{"id":16466,"date":"2023-07-24T14:00:09","date_gmt":"2023-07-24T07:00:09","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=16466"},"modified":"2023-10-01T19:55:31","modified_gmt":"2023-10-01T12:55:31","slug":"nvidia-nemo-framework-xay-dung-tuy-chinh-va-trien-khai-cac-mo-hinh-generative-ai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-nemo-framework-xay-dung-tuy-chinh-va-trien-khai-cac-mo-hinh-generative-ai-p16466\/","title":{"rendered":"NVIDIA NeMo framework: X\u00e2y d\u1ef1ng, t\u00f9y ch\u1ec9nh v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh Generative AI"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><h3>NVIDIA NeMo framework l\u00e0 g\u00ec?<\/h3>\n<p>NVIDIA NeMo, m\u1ed9t ph\u1ea7n c\u1ee7a\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/\">n\u1ec1n t\u1ea3ng NVIDIA AI<\/a>, l\u00e0 m\u1ed9t framework\u00a0ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng AI to\u00e0n di\u1ec7n c\u1ea5p doanh nghi\u1ec7p, cloud-native, x\u00e2y d\u1ef1ng c\u00f3 m\u1ee5c \u0111\u00edch cho vi\u1ec7c t\u00f9y bi\u1ebfn v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1o sinh (Generative AI) v\u1edbi h\u00e0ng t\u1ef7 tham s\u1ed1.<\/p>\n<p>Framework NeMo cung c\u1ea5p m\u1ed9t quy tr\u00ecnh l\u00e0m vi\u1ec7c t\u0103ng t\u1ed1c cho \u0111\u00e0o t\u1ea1o v\u1edbi c\u00e1c k\u1ef9 thu\u1eadt x\u1eed l\u00fd song song 3D.\u00a0N\u00f3 mang l\u1ea1i m\u1ed9t s\u1ed1 l\u1ef1a ch\u1ecdn k\u1ef9 thu\u1eadt t\u00f9y ch\u1ec9nh v\u00e0 \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho vi\u1ec7c suy lu\u1eadn c\u00e1c m\u00f4 h\u00ecnh quy m\u00f4 l\u1edbn c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng ng\u00f4n ng\u1eef v\u00e0 h\u00ecnh \u1ea3nh v\u1edbi c\u00e1c c\u1ea5u h\u00ecnh multi-GPU v\u00e0 multi-node. NeMo gi\u00fap vi\u1ec7c ph\u00e1t tri\u1ec3n m\u00f4 h\u00ecnh AI t\u1ea1o sinh tr\u1edf n\u00ean d\u1ec5 d\u00e0ng, ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 nhanh ch\u00f3ng cho c\u00e1c doanh nghi\u1ec7p.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64bdd96ce6b89.svg\" alt=\"\" \/><\/p>\n<p>M\u1eb7c d\u00f9 framework NeMo l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1o sinh nh\u01b0ng vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t stack AI t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i l\u00e0 m\u1ed9t nhi\u1ec7m v\u1ee5 \u0111\u1ea7y th\u00e1ch th\u1ee9c.\u00a0Khi c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1o sinh v\u00e0 s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a ch\u00fang ph\u00e1t tri\u1ec3n v\u00e0 m\u1edf r\u1ed9ng nhanh ch\u00f3ng, s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a stack AI v\u00e0 c\u00e1c ph\u1ea7n ph\u1ee5 thu\u1ed9c c\u1ee7a n\u00f3 c\u0169ng t\u0103ng l\u00ean.