00fd \u0111\u1ed3 h\u1ecda \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u1edbi nhau th\u00e0nh m\u1ed9t si\u00eau m\u00e1y t\u00ednh AI. Kh\u00f4ng ch\u1ec9 v\u1eady, ngay c\u1ea3 vi\u1ec7c tr\u1ea3 l\u1eddi c\u00e1c truy v\u1ea5n c\u1ee7a ng\u01b0\u1eddi d\u00f9ng c\u0169ng bu\u1ed9c c\u00e1c m\u00f4 h\u00ecnh ph\u1ea3i suy lu\u1eadn \u2013 ngh\u0129a l\u00e0 c\u0169ng c\u1ea7n \u0111\u1ebfn kh\u1ea3 n\u0103ng t\u00ednh to\u00e1n c\u1ee7a c\u00e1c chip \u0111\u1ed3 h\u1ecda n\u00e0y \u2013 tuy nhi\u00ean l\u1ea1i ph\u1ea3i c\u00f3 m\u1ed9t ch\u00fat thay \u0111\u1ed5i v\u1ec1 thi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng.<\/p>\n

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\"\u0110\u1eb1ng<\/a><\/div>
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\u00d4ng Scott Guthrie, ph\u00f3 ch\u1ee7 t\u1ecbch v\u1ec1 \u0111\u00e1m m\u00e2y v\u00e0 AI c\u1ee7a Microsoft. \u1ea2nh Bloomberg<\/p>\n<\/figcaption><\/figure>\n

Microsoft c\u0169ng thi\u1ebft l\u1eadp c\u00e1c b\u1ed9 x\u1eed l\u00fd \u0111\u1ed3 h\u1ecda d\u00e0nh ri\u00eang cho kh\u1ea3 n\u0103ng suy lu\u1eadn c\u1ee7a m\u00f4 h\u00ecnh AI khi tr\u1ea3 l\u1eddi truy v\u1ea5n \u2013 nh\u01b0ng h\u00e0ng tr\u0103m ngh\u00ecn GPU n\u00e0y kh\u00f4ng t\u1eadp trung t\u1ea1i m\u1ed9t \u0111\u1ecba \u0111i\u1ec3m m\u00e0 ph\u00e2n t\u00e1n trong h\u01a1n 60 trung t\u00e2m d\u1eef li\u1ec7u n\u1eb1m r\u1ea3i r\u00e1c \u1edf nhi\u1ec1u n\u01a1i c\u1ee7a c\u00f4ng ty. Gi\u1edd \u0111\u00e2y c\u00f4ng ty c\u00f2n \u0111ang b\u1ed5 sung th\u00eam GPU m\u1edbi nh\u1ea5t c\u1ee7a Nvidia d\u00e0nh cho AI \u2013 c\u00e1c GPU H100 \u2013 phi\u00ean b\u1ea3n m\u1edbi nh\u1ea5t trang b\u1ecb c\u00f4ng ngh\u1ec7 m\u1ea1ng l\u01b0\u1edbi Infiniband c\u1ee7a Nvidia \u0111\u1ec3 chia s\u1ebb d\u1eef li\u1ec7u t\u1ed1c \u0111\u1ed9 si\u00eau cao.<\/p>\n

… v\u00e0 v\u00f4 v\u00e0n chi ti\u1ebft nh\u1ecf kh\u00f4ng t\u00ean<\/b><\/p>\n

