{"id":17458,"date":"2023-08-30T17:27:55","date_gmt":"2023-08-30T10:27:55","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17458"},"modified":"2023-08-30T17:27:55","modified_gmt":"2023-08-30T10:27:55","slug":"tang-cuong-phat-trien-tri-tue-nhan-tao-sang-tao-gen-ai-voi-nvidia-nemo-tren-google-cloud","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/tang-cuong-phat-trien-tri-tue-nhan-tao-sang-tao-gen-ai-voi-nvidia-nemo-tren-google-cloud-p17458\/","title":{"rendered":"T\u0103ng c\u01b0\u1eddng ph\u00e1t tri\u1ec3n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o S\u00e1ng t\u1ea1o Gen AI v\u1edbi NVIDIA NEMO tr\u00ean Google Cloud"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o<\/a> S\u00e1ng T\u1ea1o (Generative AI) \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t l\u1ef1c l\u01b0\u1ee3ng bi\u1ebfn \u0111\u1ed5i c\u1ee7a th\u1eddi \u0111\u1ea1i ch\u00fang ta, trang b\u1ecb cho c\u00e1c t\u1ed5 ch\u1ee9c trong m\u1ecdi ng\u00e0nh c\u00f4ng nghi\u1ec7p kh\u1ea3 n\u0103ng n\u00e2ng cao s\u1ea3n xu\u1ea5t, n\u00e2ng t\u1ea7m tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng v\u00e0 cung c\u1ea5p hi\u1ec7u su\u1ea5t ho\u1ea1t \u0111\u1ed9ng v\u01b0\u1ee3t tr\u1ed9i.<\/p>\n<p>C\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs) \u0111\u00f3ng vai tr\u00f2 tr\u00ed tu\u1ec7 \u0111\u1eb1ng sau <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o<\/a> S\u00e1ng T\u1ea1o. Kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn c\u00e1c m\u00f4 h\u00ecnh c\u01a1 s\u1edf v\u00f4 c\u00f9ng m\u1ea1nh m\u1ebd v\u00e0 th\u00f4ng minh, nh\u01b0 Llama v\u00e0 Falcon, \u0111\u00e3 m\u1edf ra c\u00e1nh c\u1eeda cho nh\u1eefng c\u01a1 h\u1ed9i tuy\u1ec7t v\u1eddi. Tuy nhi\u00ean, nh\u1eefng m\u00f4 h\u00ecnh n\u00e0y thi\u1ebfu ki\u1ebfn th\u1ee9c c\u1ee5 th\u1ec3 v\u1ec1 l\u0129nh v\u1ef1c c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee7a doanh nghi\u1ec7p.<\/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\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-.png\" \/><\/p>\n<p>Nh\u1eefng nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 ba l\u1ef1a ch\u1ecdn \u0111\u1ec3 \u0111\u01b0a \u1ee9ng d\u1ee5ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o c\u1ee7a h\u1ecd v\u00e0o ho\u1ea1t \u0111\u1ed9ng:<\/p>\n<ol>\n<li>LLMs \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd: l\u1ef1a ch\u1ecdn d\u1ec5 d\u00e0ng nh\u1ea5t l\u00e0 s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh c\u01a1 s\u1edf, ho\u1ea1t \u0111\u1ed9ng r\u1ea5t t\u1ed1t cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng d\u1ef1a tr\u00ean ki\u1ebfn th\u1ee9c chung.<\/li>\n<li>T\u00f9y ch\u1ec9nh LLMs: c\u00e1c m\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd \u0111\u01b0\u1ee3c t\u00f9y ch\u1ec9nh v\u1edbi ki\u1ebfn th\u1ee9c c\u1ee5 th\u1ec3 v\u1ec1 l\u0129nh v\u1ef1c, v\u00e0 c\u00e1c k\u1ef9 n\u0103ng c\u1ee5 th\u1ec3 nhi\u1ec7m v\u1ee5, k\u1ebft n\u1ed1i v\u1edbi c\u01a1 s\u1edf ki\u1ebfn th\u1ee9c c\u1ee7a doanh nghi\u1ec7p th\u1ef1c hi\u1ec7n nhi\u1ec7m v\u1ee5 v\u00e0 cung c\u1ea5p c\u00e2u tr\u1ea3 l\u1eddi d\u1ef1a tr\u00ean th\u00f4ng tin \u0111\u1ed9c quy\u1ec1n m\u1edbi nh\u1ea5t.<\/li>\n<li>X\u00e2y d\u1ef1ng LLMs: c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 d\u1eef li\u1ec7u chuy\u00ean bi\u1ec7t (v\u00ed d\u1ee5, c\u00e1c m\u00f4 h\u00ecnh ph\u1ee5c v\u1ee5 cho ng\u00f4n ng\u1eef khu v\u1ef1c) kh\u00f4ng th\u1ec3 s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh c\u01a1 s\u1edf \u0111\u00e3 \u0111\u01b0\u1ee3c ti\u1ec1n x\u1eed l\u00fd v\u00e0 ph\u1ea3i x\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ri\u00eang t\u1eeb \u0111\u1ea7u.