<\/p>\n<p>\u0110\u1ed1i v\u1edbi m\u1ed9t gi\u1ea3i ph\u00e1p full stack \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u ho\u00e1, an to\u00e0n, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c doanh nghi\u1ec7p v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3, b\u1ea3o m\u1eadt v\u00e0 t\u00ednh \u1ed5n \u0111\u1ecbnh c\u1ee7a API, NeMo c\u00f3 s\u1eb5n nh\u01b0 m\u1ed9t ph\u1ea7n c\u1ee7a\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\">NVIDIA AI Enterprise<\/a>, cung c\u1ea5p cho c\u00e1c doanh nghi\u1ec7p con \u0111\u01b0\u1eddng th\u00e0nh c\u00f4ng \u0111\u1ec3 d\u1eabn \u0111\u1ea7u v\u1ec1 AI m\u00e0 kh\u00f4ng g\u1eb7p r\u1ee7i ro ti\u1ec1m \u1ea9n c\u1ee7a ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf (open-source).<\/p>\n<h2 class=\"featured\">X\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng cho c\u00e1c ph\u01b0\u01a1ng th\u1ee9c kh\u00e1c nhau<\/h2>\n<p>Framework NeMo h\u1ed7 tr\u1ee3 ph\u00e1t tri\u1ec3n c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng (foundation models) chuy\u1ec3n v\u0103n b\u1ea3n th\u00e0nh v\u0103n b\u1ea3n, v\u0103n b\u1ea3n th\u00e0nh h\u00ecnh \u1ea3nh v\u00e0 h\u00ecnh \u1ea3nh th\u00e0nh h\u00ecnh \u1ea3nh.<\/p>\n<div class=\"row\">\n<div class=\"col-lg-6 col-sm-12\">\n<h3 style=\"margin-top: 56px; line-height: 1.21739;\">Ng\u00f4n ng\u1eef<\/h3>\n<ul>\n<li>BERT<\/li>\n<li>GPT-3<\/li>\n<li>T5<\/li>\n<li>T5-MoE<\/li>\n<li>Inform<\/li>\n<\/ul>\n<\/div>\n<div class=\"col-lg-6 col-sm-12\">\n<h3 style=\"margin-top: 56px; line-height: 1.21739;\">\u0110a ph\u01b0\u01a1ng th\u1ee9c<\/h3>\n<ul>\n<li>\u00a0Stable Diffusion v1.5<\/li>\n<li>\u00a0VisionTransformers (ViT)<\/li>\n<li>\u00a0CLIP<\/li>\n<li>\u00a0Instruct-Pix2Pix<\/li>\n<li>\u00a0Imagen<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2 class=\"featured\">X\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM \u0111\u00e1ng tin c\u1eady, an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt<\/h2>\n<h3>Guardrails c\u00f3 th\u1ec3 l\u1eadp tr\u00ecnh d\u00e0nh cho c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean LLM<\/h3>\n<p>NeMo Guardrails l\u00e0 m\u1ed9t b\u1ed9 c\u00f4ng c\u1ee5 \u0111\u1ec3 d\u1ec5 d\u00e0ng ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00e0m tho\u1ea1i LLM (M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn) \u0111\u00e1ng tin c\u1eady, an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt.\u00a0N\u00f3 v\u1ed1n h\u1ed7 tr\u1ee3 LangChain, b\u1ed5 sung m\u1ed9t l\u1edbp guardrails an to\u00e0n, b\u1ea3o m\u1eadt v\u00e0 t\u1eadp trung v\u00e0o topic c\u1ee5 th\u1ec3 cho c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00e0m tho\u1ea1i d\u1ef1a tr\u00ean LLM.<\/p>\n<p>\u2192 <a id=\"nv-button-ce7be109d6\" href=\"https:\/\/developer.nvidia.com\/blog\/nvidia-enables-trustworthy-safe-and-secure-large-language-model-conversational-systems\" target=\"_blank\" rel=\"noopener noreferrer\">\u0110\u1ecdc Blog k\u1ef9 thu\u1eadt<\/a><\/p>\n<p>\u2192 <a id=\"nv-button-798443e279\" href=\"https:\/\/github.com\/NVIDIA\/NeMo-Guardrails\" target=\"_blank\" rel=\"noopener noreferrer\">D\u00f9ng th\u1eed NeMo Guardrails ngay b\u00e2y gi\u1edd<\/a><\/p>\n<h2 class=\"featured\">Kh\u00e1m ph\u00e1 c\u00e1c l\u1ee3i \u00edch<\/h2>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p>&nbsp;<\/p>\n<h3 