{"id":17069,"date":"2023-08-11T17:02:10","date_gmt":"2023-08-11T10:02:10","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17069"},"modified":"2023-08-14T09:49:21","modified_gmt":"2023-08-14T02:49:21","slug":"tai-sao-kubernetes-chinh-la-nen-tang-danh-cho-genai","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/tai-sao-kubernetes-chinh-la-nen-tang-danh-cho-genai-p17069\/","title":{"rendered":"T\u1ea1i sao Kubernetes ch\u00ednh l\u00e0 n\u1ec1n t\u1ea3ng d\u00e0nh cho Generative AI?"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Kubernetes (K8s) kh\u00f4ng c\u00f2n l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 ch\u1ec9 \u0111\u1ec3 ch\u1ea1y c\u00e1c workload nh\u01b0 \u1ee9ng d\u1ee5ng web hay microservices, n\u00f3 ch\u00ednh l\u00e0\u00a0n\u1ec1n\u00a0t\u1ea3ng l\u00fd t\u01b0\u1edfng \u0111\u1ec3 h\u1ed7 tr\u1ee3 to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a c\u00e1c workload l\u1edbn v\u1ec1 <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) v\u00e0 H\u1ecdc m\u00e1y (ML), ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs).<\/p>\n<p>V\u00e0o n\u0103m 2021, m\u1ed9t\u00a0<a href=\"https:\/\/pages.run.ai\/ai-infrastructure-survey-report-2021\">b\u00e1o c\u00e1o t\u1eeb Run:ai<\/a>\u00a0\u0111\u00e3 cho th\u1ea5y r\u1eb1ng 42% s\u1ed1 ng\u01b0\u1eddi \u0111\u01b0\u1ee3c h\u1ecfi cho bi\u1ebft h\u1ecd \u0111\u00e3 s\u1eed d\u1ee5ng Kubernetes cho c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c AI\/ML.\u00a0N\u0103m ngo\u00e1i\u00a0<a href=\"https:\/\/www.altoros.com\/blog\/machine-learning-constitutes-65-percent-of-kubernetes-workloads\">Red Hat<\/a>\u00a0cho bi\u1ebft con s\u1ed1 \u0111\u00f3 \u0111\u00e3 t\u0103ng l\u00ean 65% v\u00e0 trong n\u0103m nay d\u1ef1 ki\u1ebfn n\u00f3 \u200b\u200bs\u1ebd c\u00f2n cao h\u01a1n n\u1eefa.<\/p>\n<p>Vi\u1ec7c \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i n\u00e0y tr\u1ea3i d\u00e0i kh\u1eafp c\u00e1c ng\u00e0nh: t\u1eeb c\u00e1c c\u00f4ng ty ti\u00ean ti\u1ebfn, s\u00e1ng t\u1ea1o nh\u01b0\u00a0<a href=\"https:\/\/kubernetes.io\/case-studies\/openai\/\">OpenAI<\/a>, \u0111\u1ebfn c\u00e1c nh\u00e0 cung c\u1ea5p AI cloud nh\u01b0\u00a0<a href=\"https:\/\/www.coreweave.com\/blog\/serverless-kubernetes-what-it-is-and-how-it-works\">CoreWeave<\/a>, cho \u0111\u1ebfn c\u00e1c th\u01b0\u01a1ng hi\u1ec7u l\u1edbn \u0111\u00e3 c\u00f3 uy t\u00edn nh\u01b0\u00a0<a href=\"https:\/\/www.altoros.com\/blog\/shell-builds-10000-ai-models-on-kubernetes-in-less-than-a-day\/\">Shell<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/www.youtube.com\/watch?v=KUyEuY5ZSqI\">Spotify<\/a>.\u00a0T\u1ea5t c\u1ea3 c\u00e1c t\u1ed5 ch\u1ee9c n\u00e0y \u0111\u1ec1u d\u1ef1a v\u00e0o K8s \u0111\u1ec3 h\u1ed7 tr\u1ee3 c\u00e1c workload ph\u00e2n t\u00e1n AI\/ML c\u1ee7a h\u1ecd.