<\/li>\n<\/ol>\n<p>NVIDIA NeMo l\u00e0 m\u1ed9t framework to\u00e0n di\u1ec7n, t\u00edch h\u1ee3p tr\u00ean n\u1ec1n \u0111\u00e1m m\u00e2y cho vi\u1ec7c x\u00e2y d\u1ef1ng, t\u00f9y ch\u1ec9nh v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o. N\u00f3 bao g\u1ed3m c\u00e1c framework hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn, b\u1ed9 khung ki\u1ec3m so\u00e1t v\u00e0 c\u00f4ng c\u1ee5 ch\u0103m s\u00f3c d\u1eef li\u1ec7u, gi\u00fap d\u1ec5 d\u00e0ng, hi\u1ec7u qu\u1ea3 v\u1ec1 chi ph\u00ed v\u00e0 nhanh ch\u00f3ng \u00e1p d\u1ee5ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64ef1276eee78.png\" alt=\"A diagram showing NeMo, an end-to-end platform that provides tools for data curation, distributed training, model customization, accelerated inference, and guardrails for enterprise applications. NeMo is supported in NVIDIA AI Enterprise and can be run anywhere. \" \/><\/p>\n<p>Khi c\u00e1c m\u00f4 h\u00ecnh Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o v\u00e0 qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n ch\u00fang ti\u1ebfp t\u1ee5c ti\u1ebfn b\u1ed9, ng\u0103n x\u1ebfp Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o v\u00e0 c\u00e1c ph\u1ee5 thu\u1ed9c c\u1ee7a n\u00f3 tr\u1edf n\u00ean ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p. \u0110\u1ed1i v\u1edbi c\u00e1c doanh nghi\u1ec7p \u0111ang v\u1eadn h\u00e0nh ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o, NVIDIA cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m to\u00e0n di\u1ec7n, an to\u00e0n v\u00e0 t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i v\u1edbi <a class=\"iblink\" href=\"\/solution\/infra\/ai\/bo-giai-phap-trien-khai-ai-cap-doanh-nghiep-nvidia-ai-enterprise-p4126\/\">NVIDIA AI Enterprise<\/a>.<\/p>\n<p>C\u00e1c t\u1ed5 ch\u1ee9c \u0111ang tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p quan tr\u1ecdng c\u1ee7a h\u1ecd tr\u00ean Google Cloud, m\u1ed9t nh\u00e0 cung c\u1ea5p h\u00e0ng \u0111\u1ea7u v\u1ec1 n\u1ec1n t\u1ea3ng \u0111\u00e1m m\u00e2y \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1eb1ng GPU. <a class=\"iblink\" href=\"\/solution\/infra\/ai\/bo-giai-phap-trien-khai-ai-cap-doanh-nghiep-nvidia-ai-enterprise-p4126\/\">NVIDIA AI Enterprise<\/a>, bao g\u1ed3m NeMo v\u00e0 c\u00f3 s\u1eb5n tr\u00ean Google Cloud, gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c \u00e1p d\u1ee5ng Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o m\u1ed9t c\u00e1ch nhanh ch\u00f3ng h\u01a1n.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-1.png\" \/><\/p>\n<p>X\u00e2y d\u1ef1ng m\u1ed9t gi\u1ea3i ph\u00e1p Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o y\u00eau c\u1ea7u to\u00e0n b\u1ed9 ng\u0103n x\u1ebfp, t\u1eeb vi\u1ec7c t\u00ednh to\u00e1n \u0111\u1ebfn m\u1ea1ng, h\u1ec7 th\u1ed1ng, ph\u1ea7n m\u1ec1m qu\u1ea3n l\u00fd, c\u00e1c SDK hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn ho\u1ea1t \u0111\u1ed9ng m\u1ed9t c\u00e1ch h\u00f2a h\u1ee3p.<\/p>\n<p>T\u1ea1i s\u1ef1 ki\u1ec7n Google Cloud Next 2023, Google Cloud th\u00f4ng b\u00e1o v\u1ec1 t\u00ednh s\u1eb5n c\u00f3 c\u1ee7a c\u00e1c phi\u00ean b\u1ea3n A3 \u0111\u01b0\u1ee3c trang b\u1ecb GPU NVIDIA H100 Tensor Core. C\u00e1c nh\u00f3m k\u1ef9 thu\u1eadt t\u1eeb c\u1ea3 hai c\u00f4ng ty \u0111ang h\u1ee3p t\u00e1c \u0111\u1ec3 \u0111\u01b0a NeMo v\u00e0o c\u00e1c phi\u00ean b\u1ea3n A3 \u0111\u1ec3 t\u0103ng t\u1ed1c hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn.<\/p>\n<p>Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta s\u1ebd \u0111\u1ec1 c\u1eadp \u0111\u1ebfn c\u00e1c t\u1ed1i \u01b0u h\u00f3a trong vi\u1ec7c hu\u1ea5n luy\u1ec7n v\u00e0 suy lu\u1eadn m\u00e0 c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 tr\u1ea3i nghi\u1ec7m khi x\u00e2y d\u1ef1ng v\u00e0 ch\u1ea1y m\u00f4 h\u00ecnh Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o t\u00f9y ch\u1ec9nh tr\u00ean GPU NVIDIA H100.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-2.png\" \/><\/p>\n<h4>X\u1eed l\u00fd d\u1eef li\u1ec7u v\u1edbi quy m\u00f4 l\u1edbn<\/h4>\n<p>Kh\u1ea3 n\u0103ng c\u1ee7a m\u1ed9t LLM \u0111\u01a1n l\u1ebb \u0111\u1ea1t \u0111\u01b0\u1ee3c k\u1ebft qu\u1ea3 xu\u1ea5t s\u1eafc tr\u00ean nhi\u1ec1u nhi\u1ec7m v\u1ee5 \u0111a d\u1ea1ng \u0111\u1ebfn t\u1eeb vi\u1ec7c hu\u1ea5n luy\u1ec7n tr\u00ean l\u01b0\u1ee3ng d\u1eef li\u1ec7u quy m\u00f4 Internet kh\u1ed5ng l\u1ed3.