style=\"line-height: 1.21739;\">\u0110\u00e0o t\u1ea1o nhanh nh\u1ea5t tr\u00ean c\u00e1c GPU<\/h3>\n<p>S\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt \u0111\u00e0o t\u1ea1o ti\u00ean ti\u1ebfn nh\u1ea5t \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a th\u00f4ng l\u01b0\u1ee3ng v\u00e0 gi\u1ea3m thi\u1ec3u th\u1eddi gian \u0111\u00e0o t\u1ea1o cho c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng v\u1edbi h\u00e0ng t\u1ef7 ho\u1eb7c h\u00e0ng ngh\u00ecn t\u1ef7 tham s\u1ed1.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p>&nbsp;<\/p>\n<h3 style=\"line-height: 1.21739;\">D\u1ec5 s\u1eed d\u1ee5ng<\/h3>\n<p>M\u1ed9t framework cloud-native v\u1edbi t\u1ea5t c\u1ea3 c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i s\u1eb5n v\u00e0 c\u00e0i \u0111\u1eb7t v\u1edbi c\u00e1c receipt \u0111\u00e3 \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c d\u00e0nh cho \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI t\u1ea1o sinh h\u00ecnh \u1ea3nh v\u00e0 ng\u00f4n ng\u1eef \u0111\u1ec3 t\u1eadp h\u1ee3p v\u00e0 tri\u1ec3n khai \u0111\u1ed1i v\u1edbi suy lu\u1eadn (inference).<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p>&nbsp;<\/p>\n<h3 style=\"line-height: 1.21739;\">Ho\u00e0n to\u00e0n linh ho\u1ea1t<\/h3>\n<p>M\u1ed9t c\u00e1ch ti\u1ebfp c\u1eadn ngu\u1ed3n m\u1edf cung c\u1ea5p s\u1ef1 linh ho\u1ea1t \u0111\u1ea7y \u0111\u1ee7 tr\u00ean to\u00e0n b\u1ed9 quy tr\u00ecnh &#8211; t\u1eeb x\u1eed l\u00fd d\u1eef li\u1ec7u, \u0111\u1ebfn \u0111\u00e0o t\u1ea1o cho \u0111\u1ebfn suy lu\u1eadn v\u1ec1 c\u00e1c m\u00f4 h\u00ecnh Generative AI.<\/p>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p>&nbsp;<\/p>\n<h3 style=\"line-height: 1.21739;\">Ch\u1ea1y tr\u00ean Cloud v\u00e0 t\u1ea1i ch\u1ed7<\/h3>\n<p>\u0110\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng \u1edf m\u1ecdi quy m\u00f4 tr\u00ean m\u1ecdi h\u1ea1 t\u1ea7ng GPU.\u00a0\u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 tr\u00ean t\u1ea5t c\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng NVIDIA DGX\u2122,\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/dgx-cloud\/\">NVIDIA DGX Cloud\u2122<\/a>, Microsoft Azure, Oracle Cloud Infrastructure v\u00e0 Amazon Web Services.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p>&nbsp;<\/p>\n<h3 style=\"line-height: 1.21739;\">Tu\u1ef3 ch\u1ec9nh<\/h3>\n<p>Cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 t\u00f9y ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng d\u00e0nh cho si\u00eau c\u00e1 nh\u00e2n h\u00f3a (hyper-personalized) doanh nghi\u1ec7p.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p>&nbsp;<\/p>\n<h3 style=\"line-height: 1.21739;\">H\u1ed7 tr\u1ee3 doanh nghi\u1ec7p<\/h3>\n<p>Nh\u1eefng container c\u1ee9ng (hardened), \u0111\u01b0\u1ee3c ki\u1ec3m tra (tested) v\u00e0 \u0111\u01b0\u1ee3c x\u00e1c th\u1ef1c (verified) &#8211; \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng cho c\u00e1c doanh nghi\u1ec7p.