<\/p>\n<p>Trong b\u00e0i \u0111\u0103ng n\u00e0y, ch\u00fang ta s\u1ebd kh\u00e1m ph\u00e1 l\u00fd do t\u1ea1i sao Kubernetes h\u1ed7 tr\u1ee3 nghi\u00ean c\u1ee9u v\u00e0 k\u1ef9 thu\u1eadt AI\/ML m\u1ed9t c\u00e1ch \u0111\u1ed9c \u0111\u00e1o \u1edf t\u1eebng giai \u0111o\u1ea1n c\u1ee7a v\u00f2ng \u0111\u1eddi.<\/p>\n<h2>Gi\u1edbi thi\u1ec7u<\/h2>\n<p>Kubernetes n\u1ed5i ti\u1ebfng nh\u1ea5t l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng hi\u1ec7u qu\u1ea3 cao \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00e0 \u0111i\u1ec1u ph\u1ed1i container trong m\u00f4i tr\u01b0\u1eddng \u0111i\u1ec7n to\u00e1n ph\u00e2n t\u00e1n (Distributed Computing).\u00a0Ban \u0111\u1ea7u n\u00f3 \u0111\u01b0\u1ee3c Google ph\u00e1t tri\u1ec3n nh\u01b0 m\u1ed9t d\u1ef1 \u00e1n open-source \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00e1c \u1ee9ng d\u1ee5ng n\u1ed9i b\u1ed9 c\u1ee7a h\u1ecd.\u00a0K\u1ec3 t\u1eeb \u0111\u00f3, n\u00f3 \u0111\u00e3 tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n th\u1ef1c t\u1ebf \u0111\u1ec3 tri\u1ec3n khai, m\u1edf r\u1ed9ng quy m\u00f4 v\u00e0 qu\u1ea3n l\u00fd c\u00e1c \u1ee9ng d\u1ee5ng container ho\u00e1 (containerized) trong c\u00e1c m\u00f4i tr\u01b0\u1eddng kh\u00e1c nhau.<\/p>\n<p>Nh\u01b0ng g\u1ea7n \u0111\u00e2y h\u01a1n, Kubernetes \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh l\u00e0 c\u1ef1c k\u1ef3 h\u1eefu \u00edch cho m\u1ed9t lo\u1ea1t tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng m\u1edbi: N\u00f3 \u0111\u00e3 \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng b\u1edfi c\u00e1c t\u1ed5 ch\u1ee9c \u0111ang t\u00ecm c\u00e1ch ph\u00e1t tri\u1ec3n, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c LLM m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/p>\n<p>S\u1ef1 h\u1ed7 tr\u1ee3 to\u00e0n di\u1ec7n c\u1ee7a n\u00f3 trong su\u1ed1t to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi c\u1ee7a c\u00e1c LLM mang l\u1ea1i nhi\u1ec1u l\u1ee3i th\u1ebf, lo\u1ea1i b\u1ecf nhu c\u1ea7u t\u00edch h\u1ee3p framework ph\u1ee9c t\u1ea1p tr\u00ean c\u00e1c stack c\u00f4ng ngh\u1ec7 kh\u00e1c nhau v\u00e0 n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u1edf t\u1eebng giai \u0111o\u1ea1n c\u1ee7a v\u00f2ng \u0111\u1eddi LLM, t\u1eeb \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc \u0111\u1ebfn tri\u1ec3n khai cho \u0111\u1ebfn th\u1eed nghi\u1ec7m v\u00e0 x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng.<\/p>\n<h2 class=\"featured\">\u01afu \u0111i\u1ec3m \u1edf m\u1ed7i giai \u0111o\u1ea1n<\/h2>\n<h3>Model Pre-training<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d4a5e60116d.png\" alt=\"\" width=\"1477\" height=\"213\" \/><\/p>\n<p>Trong giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc m\u00f4 h\u00ecnh (model pre-training), Kubernetes cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng v\u1eefng ch\u1eafc khi mang l\u1ea1i kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 s\u1ef1 linh ho\u1ea1t kh\u00f3 c\u00f3 th\u1ec3 so s\u00e1nh.