<\/p>\n<p>NVIDIA NeMo Data Curator gi\u00fap x\u1eed l\u00fd d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n \u0111a ng\u00f4n ng\u1eef v\u1edbi h\u00e0ng ngh\u00ecn t\u1ef7 t\u1eeb cho LLMs. N\u00f3 bao g\u1ed3m m\u1ed9t b\u1ed9 s\u01b0u t\u1eadp c\u00e1c module Python s\u1eed d\u1ee5ng MPI, Dask v\u00e0 m\u1ed9t c\u1ee5m Redis \u0111\u1ec3 m\u1edf r\u1ed9ng c\u00e1c t\u00e1c v\u1ee5 li\u00ean quan \u0111\u1ebfn vi\u1ec7c ch\u0103m s\u00f3c d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3. C\u00e1c t\u00e1c v\u1ee5 n\u00e0y bao g\u1ed3m t\u1ea3i xu\u1ed1ng d\u1eef li\u1ec7u, tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n, \u0111\u1ecbnh d\u1ea1ng l\u1ea1i v\u0103n b\u1ea3n, l\u1ecdc ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 lo\u1ea1i b\u1ecf d\u1eef li\u1ec7u tr\u00f9ng l\u1eb7p ch\u00ednh x\u00e1c ho\u1eb7c m\u1edd. C\u00f4ng c\u1ee5 n\u00e0y c\u00f3 th\u1ec3 ph\u00e2n ph\u00e1t c\u00e1c t\u00e1c v\u1ee5 n\u00e0y tr\u00ean h\u00e0ng ng\u00e0n l\u00f5i t\u00ednh to\u00e1n.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-3.png\" \/><\/p>\n<p>Vi\u1ec7c s\u1eed d\u1ee5ng c\u00e1c module n\u00e0y gi\u00fap c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng l\u1ecdc qua c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u kh\u00f4ng c\u1ea5u tr\u00fac. C\u00f4ng ngh\u1ec7 n\u00e0y t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, gi\u1ea3m chi ph\u00ed th\u00f4ng qua vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u hi\u1ec7u qu\u1ea3 v\u00e0 mang l\u1ea1i k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n<p><iframe loading=\"lazy\" title=\"NVIDIA NeMo: Developing State-Of-The-Art Conversational AI Models in Three Lines Of Code\" src=\"https:\/\/www.youtube.com\/embed\/wBgpMf_KQVw\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h4>T\u0103ng t\u1ed1c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh<\/h4>\n<p>NeMo s\u1eed d\u1ee5ng vi\u1ec7c hu\u1ea5n luy\u1ec7n ph\u00e2n t\u00e1n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p song song ph\u1ee9c t\u1ea1p \u0111\u1ec3 s\u1eed d\u1ee5ng t\u00e0i nguy\u00ean GPU v\u00e0 b\u1ed9 nh\u1edb tr\u00ean nhi\u1ec1u n\u00fat tr\u00ean quy m\u00f4 l\u1edbn. B\u1eb1ng c\u00e1ch ph\u00e2n t\u00e1ch m\u00f4 h\u00ecnh v\u00e0 d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n, NeMo cho ph\u00e9p th\u00f4ng l\u01b0\u1ee3ng t\u1ed1i \u01b0u v\u00e0 gi\u1ea3m thi\u1ec3u \u0111\u00e1ng k\u1ec3 th\u1eddi gian c\u1ea7n thi\u1ebft cho hu\u1ea5n luy\u1ec7n, \u0111\u1ed3ng th\u1eddi t\u0103ng t\u1ed1c TTM.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-4.png\" \/><\/p>\n<p>GPU H100 s\u1eed d\u1ee5ng NVIDIA Transformer Engine (TE), m\u1ed9t th\u01b0 vi\u1ec7n c\u1ea3i ti\u1ebfn hi\u1ec7u su\u1ea5t Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o b\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c \u0111\u1ecbnh d\u1ea1ng \u0111i\u1ec3m \u0111\u1ed9ng 16 bit v\u00e0 8 bit v\u1edbi c\u00e1c thu\u1eadt to\u00e1n ti\u00ean ti\u1ebfn. N\u00f3 \u0111\u1ea1t \u0111\u01b0\u1ee3c vi\u1ec7c hu\u1ea5n luy\u1ec7n LLM nhanh h\u01a1n m\u00e0 kh\u00f4ng m\u1ea5t \u0111i t\u00ednh ch\u00ednh x\u00e1c b\u1eb1ng c\u00e1ch gi\u1ea3m s\u1ed1 l\u01b0\u1ee3ng ph\u00e9p t\u00ednh \u0111\u1ed1i v\u1edbi FP8 so v\u1edbi c\u00e1c \u0111\u1ecbnh d\u1ea1ng FP16 v\u00e0 FP32 th\u00f4ng th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o. T\u1ed1i \u01b0u h\u00f3a n\u00e0y s\u1eed d\u1ee5ng ph\u00e2n t\u00edch th\u1ed1ng k\u00ea theo t\u1eebng l\u1edbp \u0111\u1ec3 t\u0103ng \u0111\u1ed9 ch\u00ednh x\u00e1c cho m\u1ed7i l\u1edbp m\u00f4 h\u00ecnh, mang l\u1ea1i hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1ed1i \u01b0u.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64ef1278371d9.png\" alt=\"A chart showing that the NVIDIA H100 delivers 3x faster LLM training than the A100 GPU.