{"id":17747,"date":"2023-09-27T11:21:44","date_gmt":"2023-09-27T04:21:44","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17747"},"modified":"2024-03-08T10:03:04","modified_gmt":"2024-03-08T03:03:04","slug":"nvidia-triton-inference-server-trien-khai-chay-va-mo-rong-quy-mo-ai-cho-moi-ung-dung-tren-moi-nen-tang","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-triton-inference-server-trien-khai-chay-va-mo-rong-quy-mo-ai-cho-moi-ung-dung-tren-moi-nen-tang-p17747\/","title":{"rendered":"NVIDIA Triton: Tri\u1ec3n khai, ch\u1ea1y v\u00e0 t\u0103ng quy m\u00f4 AI cho m\u1ecdi \u1ee9ng d\u1ee5ng"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><h2 class=\"featured\">Suy lu\u1eadn d\u00e0nh cho m\u1ecdi t\u00e1c v\u1ee5 AI<\/h2>\n<p style=\"text-align: left;\">Ch\u1ea1y suy lu\u1eadn tr\u00ean c\u00e1c m\u00f4 h\u00ecnh H\u1ecdc m\u00e1y (ML) ho\u1eb7c H\u1ecdc s\u00e2u (DL) \u0111\u00e3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o t\u1eeb b\u1ea5t k\u1ef3 framework n\u00e0o tr\u00ean b\u1ea5t k\u1ef3 b\u1ed9 x\u1eed l\u00fd n\u00e0o &#8211; GPU, CPU hay c\u00e1c lo\u1ea1i kh\u00e1c &#8211; v\u1edbi NVIDIA Triton Inference Server.\u00a0L\u00e0 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>\u00a0v\u00e0 \u0111\u01b0\u1ee3c bao g\u1ed3m trong b\u1ed9 gi\u1ea3i ph\u00e1p\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\">NVIDIA AI Enterprise<\/a>, Triton Inference Server l\u00e0 ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf, gi\u00fap ti\u00eau chu\u1ea9n h\u00f3a vi\u1ec7c tri\u1ec3n khai v\u00e0 ch\u1ea1y c\u00e1c m\u00f4 h\u00ecnh AI tr\u00ean m\u1ecdi workload.<\/p>\n<p><iframe loading=\"lazy\" title=\"Top 5 Reasons Why Triton is Simplifying Inference\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/1kOaYiNVgFs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<h2 class=\"featured\">Kh\u00e1m ph\u00e1 c\u00e1c l\u1ee3i \u00edch c\u1ee7a Triton Inference Server<\/h2>\n<p>&nbsp;<\/p>\n<div class=\"row\">\n<div class=\"col-lg-3 col-sm-12\">\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/m48-natural-language-processing-conversational-ai.svg\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-19176\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/m48-natural-language-processing-conversational-ai.svg\" alt=\"\" \/><\/a><\/p>\n<h3 style=\"line-height: 1.21739;\">H\u1ed7 tr\u1ee3 t\u1ea5t c\u1ea3 c\u00e1c framework \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn<\/h3>\n<p>Tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI tr\u00ean b\u1ea5t k\u1ef3 framework ch\u00ednh n\u00e0o v\u1edbi Triton Inference Server &#8211; bao g\u1ed3m TensorFlow, PyTorch, Python, ONNX,\u00a0<a href=\"https:\/\/developer.nvidia.com\/tensorrt\" target=\"_blank\" rel=\"noopener\">NVIDIA TensorRT<\/a>, RAPIDS cuML, XGBoost, scikit-learn RandomForest, OpenVINO, C++ t\u00f9y ch\u1ec9nh,&#8230;<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/icon_m48-deep-learning-for-multi-gpus.svg\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-19178\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/icon_m48-deep-learning-for-multi-gpus.svg\" alt=\"\" \/><\/a><\/p>\n<h3 style=\"line-height: 1.21739;\">Suy lu\u1eadn hi\u1ec7u su\u1ea5t cao tr\u00ean m\u1ecdi n\u1ec1n t\u1ea3ng<\/h3>\n<p>T\u1ed1i \u0111a h\u00f3a th\u00f4ng l\u01b0\u1ee3ng v\u00e0 m\u1ee9c s\u1eed d\u1ee5ng v\u1edbi t\u00ednh n\u0103ng batching \u0111\u1ed9ng, th\u1ef1c thi \u0111\u1ed3ng th\u1eddi, c\u1ea5u h\u00ecnh t\u1ed1i \u01b0u c\u0169ng nh\u01b0 truy\u1ec1n ph\u00e1t \u00e2m thanh v\u00e0 video. Triton Inference Server h\u1ed7 tr\u1ee3 t\u1ea5t c\u1ea3 NVIDIA GPU, x86 v\u00e0 Arm CPU c\u0169ng nh\u01b0 AWS Inferentia.