<\/p>\n<p>Kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng t\u0103ng v\u00e0 gi\u1ea3m quy m\u00f4 d\u1ef1a tr\u00ean nhu c\u1ea7u t\u00e0i nguy\u00ean n\u00e0y l\u00e0 m\u1ed9t trong nh\u1eefng l\u1ee3i th\u1ebf l\u1edbn nh\u1ea5t, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u0111\u1ed1i v\u1edbi c\u00e1c workload AI\/ML \u0111\u00f2i h\u1ecfi s\u1ee9c m\u1ea1nh t\u00ednh to\u00e1n l\u1edbn.\u00a0K8s \u0111\u1ea1t \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00f2ng \u0111\u1eddi c\u1ee7a c\u00e1c pod, n\u1ebfu m\u1ed9t pod c\u00f3 l\u1ed7i, n\u00f3 s\u1ebd t\u1ef1 \u0111\u1ed9ng ch\u1ea5m d\u1ee9t v\u00e0 kh\u1edfi \u0111\u1ed9ng l\u1ea1i.\u00a0N\u00f3i c\u00e1ch kh\u00e1c, n\u00f3 t\u1ef1 ph\u1ee5c h\u1ed3i (self-healing).<\/p>\n<p>Kubernetes c\u0169ng cho ph\u00e9p m\u1edf r\u1ed9ng quy m\u00f4 \u0111\u1ed9ng (dynamic scaling) b\u1eb1ng c\u00e1ch d\u1ec5 d\u00e0ng th\u00eam ho\u1eb7c b\u1edbt c\u00e1c pod v\u00e0 c\u00e1c node khi c\u1ea7n, \u0111\u00e1p \u1ee9ng c\u00e1c nhu c\u1ea7u workload ng\u00e0y c\u00e0ng t\u0103ng.\u00a0C\u00e1ch ti\u1ebfp c\u1eadn h\u1ea1 t\u1ea7ng khai b\u00e1o (declarative infrastructure) c\u1ee7a n\u00f3 cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng truy\u1ec1n \u0111\u1ea1t c\u00e1c y\u00eau c\u1ea7u c\u1ee7a h\u1ecd, \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh qu\u1ea3n l\u00fd.<\/p>\n<p>\u0110\u00e2y l\u00e0 nh\u1eefng t\u00ednh n\u0103ng ph\u00e1t tri\u1ec3n m\u1ea1nh m\u1ebd kh\u00f4ng s\u1eb5n c\u00f3 khi s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 kh\u00e1c nh\u01b0 Slurm.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 b\u1ea1n c\u00f3 th\u1ec3 c\u00f3 th\u00f4ng l\u01b0\u1ee3ng cao h\u01a1n v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7u qu\u1ea3 h\u01a1n m\u00e0 kh\u00f4ng c\u1ea7n x\u1eed l\u00fd th\u1ee7 c\u00f4ng v\u1edbi c\u00e1c h\u1ea1n ch\u1ebf v\u1ec1 h\u1ea1 t\u1ea7ng.<\/p>\n<p>C\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 Jupyter notebooks v\u00e0 VS Code l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 th\u1eed nghi\u1ec7m v\u1edbi c\u00e1c LLM v\u00e0 k\u1ef9 thu\u1eadt prompt engineering, \u0111\u1ed3ng th\u1eddi t\u00ednh tr\u1eebu t\u01b0\u1ee3ng h\u00f3a m\u1ea1ng c\u1ee7a K8s cho ph\u00e9p c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1ea1o m\u00f4i tr\u01b0\u1eddng ph\u00e1t tri\u1ec3n r\u1ea5t d\u1ec5 d\u00e0ng, ho\u00e0n ch\u1ec9nh v\u1edbi c\u00e1c k\u1ebft n\u1ed1i v\u1edbi c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y.