\" \/><\/p>\n<h4>AutoConfigurator mang l\u1ea1i n\u0103ng su\u1ea5t cho nh\u00e0 ph\u00e1t tri\u1ec3n<\/h4>\n<p>T\u00ecm c\u1ea5u h\u00ecnh m\u00f4 h\u00ecnh cho LLM tr\u00ean h\u1ea1 t\u1ea7ng ph\u00e2n t\u00e1n l\u00e0 qu\u00e1 tr\u00ecnh t\u1ed1n th\u1eddi gian. NeMo cung c\u1ea5p AutoConfigurator, m\u1ed9t c\u00f4ng c\u1ee5 si\u00eau tham s\u1ed1 \u0111\u1ec3 t\u00ecm ki\u1ebfm t\u1ef1 \u0111\u1ed9ng c\u1ea5u h\u00ecnh hu\u1ea5n luy\u1ec7n t\u1ed1i \u01b0u, gi\u00fap LLMs c\u00f3 th\u00f4ng l\u01b0\u1ee3ng cao hu\u1ea5n luy\u1ec7n nhanh h\u01a1n. \u0110i\u1ec1u n\u00e0y ti\u1ebft ki\u1ec7m th\u1eddi gian cho nh\u00e0 ph\u00e1t tri\u1ec3n trong vi\u1ec7c t\u00ecm ki\u1ebfm c\u1ea5u h\u00ecnh m\u00f4 h\u00ecnh hi\u1ec7u qu\u1ea3.<\/p>\n<p>C\u00f4ng c\u1ee5 n\u00e0y \u00e1p d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u00e1nh gi\u00e1 v\u00e0 t\u00ecm ki\u1ebfm l\u01b0\u1edbi cho c\u00e1c tham s\u1ed1 kh\u00e1c nhau, ch\u1eb3ng h\u1ea1n nh\u01b0 ph\u00e2n t\u00edch song song c\u00e1c tensor, ph\u00e2n t\u00edch song song d\u00f2ng, k\u00edch th\u01b0\u1edbc micro-batch v\u00e0 c\u00e1c l\u1edbp ki\u1ec3m tra \u0111i\u1ec3m k\u00edch ho\u1ea1t, nh\u1eb1m x\u00e1c \u0111\u1ecbnh c\u00e1c c\u1ea5u h\u00ecnh c\u00f3 th\u00f4ng l\u01b0\u1ee3ng cao nh\u1ea5t.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-5.png\" \/><\/p>\n<p>AutoConfigurator c\u0169ng c\u00f3 th\u1ec3 t\u00ecm c\u1ea5u h\u00ecnh m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c th\u00f4ng l\u01b0\u1ee3ng cao nh\u1ea5t ho\u1eb7c \u0111\u1ed9 tr\u1ec5 th\u1ea5p nh\u1ea5t trong qu\u00e1 tr\u00ecnh suy lu\u1eadn. R\u00e0ng bu\u1ed9c \u0111\u1ed9 tr\u1ec5 v\u00e0 th\u00f4ng l\u01b0\u1ee3ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c cung c\u1ea5p \u0111\u1ec3 tri\u1ec3n khai m\u00f4 h\u00ecnh, v\u00e0 c\u00f4ng c\u1ee5 s\u1ebd \u0111\u1ec1 xu\u1ea5t c\u00e1c c\u1ea5u h\u00ecnh th\u00edch h\u1ee3p.<\/p>\n<p>Xem x\u00e9t c\u00e1c h\u01b0\u1edbng d\u1eabn \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh Tr\u00ed Tu\u1ec7 Nh\u00e2n T\u1ea1o S\u00e1ng T\u1ea1o \u0111a d\u1ea1ng v\u1ec1 k\u00edch th\u01b0\u1edbc cho c\u00e1c ki\u1ebfn tr\u00fac GPT, MT5, T5 v\u00e0 BERT.<\/p>\n<h4>T\u00f9y ch\u1ec9nh m\u00f4 h\u00ecnh<\/h4>\n<p>Trong l\u0129nh v\u1ef1c LLM, m\u1ed9t k\u00edch th\u01b0\u1edbc hi\u1ebfm khi ph\u00f9 h\u1ee3p v\u1edbi t\u1ea5t c\u1ea3, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p. C\u00e1c LLM g\u1ed3m s\u1eb5n th\u01b0\u1eddng kh\u00f4ng \u0111\u00e1p \u1ee9ng \u0111\u1ee7 y\u00eau c\u1ea7u \u0111\u1eb7c th\u00f9 c\u1ee7a c\u00e1c t\u1ed5 ch\u1ee9c, cho d\u00f9 \u0111\u00f3 l\u00e0 nh\u1eefng tinh hoa c\u1ee7a ki\u1ebfn th\u1ee9c chuy\u00ean m\u00f4n, ng\u00f4n ng\u1eef ng\u00e0nh ho\u1eb7c t\u00ecnh hu\u1ed1ng ho\u1ea1t \u0111\u1ed9ng \u0111\u1ed9c \u0111\u00e1o.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-6.png\" \/><\/p>\n<p>\u0110\u00e2y ch\u00ednh x\u00e1c l\u00e0 n\u01a1i s\u1ef1 quan tr\u1ecdng c\u1ee7a LLM t\u00f9y ch\u1ec9nh \u0111ang \u0111\u1ebfn. C\u00e1c doanh nghi\u1ec7p ph\u1ea3i \u0111i\u1ec1u ch\u1ec9nh m\u00f4 h\u00ecnh \u0111\u1ec3 h\u1ed7 tr\u1ee3 kh\u1ea3 n\u0103ng cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng c\u1ee5 th\u1ec3 v\u00e0 chuy\u00ean m\u00f4n. Nh\u1eefng m\u00f4 h\u00ecnh t\u00f9y ch\u1ec9nh n\u00e0y cung c\u1ea5p cho doanh nghi\u1ec7p c\u00e1ch \u0111\u1ec3 t\u1ea1o ra c\u00e1c gi\u1ea3i ph\u00e1p \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a \u0111\u1ec3 ph\u00f9 h\u1ee3p v\u1edbi gi\u1ecdng v\u0103n th\u01b0\u01a1ng hi\u1ec7u c\u1ee7a h\u1ecd v\u00e0 t\u1ed1i \u01b0u h\u00f3a lu\u1ed3ng l\u00e0m vi\u1ec7c, \u0111\u1ec3 c\u00f3 th\u00f4ng tin ch\u00ednh x\u00e1c h\u01a1n v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng \u0111a d\u1ea1ng h\u01a1n.