\u0110\u1ec3 x\u00e2y d\u1ef1ng n\u00ean h\u1ec7 th\u1ed1ng \u0111i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y kh\u1ed5ng l\u1ed3 nh\u01b0 v\u1eady s\u1ebd c\u1ea7n \u0111\u1ebfn h\u00e0ng ng\u00e0n linh ki\u1ec7n b\u1ed9 ph\u1eadn kh\u00e1c nhau \u2013 ngay c\u1ea3 lo\u1ea1i gi\u00e1 \u0111\u1ec3 m\u00e1y ch\u1ee7, \u0111\u01b0\u1eddng \u1ed1ng d\u00e2y, b\u00ea t\u00f4ng cho c\u00e1c t\u00f2a nh\u00e0, c\u00e1c lo\u1ea1i kim lo\u1ea1i v\u1eadt li\u1ec7u kh\u00e1c nhau \u2013 ch\u1ec9 m\u1ed9t ch\u00fat ch\u1eadm tr\u1ec5 trong b\u1ea5t k\u1ef3 linh ki\u1ec7n n\u00e0o c\u0169ng c\u00f3 th\u1ec3 g\u00e2y ra l\u1ed7i tr\u00ean h\u1ec7 th\u1ed1ng.<\/p>\n

G\u1ea7n \u0111\u00e2y, \u0111\u1ed9i l\u1eafp \u0111\u1eb7t \u0111\u00e3 ph\u1ea3i \u0111\u1ed1i ph\u00f3 v\u1edbi t\u00ecnh tr\u1ea1ng thi\u1ebfu m\u00e1ng c\u00e1p \u2013 v\u1eadt d\u1ee5ng gi\u1ed1ng nh\u01b0 c\u00e1i gi\u1ecf k\u00edch th\u01b0\u1edbc l\u1edbn \u0111\u01b0\u1ee3c d\u00f9ng \u0111\u1ec3 \u0111\u1ef1ng c\u00e1c s\u1ee3i c\u00e1p khi \u0111i d\u00e2y tr\u00ean tr\u1ea7n nh\u00e0. V\u00ec v\u1eady h\u1ecd ph\u1ea3i thi\u1ebft k\u1ebf m\u1ed9t lo\u1ea1i m\u00e1ng c\u00e1p m\u1edbi m\u00e0 Microsoft c\u00f3 th\u1ec3 t\u1ef1 s\u1ea3n xu\u1ea5t ho\u1eb7c mua \u1edf n\u01a1i kh\u00e1c nh\u1eb1m b\u00f9 \u0111\u1eafp ch\u1ed7 thi\u1ebfu h\u1ee5t n\u00e0y. \u00d4ng Guthrie c\u0169ng cho bi\u1ebft, c\u00f4ng ty \u0111ang nghi\u00ean c\u1ee9u c\u00e1ch \u0111\u1ec3 lo\u1ea1i b\u1ecf c\u00e0ng nhi\u1ec1u m\u00e1y ch\u1ee7 c\u00e0ng t\u1ed1t \u1edf c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u hi\u1ec7n t\u1ea1i tr\u00ean to\u00e0n c\u1ea7u, v\u00ec v\u1eady h\u1ecd kh\u00f4ng ph\u1ea3i ch\u1edd \u0111\u1ee3i x\u00e2y d\u1ef1ng c\u00e1c t\u00f2a nh\u00e0 m\u1edbi.<\/p>\n

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\"\u0110\u1eb1ng<\/a><\/div>
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Nvidia H100, “qu\u00e1i v\u1eadt GPU” v\u1edbi 100 t\u1ef7 b\u00f3ng b\u00e1n d\u1eabn, 43.000 nh\u00e2n \u0111\u1ed3 h\u1ecda CUDA. \u1ea2nh Nvid<\/p>\n<\/figcaption><\/figure>\n