<\/p>\n<\/div>\n<\/div>\n<h2 class=\"featured\">C\u00e1c t\u00ednh n\u0103ng ch\u00ednh \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c Large Language Model<\/h2>\n<h3>K\u1ef9 thu\u1eadt \u0111\u00e0o t\u1ea1o hi\u1ec7n \u0111\u1ea1i<\/h3>\n<p>Framework NeMo mang l\u1ea1i hi\u1ec7u qu\u1ea3 \u0111\u00e0o t\u1ea1o \u1edf m\u1ee9c cao, gi\u00fap \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng quy m\u00f4 l\u1edbn, s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt song song 3D nh\u01b0:<\/p>\n<ul>\n<li>Tensor Parallelism \u0111\u1ec3 m\u1edf r\u1ed9ng c\u00e1c m\u00f4 h\u00ecnh trong c\u00e1c node<\/li>\n<li>Data and pipeline parallelism \u0111\u1ec3 m\u1edf r\u1ed9ng d\u1eef li\u1ec7u v\u00e0 c\u00e1c m\u00f4 h\u00ecnh tr\u00ean h\u00e0ng ngh\u00ecn GPU<\/li>\n<li>Sequence Parallelism \u0111\u1ec3 ph\u00e2n ph\u1ed1i b\u1ed9 nh\u1edb k\u00edch ho\u1ea1t (activation) tr\u00ean c\u00e1c thi\u1ebft b\u1ecb song song tensor<\/li>\n<\/ul>\n<p>Ngo\u00e0i ra, Selective Activation Recomputing s\u1ebd t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c t\u00ednh to\u00e1n l\u1ea1i v\u00e0 s\u1eed d\u1ee5ng b\u1ed9 nh\u1edb tr\u00ean c\u00e1c thi\u1ebft b\u1ecb song song tensor trong qu\u00e1 tr\u00ecnh lan truy\u1ec1n ng\u01b0\u1ee3c (backpropagation).<\/p>\n<p>\u2192 <a id=\"nv-button-305bfc3869\" href=\"https:\/\/developer.nvidia.com\/blog\/nvidia-ai-platform-delivers-big-gains-for-large-language-models\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0110\u1ecdc b\u00e0i vi\u1ebft<\/a><\/p>\n<h3>C\u00f4ng c\u1ee5 t\u00f9y ch\u1ec9nh<\/h3>\n<p>Framework NeMo s\u1ebd gi\u00fap cho AI doanh nghi\u1ec7p tr\u1edf n\u00ean thi\u1ebft th\u1ef1c b\u1eb1ng vi\u1ec7c cung c\u1ea5p c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3:<\/p>\n<ul>\n<li><strong>X\u00e1c \u0111\u1ecbnh tr\u1ecdng t\u00e2m v\u00e0 guardrails<\/strong>:\u00a0X\u00e1c \u0111\u1ecbnh guardrails v\u00e0 domain \u0111i\u1ec1u h\u00e0nh cho c\u00e1c m\u00f4 h\u00ecnh doanh nghi\u1ec7p si\u00eau c\u00e1 nh\u00e2n h\u00f3a \u0111\u1ec3 ng\u0103n LLM chuy\u1ec3n h\u01b0\u1edbng sang c\u00e1c domain kh\u00f4ng mong mu\u1ed1n ho\u1eb7c n\u00f3i nh\u1eefng \u0111i\u1ec1u kh\u00f4ng ph\u00f9 h\u1ee3p, th\u00f4ng qua c\u00e1c k\u1ef9 thu\u1eadt tinh ch\u1ec9nh, <a href=\"https:\/\/developer.nvidia.com\/blog\/adapting-p-tuning-to-solve-non-english-downstream-tasks\/\">h\u1ecdc nhanh<\/a> (prompt learning) v\u00e0 <a href=\"https:\/\/docs.nvidia.com\/deeplearning\/nemo\/user-guide\/docs\/en\/stable\/core\/adapters\/intro.html\">adapters<\/a>.<\/li>\n<li><strong>Bao g\u1ed3m ki\u1ebfn \u200b\u200bth\u1ee9c theo domain c\u1ee5 th\u1ec3<\/strong>:\u00a0M\u00e3 h\u00f3a v\u00e0 nh\u00fang AI c\u1ee7a b\u1ea1n v\u1edbi th\u00f4ng tin theo th\u1eddi gian th\u1ef1c c\u1ee7a doanh nghi\u1ec7p \u0111\u1ec3 cung c\u1ea5p ph\u1ea3n h\u1ed3i m\u1edbi nh\u1ea5t, s\u1eed d\u1ee5ng NVIDIA Inform.<\/li>\n<li><strong>Bao g\u1ed3m c\u00e1c k\u1ef9 n\u0103ng ch\u1ee9c n\u0103ng<\/strong>:\u00a0Th\u00eam c\u00e1c k\u1ef9 n\u0103ng chuy\u00ean bi\u1ec7t \u0111\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 c\u1ee7a kh\u00e1ch h\u00e0ng v\u00e0 doanh nghi\u1ec7p.