<\/p>\n<p>NeMo h\u1ed7 tr\u1ee3 nhi\u1ec1u k\u1ef9 thu\u1eadt t\u00f9y ch\u1ec9nh, cho c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh do NVIDIA x\u00e2y d\u1ef1ng b\u1eb1ng c\u00e1ch th\u00eam k\u1ef9 n\u0103ng ch\u1ee9c n\u0103ng, t\u1eadp trung v\u00e0o c\u00e1c l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3 v\u00e0 th\u1ef1c hi\u1ec7n c\u00e1c ph\u01b0\u01a1ng \u00e1n an to\u00e0n \u0111\u1ec3 ng\u0103n c\u1ea3n c\u00e1c ph\u1ea3n h\u1ed3i kh\u00f4ng th\u00edch h\u1ee3p.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-7.png\" \/><\/p>\n<p>Ngo\u00e0i ra, framework n\u00e0y h\u1ed7 tr\u1ee3 c\u00e1c m\u00f4 h\u00ecnh ti\u1ec1n hu\u1ea5n luy\u1ec7n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng b\u1edfi c\u1ed9ng \u0111\u1ed3ng bao g\u1ed3m Llama 2, BLOOM v\u00e0 Bart, v\u00e0 h\u1ed7 tr\u1ee3 c\u00e1c ki\u1ebfn tr\u00fac GPT, T5, mT5, T5-MoE v\u00e0 Bert.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-nvidia-nemo-va-large-language-models-llms-suc-manh-cua-su-hieu-biet-ngon-ngu-10.png\" \/><\/p>\n<ul>\n<li><em>P-Tuning hu\u1ea5n luy\u1ec7n m\u1ed9t m\u00f4 h\u00ecnh tr\u1ee3 th\u1ee7 nh\u1ecf \u0111\u1ec3 thi\u1ebft l\u1eadp ng\u1eef c\u1ea3nh cho LLM \u0111\u00e3 \u0111\u00f3ng b\u0103ng \u0111\u1ec3 t\u1ea1o ra ph\u1ea3n h\u1ed3i ph\u00f9 h\u1ee3p v\u00e0 ch\u00ednh x\u00e1c.<\/em><\/li>\n<li><em>Adapters\/IA3 gi\u1edbi thi\u1ec7u c\u00e1c l\u1edbp feedforward nh\u1ecf, c\u1ee5 th\u1ec3 cho nhi\u1ec7m v\u1ee5 trong ki\u1ebfn tr\u00fac l\u00f5i c\u1ee7a transformer, th\u00eam s\u1ed1 l\u01b0\u1ee3ng tham s\u1ed1 hu\u1ea5n luy\u1ec7n t\u1ed1i thi\u1ec3u cho m\u1ed7i nhi\u1ec7m v\u1ee5. \u0110i\u1ec1u n\u00e0y l\u00e0m cho vi\u1ec7c t\u00edch h\u1ee3p c\u00e1c nhi\u1ec7m v\u1ee5 m\u1edbi tr\u1edf n\u00ean d\u1ec5 d\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n l\u00e0m l\u1ea1i c\u00e1c nhi\u1ec7m v\u1ee5 hi\u1ec7n c\u00f3.<\/em><\/li>\n<li><em>Low-Rank Adaption s\u1eed d\u1ee5ng c\u00e1c module b\u1ed5 sung nh\u1ecf g\u1ecdn \u0111\u1ec3 t\u0103ng hi\u1ec7u su\u1ea5t m\u00f4 h\u00ecnh tr\u00ean c\u00e1c nhi\u1ec7m v\u1ee5 c\u1ee5 th\u1ec3 m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i \u0111\u00e1ng k\u1ec3 v\u1ec1 m\u00f4 h\u00ecnh g\u1ed1c.<\/em><\/li>\n<li><em>Supervised Fine-tuning \u0111i\u1ec1u ch\u1ec9nh c\u00e1c tham s\u1ed1 m\u00f4 h\u00ecnh tr\u00ean d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c g\u1eafn nh\u00e3n v\u1ec1 \u0111\u1ea7u v\u00e0o v\u00e0 \u0111\u1ea7u ra, d\u1ea1y m\u00f4 h\u00ecnh v\u1ec1 c\u00e1c thu\u1eadt ng\u1eef c\u1ee5 th\u1ec3 c\u1ee7a l\u0129nh v\u1ef1c v\u00e0 c\u00e1ch th\u1ef1c hi\u1ec7n theo h\u01b0\u1edbng d\u1eabn \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh b\u1edfi ng\u01b0\u1eddi d\u00f9ng.<\/em><\/li>\n<li><em>Reinforcement Learning v\u1edbi Ph\u1ea3n H\u1ed3i T\u1eeb Con Ng\u01b0\u1eddi cho ph\u00e9p LLM \u0111\u1ea1t \u0111\u01b0\u1ee3c s\u1ef1 c\u00e2n b\u1eb1ng t\u1ed1t h\u01a1n v\u1edbi gi\u00e1 tr\u1ecb v\u00e0 \u01b0a th\u00edch c\u1ee7a con ng\u01b0\u1eddi.<\/em><\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-8.png\" \/><\/p>\n<h4>Suy lu\u1eadn t\u0103ng t\u1ed1c<\/h4>\n<p>C\u00e1c LLM c\u1ee7a c\u1ed9ng \u0111\u1ed3ng \u0111ang ph\u00e1t tri\u1ec3n v\u1edbi t\u1ed1c \u0111\u1ed9 n\u1ed5 l\u1ef1c, v\u1edbi nhu c\u1ea7u t\u0103ng v\u1ec1 vi\u1ec7c tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh n\u00e0y v\u00e0o s\u1ea3n xu\u1ea5t. K\u00edch th\u01b0\u1edbc c\u1ee7a nh\u1eefng LLM n\u00e0y \u0111ang l\u00e0m t\u0103ng chi ph\u00ed v\u00e0 \u0111\u1ed9 ph\u1ee9c t\u1ea1p c\u1ee7a vi\u1ec7c tri\u1ec3n khai, \u0111\u00f2i h\u1ecfi hi\u1ec7u su\u1ea5t suy lu\u1eadn t\u1ed1i \u01b0u cho c\u00e1c \u1ee9ng d\u1ee5ng s\u1ea3n xu\u1ea5t. Hi\u1ec7u su\u1ea5t cao kh\u00f4ng ch\u1ec9 gi\u00fap gi\u1ea3m chi ph\u00ed m\u00e0 c\u00f2n c\u1ea3i thi\u1ec7n tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-9.png\" \/><\/p>\n<p>LLMs nh\u01b0 LLaMa, BLOOM, ChatGLM, Falcon, MPT v\u00e0 Starcoder \u0111\u00e3 th\u1ec3 hi\u1ec7n ti\u1ec1m n\u0103ng c\u1ee7a c\u00e1c ki\u1ebfn tr\u00fac v\u00e0 to\u00e1n t\u1eed ti\u00ean ti\u1ebfn. \u0110i\u1ec1u n\u00e0y \u0111\u00e3 t\u1ea1o ra m\u1ed9t th\u00e1ch th\u1ee9c trong vi\u1ec7c t\u1ea1o ra m\u1ed9t gi\u1ea3i ph\u00e1p c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a m\u00f4 h\u00ecnh n\u00e0y cho suy lu\u1eadn, \u0111i\u1ec1u \u0111\u00f3 l\u00e0 \u0111i\u1ec1u r\u1ea5t mong mu\u1ed1n trong h\u1ec7 sinh th\u00e1i.