\u00a0H\u01a1n n\u1eefa, c\u1ea5u h\u00ecnh qu\u1ea3n l\u00fd v\u00e0 port forwarding \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a, gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c cung c\u1ea5p kh\u00f4ng gian l\u00e0m vi\u1ec7c cho ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i v\u00e0 qu\u1ea3n l\u00fd m\u00f4i tr\u01b0\u1eddng c\u0169ng nh\u01b0 k\u1ebft n\u1ed1i m\u1ea1ng cho qu\u1ea3n tr\u1ecb vi\u00ean cluster.<\/p>\n<h3>Model Fine-Tuning<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d4a5e7a214b.png\" alt=\"\" \/><\/p>\n<p>M\u1eb7c d\u00f9 K8s c\u00f3 t\u1ea5t c\u1ea3 c\u00e1c c\u00f4ng c\u1ee5 c\u1ea7n thi\u1ebft \u0111\u1ec3 ph\u00e1t tri\u1ec3n LLM, nh\u01b0ng hi\u1ec7n t\u1ea1i, nhi\u1ec1u doanh nghi\u1ec7p kh\u00f4ng x\u00e2y d\u1ef1ng ch\u00fang t\u1eeb \u0111\u1ea7u m\u00e0 s\u1eed d\u1ee5ng c\u00e1c m\u00f4 h\u00ecnh hi\u1ec7n c\u00f3, t\u00f9y bi\u1ebfn v\u00e0 tinh ch\u1ec9nh ch\u00fang cho ph\u00f9 h\u1ee3p v\u1edbi b\u1ed1i c\u1ea3nh c\u1ee5 th\u1ec3 c\u1ee7a h\u1ecd.\u00a0Trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y, khi b\u1ea1n mu\u1ed1n tinh ch\u1ec9nh v\u1edbi m\u1ed9t m\u00f4 h\u00ecnh hi\u1ec7n c\u00f3, K8s c\u0169ng r\u1ea5t l\u00fd t\u01b0\u1edfng v\u00ec n\u00f3 r\u1ea5t linh \u0111\u1ed9ng.\u00a0Kh\u00f4ng gi\u1ed1ng nh\u01b0 Slurm, K8s c\u00f3 th\u1ec3 x\u1eed l\u00fd \u0111\u1ed3ng th\u1eddi nhi\u1ec1u workload, gi\u00fap qu\u00e1 tr\u00ecnh \u0111\u00e0o t\u1ea1o hi\u1ec7u qu\u1ea3 h\u01a1n nhi\u1ec1u.<\/p>\n<p>M\u1ed9t l\u1ee3i th\u1ebf kh\u00e1c l\u00e0 xung quanh h\u1ec7 sinh th\u00e1i phong ph\u00fa c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 &#8211; t\u00edch h\u1ee3p v\u1edbi K8s d\u00e0nh cho vi\u1ec7c \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh.\u00a0Kubeflow (v\u1edbi c\u00e1c operator cho Pytorch, Tensorflow v\u00e0 MPI), KubeRay operator v\u00e0 MLflow l\u00e0 m\u1ed9t s\u1ed1 v\u00ed d\u1ee5.<\/p>\n<h3>Model Deployment<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d4a5e982534.png\" alt=\"\" \/><\/p>\n<p>Khi n\u00f3i \u0111\u1ebfn vi\u1ec7c t\u1ef1 tri\u1ec3n khai LLM ho\u1eb7c c\u00e1c d\u1ecbch v\u1ee5 m\u00f4 h\u00ecnh d\u00e0nh cho suy lu\u1eadn, Kubernetes cung c\u1ea5p m\u1ed9t quy tr\u00ecnh \u0111\u01a1n gi\u1ea3n h\u00f3a: B\u1ea1n ch\u1ec9 c\u1ea7n m\u1ed9t endpoint \u0111\u1ec3 tr\u00ecnh b\u00e0y cho c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u. Networking stack \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c xu\u1ea5t b\u1ea3n c\u00e1c m\u00f4 h\u00ecnh ra th\u1ebf gi\u1edbi b\u00ean ngo\u00e0i, gi\u00fap ch\u00fang d\u1ec5 d\u00e0ng \u0111\u01b0\u1ee3c ti\u00eau th\u1ee5.