\u00a0Nh\u1eadn ph\u1ea3n h\u1ed3i t\u1ed1t h\u01a1n b\u1eb1ng c\u00e1ch cung c\u1ea5p ng\u1eef c\u1ea3nh cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng si\u00eau c\u00e1 nh\u00e2n h\u00f3a v\u1edbi\u00a0k\u1ef9 thu\u1eadt h\u1ecdc nhanh.<\/li>\n<li><strong>Li\u00ean t\u1ee5c c\u1ea3i ti\u1ebfn m\u00f4 h\u00ecnh<\/strong>:\u00a0Nh\u1eefng k\u1ef9 thu\u1eadt h\u1ecdc t\u0103ng c\u01b0\u1eddng (reinforcement learning) v\u1edbi ph\u1ea3n h\u1ed3i c\u1ee7a con ng\u01b0\u1eddi (RLHF) cho ph\u00e9p m\u00f4 h\u00ecnh doanh nghi\u1ec7p c\u1ee7a b\u1ea1n tr\u1edf n\u00ean th\u00f4ng minh h\u01a1n theo th\u1eddi gian, ph\u00f9 h\u1ee3p v\u1edbi \u00fd \u0111\u1ecbnh c\u1ee7a con ng\u01b0\u1eddi.<\/li>\n<\/ul>\n<p>\u2192 <a id=\"nv-button-03e711721d\" href=\"https:\/\/developer.nvidia.com\/blog\/how-to-create-a-custom-language-model\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0110\u1ecdc b\u00e0i vi\u1ebft<\/a><\/p>\n<h3><a href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/generative-ai\/nemo-framework\/#modal2\" target=\"_modal\" data-cmp-hook-image=\"link\"><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/generative-ai\/nemo-framework\/_jcr_content\/root\/responsivegrid\/nv_container_1747549\/nv_container_2024050885\/nv_image.coreimg.svg\/1686065056616\/customization-tools-diagram.svg\" \/><\/a><\/h3>\n<h3>Suy lu\u1eadn AI \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a v\u1edbi NVIDIA Triton<\/h3>\n<p>Tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh Generative AI d\u00e0nh cho suy lu\u1eadn b\u1eb1ng NVIDIA Triton Inference Server\u2122.\u00a0V\u1edbi kh\u1ea3 n\u0103ng t\u1ed1i \u01b0u h\u00f3a m\u1ea1nh m\u1ebd t\u1eeb FasterTransformer, b\u1ea1n c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t suy lu\u1eadn th\u00f4ng l\u01b0\u1ee3ng, \u0111\u1ed9 tr\u1ec5 v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c hi\u1ec7n \u0111\u1ea1i tr\u00ean c\u00e1c c\u1ea5u h\u00ecnh single-GPU, multi-GPU v\u00e0 multi-node.<\/p>\n<p>\u2192 <a id=\"nv-button-c744fe2a26\" href=\"https:\/\/developer.nvidia.com\/nvidia-triton-inference-server\" target=\"_blank\" rel=\"noopener noreferrer\">T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Triton<\/a><\/p>\n<h3>X\u1eed l\u00fd d\u1eef li\u1ec7u theo quy m\u00f4<\/h3>\n<p>Mang b\u1ed9 d\u1eef li\u1ec7u c\u1ee7a ri\u00eang b\u1ea1n v\u00e0 token ho\u00e1 d\u1eef li\u1ec7u sang \u0111\u1ecbnh d\u1ea1ng d\u1ec5 x\u1eed l\u00fd.\u00a0NeMo bao g\u1ed3m c\u00e1c kh\u1ea3 n\u0103ng ti\u1ec1n x\u1eed l\u00fd to\u00e0n di\u1ec7n \u0111\u1ec3 l\u1ecdc d\u1eef li\u1ec7u, ch\u1ed1ng tr\u00f9ng l\u1eb7p, tr\u1ed9n v\u00e0 \u0111\u1ecbnh d\u1ea1ng tr\u00ean nh\u1eefng b\u1ed9 d\u1eef li\u1ec7u ng\u00f4n ng\u1eef, tr\u00ean Piles v\u00e0 C4 \u0111a ng\u00f4n ng\u1eef (mC4).