<\/p>\n<p>NeMo s\u1eed d\u1ee5ng c\u00e1c t\u1ed1i \u01b0u h\u00f3a MHA v\u00e0 KV cache, attention flash, KV cache s\u1ed1 h\u00f3a, v\u00e0 attention ph\u00e2n trang, c\u00f9ng v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt kh\u00e1c \u0111\u1ec3 gi\u1ea3i quy\u1ebft b\u1ed9 l\u1edbn th\u00e1ch th\u1ee9c t\u1ed1i \u01b0u h\u00f3a LLM. N\u00f3 cho ph\u00e9p nh\u00e0 ph\u00e1t tri\u1ec3n th\u1eed nghi\u1ec7m LLM m\u1edbi v\u00e0 t\u00f9y ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng cho hi\u1ec7u su\u1ea5t t\u1ed1i \u0111a m\u00e0 kh\u00f4ng c\u1ea7n ki\u1ebfn th\u1ee9c s\u00e2u v\u1ec1 t\u1ed1i \u01b0u h\u00f3a C++ ho\u1eb7c NVIDIA CUDA.<\/p>\n<p>Ngo\u00e0i ra, NeMo c\u00f2n s\u1eed d\u1ee5ng tr\u00ecnh bi\u00ean d\u1ecbch h\u1ecdc s\u00e2u TensorRT c\u1ee7a NVIDIA, t\u1ed1i \u01b0u h\u00f3a ti\u1ec1n x\u1eed l\u00fd v\u00e0 sau x\u1eed l\u00fd, v\u00e0 giao ti\u1ebfp \u0111a GPU \u0111a n\u00fat. Trong m\u1ed9t API Python m\u00e3 ngu\u1ed3n m\u1edf, n\u00f3 x\u00e1c \u0111\u1ecbnh, t\u1ed1i \u01b0u h\u00f3a v\u00e0 th\u1ef1c thi LLMs \u0111\u1ec3 suy lu\u1eadn trong c\u00e1c \u1ee9ng d\u1ee5ng s\u1ea3n xu\u1ea5t.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-streamline-generative-ai-development-with-nvidia-nemo-on-gpu-accelerated-google-1-10.png\" \/><\/p>\n<h4>NeMo Guardrails<\/h4>\n<p>LLMs c\u00f3 th\u1ec3 thi\u00ean v\u1ecb, cung c\u1ea5p ph\u1ea3n h\u1ed3i kh\u00f4ng th\u00edch h\u1ee3p v\u00e0 g\u00e2y \u1ea3o gi\u00e1c. NeMo Guardrails l\u00e0 m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 m\u00e3 ngu\u1ed3n m\u1edf, c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh \u0111\u1ec3 gi\u1ea3i quy\u1ebft nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y. N\u00f3 n\u1eb1m gi\u1eefa ng\u01b0\u1eddi d\u00f9ng v\u00e0 LLM, s\u00e0ng l\u1ecdc v\u00e0 l\u1ecdc c\u00e1c y\u00eau c\u1ea7u kh\u00f4ng th\u00edch h\u1ee3p c\u1ee7a ng\u01b0\u1eddi d\u00f9ng c\u0169ng nh\u01b0 ph\u1ea3n h\u1ed3i c\u1ee7a LLM.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-nvidia-nemo-va-large-language-models-llms-suc-manh-cua-su-hieu-biet-ngon-ngu-9.png\" \/><\/p>\n<p>X\u00e2y d\u1ef1ng guardrails cho c\u00e1c t\u00ecnh hu\u1ed1ng kh\u00e1c nhau l\u00e0 \u0111i\u1ec1u \u0111\u01a1n gi\u1ea3n. Tr\u01b0\u1edbc ti\u00ean, \u0111\u1ecbnh ngh\u0129a guardrail b\u1eb1ng c\u00e1ch cung c\u1ea5p m\u1ed9t v\u00e0i v\u00ed d\u1ee5 b\u1eb1ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean. Sau \u0111\u00f3, \u0111\u1ecbnh ngh\u0129a m\u1ed9t ph\u1ea3n h\u1ed3i khi c\u00f3 c\u00e2u h\u1ecfi v\u1ec1 ch\u1ee7 \u0111\u1ec1 \u0111\u00f3 \u0111\u01b0\u1ee3c t\u1ea1o ra. Cu\u1ed1i c\u00f9ng, \u0111\u1ecbnh ngh\u0129a m\u1ed9t lu\u1ed3ng, quy \u0111\u1ecbnh t\u1eadp h\u1ee3p c\u00e1c h\u00e0nh \u0111\u1ed9ng c\u1ea7n th\u1ef1c hi\u1ec7n khi ch\u1ee7 \u0111\u1ec1 ho\u1eb7c lu\u1ed3ng \u0111\u01b0\u1ee3c k\u00edch ho\u1ea1t.<\/p>\n<p>NeMo Guardrails c\u00f3 th\u1ec3 gi\u00fap LLM t\u1eadp trung v\u00e0o c\u00e1c ch\u1ee7 \u0111\u1ec1, ng\u0103n c\u1ea3n ph\u1ea3n h\u1ed3i \u0111\u1ed9c h\u1ea1i v\u00e0 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c ph\u1ea3n h\u1ed3i \u0111\u01b0\u1ee3c t\u1ea1o ra t\u1eeb c\u00e1c ngu\u1ed3n \u0111\u00e1ng tin c\u1eady tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c tr\u00ecnh b\u00e0y cho ng\u01b0\u1eddi d\u00f9ng. \u0110\u1ecdc v\u1ec1 vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng h\u1ed9i tho\u1ea1i LLM \u0111\u00e1ng tin c\u1eady, an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt h\u01a1n.