<\/p>\n<p>K8s cung c\u1ea5p b\u1ed9 c\u00f4ng c\u1ee5 to\u00e0n di\u1ec7n v\u00e0 h\u1ec7 sinh th\u00e1i phong ph\u00fa \u0111\u1ec3 tri\u1ec3n khai m\u00f4 h\u00ecnh v\u1edbi c\u00e1c b\u1ed9 c\u00e2n b\u1eb1ng t\u1ea3i, b\u1ed9 \u0111i\u1ec1u khi\u1ec3n x\u00e2m nh\u1eadp, ch\u00ednh s\u00e1ch m\u1ea1ng,&#8230; \u0110i\u1ec1u n\u00e0y t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c tri\u1ec3n khai li\u1ec1n m\u1ea1ch c\u00e1c endpoint LLM v\u00e0 t\u00edch h\u1ee3p ch\u00fang v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 v\u00e0 \u1ee9ng d\u1ee5ng.<\/p>\n<p>Vi\u1ec7c tr\u1eebu t\u01b0\u1ee3ng h\u00f3a c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng h\u1ee3p l\u00fd h\u00f3a h\u01a1n n\u1eefa quy tr\u00ecnh tri\u1ec3n khai, \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng v\u00e0 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng m\u1edf r\u1ed9ng.\u00a0K8s tr\u1eebu t\u01b0\u1ee3ng h\u00f3a t\u1ea5t c\u1ea3 c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng c\u01a1 b\u1ea3n, chu\u1ea9n h\u00f3a th\u00e0nh m\u1ed9t API chung \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00e1c container, v\u00ec v\u1eady, b\u1ea1n c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng c\u00f9ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 quy tr\u00ecnh b\u1ea5t k\u1ec3 workload c\u1ee7a b\u1ea1n \u0111ang ch\u1ea1y \u1edf \u0111\u00e2u.\u00a0\u0110i\u1ec1u n\u00e0y gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a r\u1ea5t nhi\u1ec1u vi\u1ec7c qu\u1ea3n l\u00fd v\u00e0 gi\u00e1m s\u00e1t \u0111\u1ed1i v\u1edbi m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t.<\/p>\n<h3>Prompt Engineering<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64d4a5eae3364.png\" alt=\"\" \/><\/p>\n<p>V\u00e0 nh\u1eefng l\u1ee3i th\u1ebf kh\u00f4ng ch\u1ec9 k\u1ebft th\u00fac \u1edf \u0111\u00f3.\u00a0Khi b\u1ea1n \u0111\u00e3 tri\u1ec3n khai m\u00f4 h\u00ecnh LLM c\u1ee7a m\u00ecnh, Kubernetes cung c\u1ea5p tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng n\u00e2ng cao khi x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng ho\u1eb7c cho ph\u00e9p ng\u01b0\u1eddi d\u00f9ng th\u1eed nghi\u1ec7m c\u00e1c m\u00f4 h\u00ecnh.\u00a0V\u00ed d\u1ee5: hosting \u1ee9ng d\u1ee5ng tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng nh\u01b0 Gradio ho\u1eb7c Streamlit g\u1ea7n nh\u01b0 d\u1ec5 d\u00e0ng v\u1edbi Kubernetes v\u00ec \u200b\u200bc\u00f3 to\u00e0n b\u1ed9 b\u1ed9 c\u00f4ng c\u1ee5 d\u00e0nh ri\u00eang cho vi\u1ec7c n\u00e0y.\u00a0\u0110i\u1ec1u n\u00e0y gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh tri\u1ec3n khai, trong khi c\u00e1c endpoint d\u1ecbch v\u1ee5 v\u00e0 kh\u1ea3 n\u0103ng t\u1ef1 \u0111\u1ed9ng scaling \u0111\u1ea3m b\u1ea3o qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m di\u1ec5n ra su\u00f4n s\u1ebb v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng.<\/p>\n<h3>B\u1ea3o m\u1eadt<\/h3>\n<p>V\u00e0 trong m\u1ecdi giai \u0111o\u1ea1n, Kubernetes c\u00f3 kh\u1ea3 n\u0103ng b\u1ea3o m\u1eadt m\u1ea1nh m\u1ebd \u0111\u1ec3 gi\u1eef an to\u00e0n cho d\u1eef li\u1ec7u v\u00e0 IP c\u1ee7a b\u1ea1n.\u00a0V\u00ed d\u1ee5: Ki\u1ec3m so\u00e1t truy c\u1eadp d\u1ef1a tr\u00ean vai tr\u00f2 (RBAC), cho ph\u00e9p ki\u1ec3m so\u00e1t truy c\u1eadp chi ti\u1ebft, c\u1ea5p c\u00e1c \u0111\u1eb7c quy\u1ec1n th\u00edch h\u1ee3p cho ng\u01b0\u1eddi d\u00f9ng ho\u1eb7c t\u00e0i kho\u1ea3n d\u1ecbch v\u1ee5,\u00a0Pod Security Contexts cho ph\u00e9p b\u1ea1n \u0111\u1eb7t c\u00e1c thu\u1ed9c t\u00ednh b\u1ea3o m\u1eadt \u1edf c\u1ea5p \u0111\u1ed9 pod, gi\u1ea3m b\u1ec1 m\u1eb7t t\u1ea5n c\u00f4ng trong cluster.\u00a0C\u00e1c t\u00ednh n\u0103ng n\u00e0y \u0111\u1ea3m b\u1ea3o m\u1ed9t m\u00f4i tr\u01b0\u1eddng an to\u00e0n cho nh\u1eefng container, model v\u00e0 dataset trong su\u1ed1t v\u00f2ng \u0111\u1eddi AI\/ML.\u00a0\u0110\u1ecdc th\u00eam v\u1ec1 b\u1ea3o m\u1eadt m\u00f4i tr\u01b0\u1eddng AI\/ML tr\u00ean Kubernetes\u00a0<a href=\"https:\/\/www.run.ai\/guides\/kubernetes-architecture\/securing-your-ai-ml-kubernetes-environment\">t\u1ea1i \u0111\u00e2y<\/a>.<\/p>\n<h2>C\u00e2u chuy\u1ec7n th\u00e0nh c\u00f4ng trong th\u1ebf gi\u1edbi th\u1ef1c<\/h2>\n<p>N\u00f3 kh\u00f4ng ch\u1ec9 l\u00e0 l\u00fd thuy\u1ebft &#8211; nh\u1eefng c\u00f4ng ty ti\u00ean ti\u1ebfn nh\u1ea5t \u0111ang v\u1eadn h\u00e0nh to\u00e0n b\u1ed9 v\u00f2ng \u0111\u1eddi LLM c\u1ee7a h\u1ecd tr\u00ean Kubernetes, bao g\u1ed3m c\u00e1c c\u00f4ng ty c\u00f4ng ngh\u1ec7 h\u00e0ng \u0111\u1ea7u ho\u1ea1t \u0111\u1ed9ng tr\u00ean quy m\u00f4 l\u1edbn (nh\u01b0 OpenAI), c\u0169ng nh\u01b0 c\u00e1c nh\u00e0 cung c\u1ea5p AI cloud m\u1edbi (Core Weave, Lambda cloud).<\/p>\n<p>V\u00ed d\u1ee5,\u00a0<a href=\"https:\/\/openai.com\/research\/scaling-kubernetes-to-7500-nodes\">cluster c\u1ee7a OpenAI bao g\u1ed3m h\u01a1n 7.500 node<\/a>, h\u1ed7 tr\u1ee3 c\u00e1c LLM v\u00e0 workload ML ph\u00e2n t\u00e1n.\u00a0B\u1ea5t ch\u1ea5p c\u00e1c l\u1ef1a ch\u1ecdn thay th\u1ebf nh\u01b0 Slurm, K8s mang \u0111\u1ebfn cho h\u1ecd tr\u1ea3i nghi\u1ec7m thu\u1eadn l\u1ee3i h\u01a1n d\u00e0nh cho developer v\u00e0 t\u00edch h\u1ee3p cloud-native.\u00a0N\u00f3 c\u0169ng cung c\u1ea5p t\u00ednh linh ho\u1ea1t v\u00e0 d\u1ec5 d\u00e0ng tri\u1ec3n khai container, qu\u1ea3n l\u00fd c\u00e1c node kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t v\u00e0 x\u1eed l\u00fd c\u00e1c y\u1ebfu t\u1ed1 h\u1ea1 t\u1ea7ng \u0111\u1ed9ng.<\/p>\n<p>\u200d &#8220;C\u00e1c nh\u00f3m nghi\u00ean c\u1ee9u gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng l\u1ee3i th\u1ebf c\u1ee7a c\u00e1c framework m\u00e0 ch\u00fang t\u00f4i \u0111\u00e3 x\u00e2y d\u1ef1ng tr\u00ean Kubernetes, gi\u00fap d\u1ec5 d\u00e0ng kh\u1edfi ch\u1ea1y c\u00e1c th\u1eed nghi\u1ec7m, m\u1edf r\u1ed9ng ch\u00fang l\u00ean g\u1ea5p 10 ho\u1eb7c 50 l\u1ea7n v\u00e0 t\u1ed1n \u00edt c\u00f4ng s\u1ee9c \u0111\u1ec3 qu\u1ea3n l\u00fd.