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/icon_m48-machine-learning-ops-mlops.svg\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-19182\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/icon_m48-machine-learning-ops-mlops.svg\" alt=\"\" \/><\/a><\/p>\n<h3 style=\"line-height: 1.21739;\">M\u00e3 ngu\u1ed3n m\u1edf v\u00e0 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf cho DevOps v\u00e0 MLOps<\/h3>\n<p>T\u00edch h\u1ee3p Triton Inference Server v\u00e0o c\u00e1c gi\u1ea3i ph\u00e1p DevOps v\u00e0 MLOps nh\u01b0 Kubernetes \u0111\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4 v\u00e0 Prometheus \u0111\u1ec3 gi\u00e1m s\u00e1t.\u00a0N\u00f3 c\u0169ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong t\u1ea5t c\u1ea3 c\u00e1c n\u1ec1n t\u1ea3ng AI v\u00e0 MLOps t\u1ea1i ch\u1ed7 v\u00e0 \u0111\u00e1m m\u00e2y l\u1edbn.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/icon_m48-layered-security.svg\"><img decoding=\"async\" class=\"aligncenter size-full wp-image-19181\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/icon_m48-layered-security.svg\" alt=\"\" \/><\/a><\/p>\n<h3 style=\"line-height: 1.21739;\">Kh\u1ea3 n\u0103ng qu\u1ea3n l\u00fd, t\u00ednh \u1ed5n \u0111\u1ecbnh c\u1ee7a API v\u00e0 b\u1ea3o m\u1eadt c\u1ea5p doanh nghi\u1ec7p<\/h3>\n<p><a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\">NVIDIA AI Enterprise<\/a>, bao g\u1ed3m NVIDIA Triton Inference Server v\u00e0 <a href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/products\/triton-management-service\/\">Triton Management Service<\/a>\u00a0(D\u1ecbch v\u1ee5 qu\u1ea3n l\u00fd), l\u00e0 m\u1ed9t n\u1ec1n t\u1ea3ng ph\u1ea7n m\u1ec1m AI an to\u00e0n, \u1edf c\u1ea5p \u0111\u1ed9 s\u1ea3n xu\u1ea5t \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 t\u0103ng t\u1ed1c th\u1eddi gian t\u1ea1o ra gi\u00e1 tr\u1ecb v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3, b\u1ea3o m\u1eadt v\u00e0 t\u00ednh \u1ed5n \u0111\u1ecbnh c\u1ee7a API.<\/p>\n<\/div>\n<\/div>\n<h2 class=\"featured\">B\u1eaft \u0111\u1ea7u v\u1edbi Triton<\/h2>\n<div class=\"row\">\n<div class=\"col-lg-6 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_1768879\/nv_container\/nv_container\/nv_image.coreimg.100.630.jpeg\/1694019981653\/nvidia-ai-enterprise-2560x1440.jpeg\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Mua NVIDIA AI Enterprise v\u1edbi Triton d\u00e0nh cho tri\u1ec3n khai s\u1ea3n xu\u1ea5t<\/h3>\n<p>Mua <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 NVIDIA Triton Inference Server v\u00e0 Triton Management Service d\u00e0nh cho suy lu\u1eadn \u1edf c\u1ea5p \u0111\u1ed9 s\u1ea3n xu\u1ea5t.<\/p>\n<p><strong>\u2192\u00a0<a id=\"nv-button-a9ddf76cf7\" href=\"https:\/\/enterpriseproductregistration.nvidia.com\/?LicType=EVAL&amp;ProductFamily=NVAIEnterprise\" target=\"_blank\" rel=\"noopener noreferrer\">\u0110\u0103ng k\u00fd ngay \u0111\u1ec3 nh\u1eadn NVIDIA AI Enterprise Evaluation License trong 90 ng\u00e0y<\/a><\/strong><\/p>\n<p><strong>\u2192\u00a0<\/strong><a id=\"nv-button-c18e5a881f\" href=\"https:\/\/www.nvidia.com\/en-us\/launchpad\/ai\/inference\/\" target=\"_self\"><strong>\u0110\u0103ng k\u00fd tr\u1ea3i