<\/p>\n<h4>\u0110\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c tri\u1ec3n khai v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 h\u1ec7 sinh th\u00e1i<\/h4>\n<p>NeMo ho\u1ea1t \u0111\u1ed9ng v\u1edbi c\u00e1c c\u00f4ng ngh\u1ec7 h\u1ec7 sinh th\u00e1i MLOps nh\u01b0 Weights &amp; Biases (W&amp;B) cung c\u1ea5p kh\u1ea3 n\u0103ng m\u1ea1nh m\u1ebd \u0111\u1ec3 t\u0103ng t\u1ed1c qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 \u00e1p d\u1ee5ng LLMs.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64ef150e75ab3.png\" alt=\"The Weights &amp; Biases\u2019 MLOps platform that enables developers to debug, fine-tune, compare, and reproduce models. W&amp;B Prompts enable organizations to understand, tune, and analyze LLM performance, such as hyperparameter importance and model performance. \" \/><\/p>\n<p>C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 g\u1ee1 l\u1ed7i, \u0111i\u1ec1u ch\u1ec9nh, so s\u00e1nh v\u00e0 t\u00e1i t\u1ea1o m\u00f4 h\u00ecnh b\u1eb1ng n\u1ec1n t\u1ea3ng MLOps W&amp;B. W&amp;B Prompts gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c hi\u1ec3u, \u0111i\u1ec1u ch\u1ec9nh v\u00e0 ph\u00e2n t\u00edch hi\u1ec7u su\u1ea5t c\u1ee7a LLMs. W&amp;B t\u00edch h\u1ee3p v\u1edbi c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a Google Cloud th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong ph\u00e1t tri\u1ec3n ML.<\/p>\n<h4>\u1ee8ng d\u1ee5ng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o s\u00e1ng t\u1ea1o<\/h4>\n<p>Writer, m\u1ed9t d\u1ecbch v\u1ee5 t\u1ea1o n\u1ed9i dung h\u00e0ng \u0111\u1ea7u d\u1ef1a tr\u00ean Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o s\u00e1ng t\u1ea1o, \u0111ang t\u1eadn d\u1ee5ng kh\u1ea3 n\u0103ng c\u1ee7a NeMo v\u00e0 t\u00ednh to\u00e1n t\u0103ng t\u1ed1c tr\u00ean Google Cloud. H\u1ecd \u0111\u00e3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef c\u00f3 \u0111\u1ebfn 40 t\u1ef7 tham s\u1ed1, ph\u1ee5c v\u1ee5 h\u00e0ng tr\u0103m kh\u00e1ch h\u00e0ng, thay \u0111\u1ed5i c\u00e1ch t\u1ea1o n\u1ed9i dung.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64ef150f79850.png\" alt=\"Writer using NeMo capabilities and accelerated compute on Google Cloud summarizing webinar content.\" \/><\/p>\n<p>APMIC l\u00e0 m\u1ed9t c\u00e2u chuy\u1ec7n th\u00e0nh c\u00f4ng kh\u00e1c v\u1edbi NeMo l\u00e0 trung t\u00e2m. V\u1edbi hai m\u1ee5c ti\u00eau, h\u1ecd t\u1eadn d\u1ee5ng NeMo cho hai tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng kh\u00e1c bi\u1ec7t. H\u1ecd \u0111\u00e3 t\u0103ng t\u1ed1c quy tr\u00ecnh x\u00e1c minh h\u1ee3p \u0111\u1ed3ng v\u00e0 t\u00f3m t\u1eaft ph\u00e1n quy\u1ebft th\u00f4ng qua vi\u1ec7c li\u00ean k\u1ebft th\u1ef1c th\u1ec3, tr\u00edch xu\u1ea5t th\u00f4ng tin quan tr\u1ecdng t\u1eeb t\u00e0i li\u1ec7u m\u1ed9t c\u00e1ch nhanh ch\u00f3ng. H\u1ecd c\u0169ng s\u1eed d\u1ee5ng NeMo \u0111\u1ec3 t\u00f9y ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh GPT, cung c\u1ea5p gi\u1ea3i ph\u00e1p d\u1ecbch v\u1ee5 kh\u00e1ch h\u00e0ng v\u00e0 t\u01b0\u01a1ng t\u00e1c v\u1edbi con ng\u01b0\u1eddi k\u1ef9 thu\u1eadt s\u1ed1 b\u1eb1ng c\u00e1ch \u0111\u01b0a ra c\u00e2u tr\u1ea3 l\u1eddi th\u00f4ng qua h\u1ec7 th\u1ed1ng tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi.<\/p>\n<h4>B\u1eaft \u0111\u1ea7u x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o s\u00e1ng t\u1ea1o c\u1ee7a b\u1ea1n<\/h4>\n<p>S\u1eed d\u1ee5ng AI Playground, b\u1ea1n c\u00f3 th\u1ec3 tr\u1ea3i nghi\u1ec7m ti\u1ec1m n\u0103ng to\u00e0n di\u1ec7n c\u1ee7a c\u1ed9ng \u0111\u1ed3ng v\u00e0 c\u00e1c m\u00f4 h\u00ecnh Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o s\u00e1ng t\u1ea1o do NVIDIA x\u00e2y d\u1ef1ng, \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho b\u1ed9 c\u00f4ng c\u1ee5 t\u0103ng t\u1ed1c NVIDIA, tr\u1ef1c ti\u1ebfp th\u00f4ng qua tr\u00ecnh duy\u1ec7t web c\u1ee7a b\u1ea1n.<\/p>\n<blockquote><p>T\u00f9y ch\u1ec9nh c\u00e1c LLM \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u01b0\u1edbc d\u1ef1a tr\u00ean GPT, mT5 ho\u1eb7c BERT t\u1eeb Hugging Face b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng NeMo tr\u00ean Google Cloud:<\/p><\/blockquote>\n<ol>\n<li>Truy c\u1eadp NeMo t\u1eeb GitHub.