&#8221;\u00a0&#8211; Christopher Berner, Tr\u01b0\u1edfng ph\u00f2ng C\u01a1 s\u1edf h\u1ea1 t\u1ea7ng t\u1ea1i OpenAI<\/p>\n<p>Ch\u1ea1y Kubernetes tr\u00ean c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u kh\u00e1c nhau c\u1ee7a Azure, OpenAI \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c b\u1ed9 giao ti\u1ebfp MPI tr\u00ean to\u00e0n cluster cho ph\u00e9p th\u1ef1c hi\u1ec7n c\u00e1c job song song v\u00e0 v\u1eadn h\u00e0nh batch tr\u00ean c\u00e1c node.\u00a0Kubernetes \u0111\u00f3ng vai tr\u00f2 l\u00e0 m\u1ed9t h\u1ec7 th\u1ed1ng l\u1eadp l\u1ecbch batch v\u00e0 b\u1ed9 t\u1ef1 \u0111\u1ed9ng scale c\u1ee7a n\u00f3 \u0111\u1ea3m b\u1ea3o kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4 \u0111\u1ed9ng, gi\u1ea3m chi ph\u00ed node nh\u00e0n r\u1ed7i trong khi v\u1eabn duy tr\u00ec \u0111\u1ed9 tr\u1ec5 th\u1ea5p.\u00a0Th\u00eam v\u00e0o \u0111\u00f3 n\u00f3 r\u1ea5t nhanh.\u00a0C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u l\u00e0m vi\u1ec7c tr\u00ean c\u00e1c h\u1ec7 th\u1ed1ng \u0111\u00e0o t\u1ea1o ph\u00e2n t\u00e1n c\u00f3 th\u1ec3 quay v\u00f2ng v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 th\u1eed nghi\u1ec7m trong v\u00e0i ng\u00e0y thay v\u00ec v\u00e0i th\u00e1ng.<\/p>\n<p>B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng Kubernetes, OpenAI c\u00f3 \u0111\u01b0\u1ee3c t\u00ednh di \u0111\u1ed9ng n\u00e2ng cao, cho ph\u00e9p d\u1ec5 d\u00e0ng di chuy\u1ec3n c\u00e1c th\u1eed nghi\u1ec7m nghi\u00ean c\u1ee9u gi\u1eefa c\u00e1c cluster.\u00a0API nh\u1ea5t qu\u00e1n do Kubernetes cung c\u1ea5p gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh n\u00e0y.\u00a0H\u01a1n n\u1eefa, OpenAI c\u00f3 th\u1ec3 t\u1eadn d\u1ee5ng c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u c\u1ee7a ri\u00eang h\u1ecd k\u1ebft h\u1ee3p v\u1edbi Azure, gi\u00fap ti\u1ebft ki\u1ec7m chi ph\u00ed v\u00e0 t\u0103ng t\u00ednh kh\u1ea3 d\u1ee5ng.<\/p>\n<p>Nh\u01b0ng b\u1ea1n kh\u00f4ng c\u1ea7n ph\u1ea3i l\u00e0 m\u1ed9t c\u00f4ng ty c\u00f3 c\u00f9ng quy m\u00f4 v\u1edbi OpenAI \u0111\u1ec3 \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i: Kubernetes \u0111\u00e3 n\u1ed5i l\u00ean nh\u01b0\u00a0m\u1ed9t\u00a0n\u1ec1n t\u1ea3ng th\u1ed1ng tr\u1ecb \u0111\u1ec3 x\u00e2y d\u1ef1ng, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef, c\u00e1ch m\u1ea1ng h\u00f3a b\u1ed1i c\u1ea3nh AI (b\u1ea1n c\u00f3 th\u1ec3 th\u1ea5y t\u00e1c \u0111\u1ed9ng to l\u1edbn c\u1ee7a n\u00f3 v\u1edbi\u00a0<a href=\"https:\/\/mattturck.com\/landscape\/mad2023.pdf\">s\u01a1 \u0111\u1ed3 n\u00e0y<\/a>).