\u00a0Nh\u1eefng \u0111i\u1ec1u n\u00e0y gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u v\u00e0 k\u1ef9 s\u01b0 ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0i th\u00e1ng \u0111\u1ec3 ph\u00e1t tri\u1ec3n v\u00e0 t\u00ednh to\u00e1n, cho ph\u00e9p h\u1ecd t\u1eadp trung v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng.<\/p>\n<h3><a href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/generative-ai\/nemo-framework\/#modal4\" target=\"_modal\" data-cmp-hook-image=\"link\"><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/generative-ai\/nemo-framework\/_jcr_content\/root\/responsivegrid\/nv_container_1747549_1319430263\/nv_container_759383388\/nv_image.coreimg.svg\/1686065056951\/comprehensive-processing-diagram(1).svg\" \/><\/a><\/h3>\n<h3>C\u00e1c c\u00f4ng th\u1ee9c v\u00e0 c\u00f4ng c\u1ee5 d\u1ec5 s\u1eed d\u1ee5ng d\u00e0nh cho Generative AI<\/h3>\n<p>Framework NeMo gi\u00fap cho AI t\u1ea1o sinh tr\u1edf n\u00ean kh\u1ea3 thi ngay t\u1eeb ng\u00e0y \u0111\u1ea7u ti\u00ean v\u1edbi c\u00e1c t\u1eadp l\u1ec7nh, v\u00ed d\u1ee5 tham kh\u1ea3o v\u00e0 t\u00e0i li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i s\u1eb5n tr\u00ean to\u00e0n b\u1ed9 quy tr\u00ecnh.<\/p>\n<p>Vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh n\u1ec1n t\u1ea3ng c\u0169ng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n d\u1ec5 d\u00e0ng th\u00f4ng qua c\u00f4ng c\u1ee5 c\u1ea5u h\u00ecnh t\u1ef1 \u0111\u1ed9ng (auto-configurator), c\u00f4ng c\u1ee5 n\u00e0y s\u1ebd t\u1ef1 \u0111\u1ed9ng t\u00ecm ki\u1ebfm c\u00e1c c\u1ea5u h\u00ecnh si\u00eau tham s\u1ed1 t\u1ed1t nh\u1ea5t \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn \u0111\u1ed1i v\u1edbi m\u1ecdi h\u1ea1n ch\u1ebf v\u1ec1 c\u1ea5u h\u00ecnh, \u0111\u00e0o t\u1ea1o ho\u1eb7c tri\u1ec3n khai multi-GPU nh\u1ea5t \u0111\u1ecbnh.<\/p>\n<h3><a href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/generative-ai\/nemo-framework\/#modal5\" target=\"_modal\" data-cmp-hook-image=\"link\"><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/generative-ai\/nemo-framework\/_jcr_content\/root\/responsivegrid\/nv_container_copy_co\/nv_container_1138859619\/nv_image.coreimg.svg\/1686065057142\/recipes-and-tools-diagram.svg\" \/><\/a><\/h3>\n<h2 class=\"featured\">D\u1ec5 d\u00e0ng t\u00f9y ch\u1ec9nh v\u00e0 s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh Generative AI b\u1eb1ng c\u00e1c D\u1ecbch v\u1ee5 ng\u00f4n ng\u1eef v\u00e0 h\u00ecnh \u1ea3nh c\u1ee7a NVIDIA NeMo<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/generative-ai\/nemo-framework\/_jcr_content\/root\/responsivegrid\/nv_container_1443027353\/nv_teaser.coreimg.100.630.jpeg\/1686065057357\/llm-combined-visual-2560x1440.jpeg\" \/><\/p>\n<h3>D\u1ecbch v\u1ee5 ng\u00f4n ng\u1eef NeMo<\/h3>\n<p>D\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y d\u00e0nh cho si\u00eau c\u00e1 nh\u00e2n h\u00f3a doanh nghi\u1ec7p v\u00e0 tri\u1ec3n khai theo quy m\u00f4 v\u1ec1 c\u00e1c M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn th\u00f4ng minh.