<\/li>\n<li>Tr\u00edch d\u1eabn container NeMo t\u1eeb NGC \u0111\u1ec3 ch\u1ea1y tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1eb1ng GPU.<\/li>\n<li>Truy c\u1eadp NeMo t\u1eeb NVIDIA AI Enterprise c\u00f3 s\u1eb5n tr\u00ean Google Cloud Marketplace v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 v\u00e0 b\u1ea3o m\u1eadt c\u1ea5p doanh nghi\u1ec7p.<\/li>\n<\/ol>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/gjoWSRoFEhQ?si=9uqyIHB5YEn3ag_v\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p>\u2192 H\u00e3y b\u1eaft \u0111\u1ea7u v\u1edbi <a href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/products\/nemo\/get-started\/\">NVIDIA NeMo<\/a> ngay h\u00f4m nay.<\/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=23415\">B\u01b0\u1edbc v\u00e0o k\u1ef7 nguy\u00ean tr\u1ee3 l\u00fd AI c\u00e1 nh\u00e2n &#8211; so s\u00e1nh chi ti\u1ebft NVIDIA RTX Spark v\u00e0 DGX Spark<\/a><\/li>\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=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23110\">So s\u00e1nh s\u1ee9c m\u1ea1nh c\u1ee7a m\u00e1y t\u00ednh AI DGX Spark v\u1edbi c\u00e1c card GPU m\u00e1y tr\u1ea1m chuy\u00ean nghi\u1ec7p c\u1ee7a NVIDIA<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22969\">T\u1eeb Orin \u0111\u1ebfn Thor: B\u01b0\u1edbc nh\u1ea3y v\u1ecdt ki\u1ebfn tr\u00fac c\u1ee7a NVIDIA JetPack 7.0 v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a robot h\u00ecnh ng\u01b0\u1eddi<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22887\">T\u1ea1i sao g\u1ecdi NVIDIA DGX Spark l\u00e0 Si\u00eau m\u00e1y t\u00ednh AI c\u00e1 nh\u00e2n?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Tr&iacute; Tu&#7879; Nh&acirc;n T&#7841;o S&aacute;ng T&#7841;o (Generative AI) &#273;&atilde; tr&#7903; th&agrave;nh m&#7897;t l&#7921;c l&#432;&#7907;ng bi&#7871;n &#273;&#7893;i c&#7911;a th&#7901;i &#273;&#7841;i ch&uacute;ng ta, trang b&#7883; cho c&aacute;c t&#7893; ch&#7913;c trong m&#7885;i ng&agrave;nh c&ocirc;ng nghi&#7879;p kh&#7843; n&#259;ng n&acirc;ng cao s&#7843;n xu&#7845;t, n&acirc;ng t&#7847;m tr&#7843;i nghi&#7879;m kh&aacute;ch h&agrave;ng v&agrave; cung c&#7845;p hi&#7879;u su&#7845;t ho&#7841;t &#273;&#7897;ng v&#432;&#7907;t tr&#7897;i. C&aacute;c m&ocirc;&#8230;<\/p>\n","protected":false},"author":17,"featured_media":17478,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,162,44,1],"tags":[7,1045,74,1060,1314],"class_list":["post-17458","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-giai-phap","category-product","category-tong-hop","tag-ai","tag-generative-ai","tag-hpc","tag-nemo","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>T\u0103ng c\u01b0\u1eddng ph\u00e1t tri\u1ec3n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o S\u00e1ng t\u1ea1o Gen AI v\u1edbi NVIDIA NEMO tr\u00ean Google Cloud - 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\/tang-cuong-phat-trien-tri-tue-nhan-tao-sang-tao-gen-ai-voi-nvidia-nemo-tren-google-cloud-p17458\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"T\u0103ng c\u01b0\u1eddng ph\u00e1t tri\u1ec3n Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o S\u00e1ng t\u1ea1o Gen AI v\u1edbi NVIDIA NEMO tr\u00ean Google Cloud - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Tr&iacute; Tu&#7879; Nh&acirc;n T&#7841;o S&aacute;ng T&#7841;o (Generative AI) &#273;&atilde; tr&#7903; th&agrave;nh m&#7897;t l&#7921;c l&#432;&#7907;ng bi&#7871;n &#273;&#7893;i c&#7911;a th&#7901;i &#273;&#7841;i ch&uacute;ng ta, trang b&#7883; cho c&aacute;c t&#7893; ch&#7913;c trong m&#7885;i ng&agrave;nh c&ocirc;ng nghi&#7879;p kh&#7843; n&#259;ng n&acirc;ng cao s&#7843;n xu&#7845;t, n&acirc;ng t&#7847;m tr&#7843;i nghi&#7879;m kh&aacute;ch h&agrave;ng v&agrave; cung c&#7845;p hi&#7879;u su&#7845;t ho&#7841;t &#273;&#7897;ng v&#432;&#7907;t tr&#7897;i. 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