Kh\u00f4ng ch\u1ec9 nh\u01b0 v\u1eady, khi si\u00eau m\u00e1y t\u00ednh AI tr\u00ean \u0111\u00e1m m\u00e2y Azure c\u1ee7a Microsoft b\u1eaft \u0111\u1ea7u ho\u1ea1t \u0111\u1ed9ng, ngh\u0129a l\u00e0 m\u1ecdi c\u1ed7 m\u00e1y s\u1ebd v\u00e0o gu\u1ed3ng quay c\u1ee7a m\u00ecnh c\u00f9ng m\u1ed9t l\u00fac. \u0110\u1ec3 \u0111\u1ea3m b\u1ea3o m\u1ecdi c\u1ed7 m\u00e1y \u0111\u01b0\u1ee3c v\u1eadn h\u00e0nh c\u00f9ng l\u00fac, Microsoft ph\u1ea3i t\u00ednh to\u00e1n v\u1ec1 v\u1ecb tr\u00ed m\u1ecdi th\u1ee9 – t\u1eeb c\u00e1c con chip x\u1eed l\u00fd cho \u0111\u1ebfn ngu\u1ed3n \u0111i\u1ec7n v\u00e0 c\u1ea3 h\u1ec7 th\u1ed1ng l\u00e0m m\u00e1t cho ch\u00fang \u2013 m\u1ecdi b\u1ed9 ph\u1eadn, m\u1ecdi linh ki\u1ec7n ph\u1ea3i \u1edf v\u1ecb tr\u00ed h\u1ee3p l\u00fd \u0111\u1ec3 vi\u1ec7c v\u1eadn h\u00e0nh di\u1ec5n ra \u1ed5n \u0111\u1ecbnh.<\/p>\n

N\u1ebfu kh\u00f4ng, \u00f4ng Guthrie cho bi\u1ebft, trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n s\u1ebd bi\u1ebfn th\u00e0nh m\u1ed9t s\u1ef1 k\u1ebft h\u1ee3p kh\u1ed5ng l\u1ed3 gi\u1eefa l\u00f2 vi s\u00f3ng, m\u00e1y n\u01b0\u1edbng b\u00e1nh m\u1ef3 v\u00e0 m\u00e1y h\u00fat b\u1ee5i trong m\u1ed9t nh\u00e0 b\u1ebfp.<\/p>\n

Hi\u1ec7n t\u1ea1i Microsoft v\u1eabn \u0111ang ph\u00e1t tri\u1ec3n c\u00e1c m\u00e1y ch\u1ee7 v\u00e0 thi\u1ebft k\u1ebf chip t\u00f9y ch\u1ec9nh c\u0169ng nh\u01b0 c\u00e1ch th\u1ee9c t\u1ed1i \u01b0u h\u00f3a chu\u1ed7i cung \u1ee9ng c\u1ee7a m\u00ecnh. T\u1ea5t c\u1ea3 \u0111\u1ec1u nh\u1eb1m chuy\u1ec3n th\u00e0nh c\u00e1c c\u1ea3i thi\u1ec7n v\u1ec1 t\u1ed1c \u0111\u1ed9, hi\u1ec7u qu\u1ea3 v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed nh\u1ea5t c\u00f3 th\u1ec3.<\/p>\n

\u00d4ng Guthrie cho bi\u1ebft: “M\u00f4 h\u00ecnh AI \u0111ang l\u00e0m th\u1ebf gi\u1edbi kinh ng\u1ea1c hi\u1ec7n nay v\u1ed1n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean si\u00eau m\u00e1y t\u00ednh ch\u00fang t\u00f4i t\u1ea1o ra nhi\u1ec1u n\u0103m tr\u01b0\u1edbc. C\u00e1c m\u00f4 h\u00ecnh m\u1edbi s\u1ebd \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean si\u00eau m\u00e1y t\u00ednh m\u1edbi ch\u00fang t\u00f4i \u0111ang hu\u1ea5n luy\u1ec7n, c\u00f2n l\u1edbn h\u01a1n v\u00e0 c\u00f3 thi\u1ebft k\u1ebf tinh x\u1ea3o h\u01a1n<\/i>.”<\/i><\/p>\n

Tham kh\u1ea3o Bloomberg<\/i><\/p>\n

(Ngu\u1ed3n genk.vn)<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

Theo ti\u1ebft l\u1ed9 c\u1ee7a Microsoft, d\u1ef1 \u00e1n x\u00e2y d\u1ef1ng si\u00eau m\u00e1y t\u00ednh AI n\u00e0y ti\u00eau t\u1ed1n c\u1ee7a c\u00f4ng ty nhi\u1ec1u tr\u0103m tri\u1ec7u USD. 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