<\/p>\n<p>\u2192 <a id=\"teaser-49b01adacb-cta-8feee655fa\" href=\"https:\/\/www.nvidia.com\/en-us\/gpu-cloud\/nemo-llm-service\/\" target=\"_self\">T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 d\u1ecbch v\u1ee5 NeMo LLM<\/a><\/p>\n<p>\u2192 <a id=\"teaser-49b01adacb-cta-248da29c78\" href=\"https:\/\/developer.nvidia.com\/nemo-llm-service-early-access\" target=\"_blank\" rel=\"noopener noreferrer\">\u0110\u0103ng k\u00fd truy c\u1eadp s\u1edbm ngay b\u00e2y gi\u1edd<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/generative-ai\/nemo-framework\/_jcr_content\/root\/responsivegrid\/nv_container_1443027353\/nv_teaser_1425453658.coreimg.100.630.jpeg\/1686065057433\/picasso-service-2560x1440.jpeg\" \/><\/p>\n<h3>D\u1ecbch v\u1ee5 Picasso<\/h3>\n<p>D\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y t\u0103ng t\u1ed1c d\u00e0nh cho c\u00e1c doanh nghi\u1ec7p s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh Generative AI t\u00f9y ch\u1ec9nh \u0111\u1ec3 t\u1ea1o h\u00ecnh \u1ea3nh, video v\u00e0 n\u1ed9i dung 3D c\u00f3 \u0111\u1ed9 ph\u00e2n gi\u1ea3i cao, ch\u00e2n th\u1ef1c.<\/p>\n<p>\u2192 <a id=\"teaser-8143159a39-cta-3f0d12c4e4\" href=\"https:\/\/developer.nvidia.com\/picasso\" target=\"_blank\" rel=\"noopener noreferrer\">T\u00ecm hi\u1ec3u v\u1ec1 NVIDIA Picasso<\/a><\/p>\n<h2 class=\"featured\">Kh\u00e1ch h\u00e0ng \u0111ang t\u0103ng t\u1ed1c c\u00e1c \u1ee9ng d\u1ee5ng Generative AI v\u00e0 LLM v\u1edbi NVIDIA NeMo Framework<\/h2>\n<h3>T\u0103ng t\u1ed1c c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng nghi\u1ec7p v\u1edbi LLM<\/h3>\n<p>AI Sweden \u0111\u00e3 t\u0103ng t\u1ed1c c\u00e1c \u1ee9ng d\u1ee5ng c\u00f4ng nghi\u1ec7p LLM b\u1eb1ng vi\u1ec7c t\u1ea1o ra s\u1ee9c m\u1ea1nh c\u1ee7a m\u00f4 h\u00ecnh 100 t\u1ef7 tham s\u1ed1 cho c\u00e1c ng\u00f4n ng\u1eef \u0111\u1ecba ph\u01b0\u01a1ng &#8211; c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp \u0111\u1ebfn h\u1ec7 sinh th\u00e1i c\u1ee7a B\u1eafc \u00c2u.\u00a0AI Sweden \u0111ang s\u1ed1 h\u00f3a c\u00e1c ghi ch\u00e9p l\u1ecbch s\u1eed c\u1ee7a Th\u1ee5y \u0110i\u1ec3n v\u00e0 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef t\u1eeb d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac n\u00e0y \u0111\u1ec3 c\u00f3 th\u1ec3 th\u01b0\u01a1ng m\u1ea1i h\u00f3a trong c\u00e1c \u1ee9ng d\u1ee5ng doanh nghi\u1ec7p.<\/p>\n<h3>T\u1ea1o tr\u1ea3i nghi\u1ec7m kh\u00e1ch h\u00e0ng m\u1edbi v\u1edbi LLM<\/h3>\n<p>Nh\u00e0 \u0111i\u1ec1u h\u00e0nh di \u0111\u1ed9ng h\u00e0ng \u0111\u1ea7u c\u1ee7a H\u00e0n Qu\u1ed1c x\u00e2y d\u1ef1ng c\u00e1c LLM h\u00e0ng t\u1ef7 tham s\u1ed1 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u1edbi n\u1ec1n t\u1ea3ng NVIDIA DGX SuperPOD v\u00e0 framework NeMo \u0111\u1ec3 h\u1ed7 tr\u1ee3 cho loa th\u00f4ng minh v\u00e0 c\u00e1c call center c\u1ee7a kh\u00e1ch h\u00e0ng.<\/p>\n<h2 class=\"featured\">Kh\u00e1m ph\u00e1 th\u00eam c\u00e1c t\u00e0i nguy\u00ean<\/h2>\n<h3>Tri\u1ec3n khai M\u00f4 h\u00ecnh 1.3B GPT-3 v\u1edbi NVIDIA NeMo Framework<\/h3>\n<p>T\u00ecm hi\u1ec3u c\u00e1ch t\u1ea3i xu\u1ed1ng, t\u1ed1i \u01b0u h\u00f3a v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh GPT-3 c\u00f3 1.3 t\u1ef7 tham s\u1ed1 v\u1edbi framework NeMo v\u00e0 Generative AI c\u1ee7a NVIDIA.