<\/p>\n<p>Hosting c\u00e1c workload AI\/ML trong Kubernetes mang l\u1ea1i m\u1ed9t s\u1ed1 l\u1ee3i th\u1ebf: kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, t\u00ednh linh ho\u1ea1t, t\u00ednh tr\u1eebu t\u01b0\u1ee3ng c\u1ee7a m\u1ea1ng v\u00e0 tr\u1ea3i nghi\u1ec7m ng\u01b0\u1eddi d\u00f9ng t\u1ed1t h\u01a1n khi th\u1eed nghi\u1ec7m.\u00a0V\u1edbi Kubernetes, b\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng x\u00e2y d\u1ef1ng, \u0111\u00e0o t\u1ea1o v\u00e0 tri\u1ec3n khai nh\u1eefng workload AI\/ML c\u1ee7a m\u00ecnh, s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 k\u1ef9 thu\u1eadt t\u1ed1t nh\u1ea5t cho nhu c\u1ea7u c\u1ee7a b\u1ea1n.<\/p>\n<p><em>Theo <\/em>Run:AI<\/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=21797\">T\u1eeb &#8220;S\u00e1ng t\u1ea1o&#8221; \u0110\u1ebfn &#8220;H\u00e0nh \u0111\u1ed9ng&#8221;: Kh\u00e1m ph\u00e1 s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa Generative AI v\u00e0 Agentic AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21481\">M\u1edf r\u1ed9ng quy m\u00f4 cho h\u1ea1 t\u1ea7ng GenAI on-premise<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=19155\">Sovereign AI l\u00e0 g\u00ec?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20193\">LLM: L\u1ecbch s\u1eed v\u00e0 t\u01b0\u01a1ng lai c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20181\">LM Studio &#8211; Ch\u1ea1y Generative AI tr\u00ean m\u00e1y t\u00ednh c\u1ee7a ri\u00eang b\u1ea1n<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=20115\">H\u01b0\u1edbng \u0111\u1ebfn t\u01b0\u01a1ng lai: Generative AI d\u00e0nh cho c\u00e1c gi\u00e1m \u0111\u1ed1c \u0111i\u1ec1u h\u00e0nh<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Kubernetes (K8s) kh&ocirc;ng c&ograve;n l&agrave; m&#7897;t c&ocirc;ng c&#7909; ch&#7881; &#273;&#7875; ch&#7841;y c&aacute;c workload nh&#432; &#7913;ng d&#7909;ng web hay microservices, n&oacute; ch&iacute;nh l&agrave;&nbsp;n&#7873;n&nbsp;t&#7843;ng l&yacute; t&#432;&#7903;ng &#273;&#7875; h&#7895; tr&#7907; to&agrave;n b&#7897; v&ograve;ng &#273;&#7901;i c&#7911;a c&aacute;c workload l&#7899;n v&#7873; Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) v&agrave; H&#7885;c m&aacute;y (ML), ch&#7859;ng h&#7841;n nh&#432; c&aacute;c M&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (LLMs)&#8230;.<\/p>\n","protected":false},"author":29,"featured_media":17089,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[1045,1124,164],"class_list":["post-17069","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-generative-ai","tag-k8s","tag-kubernetes"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>T\u1ea1i sao Kubernetes ch\u00ednh l\u00e0 n\u1ec1n t\u1ea3ng d\u00e0nh cho Generative 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\" 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