<\/p>\n<p>\u2192 <a id=\"teaser-71a15ed78a-cta-935adabc6c\" href=\"https:\/\/developer.nvidia.com\/blog\/deploying-a-1-3b-gpt-3-model-with-nvidia-nemo-megatron\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0110\u1ecdc b\u00e0i vi\u1ebft<\/a><\/p>\n<h3>\u0110\u00e0o t\u1ea1o theo quy m\u00f4 v\u00e0 tri\u1ec3n khai hi\u1ec7u qu\u1ea3 c\u00e1c LLM v\u1edbi NeMo Framework<\/h3>\n<p>T\u00ecm hi\u1ec3u c\u00e1ch x\u1eed l\u00fd tr\u01b0\u1edbc d\u1eef li\u1ec7u trong m\u00f4i tr\u01b0\u1eddng multi-node, t\u1ef1 \u0111\u1ed9ng ch\u1ecdn si\u00eau tham s\u1ed1 t\u1ed1t nh\u1ea5t \u0111\u1ec3 gi\u1ea3m thi\u1ec3u th\u1eddi gian \u0111\u00e0o t\u1ea1o cho nhi\u1ec1u c\u1ea5u h\u00ecnh GPT-3 v\u00e0 T5, \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh theo quy m\u00f4 v\u00e0 tri\u1ec3n khai m\u00f4 h\u00ecnh trong c\u00e0i \u0111\u1eb7t s\u1ea3n xu\u1ea5t multi-node v\u1edbi m\u1ed9t b\u1ed9 t\u1eadp l\u1ec7nh d\u1ec5 s\u1eed d\u1ee5ng.<\/p>\n<p>\u2192 <a id=\"teaser-258bef3fa4-cta-07833a5065\" href=\"https:\/\/www.nvidia.com\/en-us\/on-demand\/session\/gtcfall22-a41200\/?playlistId=playList-e9bd5dd1-d83f-43bc-93e4-dd484054cf33\" target=\"_self\">Xem video<\/a><\/p>\n<h3>Lab th\u1ef1c h\u00e0nh mi\u1ec5n ph\u00ed tr\u00ean NVIDIA LaunchPad<\/h3>\n<p>T\u00ecm hi\u1ec3u c\u00e1ch \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c LLM d\u00e0nh cho nghi\u00ean c\u1ee9u v\u00e0 ph\u00e1t tri\u1ec3n thu\u1ed1c v\u1edbi h\u01b0\u1edbng d\u1eabn v\u1ec1 c\u00e1ch t\u1ea1o m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n downstream s\u1eed d\u1ee5ng c\u00e1c th\u00e0nh ph\u1ea7n \u0111\u00e3 \u0111\u01b0\u1ee3c h\u1ecdc h\u1ecfi.\u00a0N\u00e2ng cao hi\u1ec3u bi\u1ebft c\u1ee7a doanh nghi\u1ec7p b\u1ea1n v\u1ec1 vi\u1ec7c s\u1eed d\u1ee5ng b\u1ed9 m\u00e3 h\u00f3a v\u00e0 b\u1ed9 gi\u1ea3i m\u00e3 \u0111\u1ec3 t\u1ea1o ra c\u00e1c ph\u00e2n t\u1eed m\u1edbi b\u1eb1ng c\u00e1ch l\u1ea5y m\u1eabu latent space c\u1ee7a m\u00f4 h\u00ecnh.<\/p>\n<p>\u2192 <a id=\"teaser-f4c52df114-cta-0f4674ef9e\" href=\"https:\/\/www.nvidia.com\/en-us\/launchpad\/ai\/large-language-models-for-drug-discovery\/\" target=\"_self\">\u0110\u0103ng k\u00fd d\u00f9ng th\u1eed<\/a><\/p>\n<p><em>Theo\u00a0<\/em>NVIDIA<\/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","protected":false},"excerpt":{"rendered":"<p>NVIDIA NeMo framework l&agrave; g&igrave;? NVIDIA NeMo, m&#7897;t ph&#7847;n c&#7911;a&nbsp;n&#7873;n t&#7843;ng NVIDIA AI, l&agrave; m&#7897;t framework&nbsp;ph&aacute;t tri&#7875;n &#7913;ng d&#7909;ng AI to&agrave;n di&#7879;n c&#7845;p doanh nghi&#7879;p, cloud-native, x&acirc;y d&#7921;ng c&oacute; m&#7909;c &#273;&iacute;ch cho vi&#7879;c t&ugrave;y bi&#7871;n v&agrave; tri&#7875;n khai c&aacute;c m&ocirc; h&igrave;nh AI t&#7841;o sinh (Generative AI) v&#7899;i h&agrave;ng t&#7927; tham s&#7889;. 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