nghi\u1ec7m th\u1eed Triton Inference Server tr\u00ean NVIDIA LaunchPad<\/strong><\/a><\/p>\n<p><strong>\u2192 <a id=\"nv-button-26514ec5d5\" href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/contact-sales\/\" target=\"_self\">Li\u00ean h\u1ec7 v\u1edbi ch\u00fang t\u00f4i \u0111\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 vi\u1ec7c mua Triton<\/a><\/strong><\/p>\n<\/div>\n<div class=\"col-lg-6 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_1768879\/nv_container\/nv_container_copy\/nv_image.coreimg.100.630.jpeg\/1691416200005\/download-triton-containers-2560x1440.jpeg\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">T\u1ea3i xu\u1ed1ng Container v\u00e0 Code \u0111\u1ec3 ph\u00e1t tri\u1ec3n<\/h3>\n<p>C\u00e1c container Triton Inference Server c\u00f3 s\u1eb5n tr\u00ean\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/gpu-cloud\/\">NVIDIA NGC<\/a>\u00a0v\u00e0 d\u01b0\u1edbi d\u1ea1ng open-source code tr\u00ean GitHub.<\/p>\n<p><strong>\u2192\u00a0<\/strong><strong><a id=\"nv-button-02d4aba1d6\" href=\"https:\/\/catalog.ngc.nvidia.com\/orgs\/nvidia\/containers\/tritonserver\" target=\"_blank\" rel=\"noopener noreferrer\">T\u1ea3i xu\u1ed1ng tr\u00ean NGC<\/a><\/strong><\/p>\n<p><strong>\u2192\u00a0<\/strong><strong><a id=\"nv-button-36fcadad3b\" href=\"https:\/\/github.com\/triton-inference-server\/server\" target=\"_blank\" rel=\"noopener noreferrer\">Truy c\u1eadp open-source code tr\u00ean GitHub<\/a><\/strong><\/p>\n<p><strong>\u2192\u00a0<\/strong><strong><a id=\"nv-button-f4d72b5678\" href=\"https:\/\/developer.nvidia.com\/triton-inference-server\" target=\"_blank\" rel=\"noopener noreferrer\">Kh\u00e1m ph\u00e1 th\u00eam t\u00e0i nguy\u00ean \u0111\u1ec3 ph\u00e1t tri\u1ec3n<\/a><\/strong><\/p>\n<\/div>\n<\/div>\n<h2 class=\"featured\">Triton Management Service<\/h2>\n<p>T\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c tri\u1ec3n khai nhi\u1ec1u instance Triton Inference Server trong Kubernetes v\u1edbi kh\u1ea3 n\u0103ng \u0111i\u1ec1u ph\u1ed1i m\u00f4 h\u00ecnh ti\u1ebft ki\u1ec7m t\u00e0i nguy\u00ean tr\u00ean GPU v\u00e0 CPU.<\/p>\n<p style=\"text-align: center;\"><strong><a id=\"nv-button-637fd44efb\" href=\"https:\/\/www.nvidia.com\/en-us\/ai-data-science\/products\/triton-management-service\/\" target=\"_self\" data-title=\"Register Now\">T\u00ecm hi\u1ec3u th\u00eam<\/a><\/strong><\/p>\n<h2 class=\"featured\">T\u00ednh n\u0103ng v\u00e0 C\u00f4ng c\u1ee5<\/h2>\n<p>&nbsp;<\/p>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_2140376\/nv_container_7177742\/nv_teaser.coreimg.100.410.jpeg\/1694020026583\/large-language-model-inference-2560x1440.jpeg\" width=\"722\" height=\"405\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Suy lu\u1eadn M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn<\/h3>\n<p>TensorRT-LLM l\u00e0 m\u1ed9t th\u01b0 vi\u1ec7n m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh, t\u1ed1i \u01b0u h\u00f3a v\u00e0 th\u1ef1c thi c\u00e1c m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLMs) d\u00e0nh cho suy lu\u1eadn trong s\u1ea3n xu\u1ea5t.\u00a0N\u00f3 duy tr\u00ec ch\u1ee9c n\u0103ng c\u1ed1t l\u00f5i c\u1ee7a FasterTransformer, k\u1ebft h\u1ee3p v\u1edbi Tr\u00ecnh bi\u00ean d\u1ecbch h\u1ecdc s\u00e2u c\u1ee7a TensorRT, trong API Python ngu\u1ed3n m\u1edf \u0111\u1ec3 nhanh ch\u00f3ng h\u1ed7 tr\u1ee3 c\u00e1c m\u00f4 h\u00ecnh v\u00e0 t\u00f9y ch\u1ec9nh m\u1edbi.<\/p>\n<p>\u2192\u00a0<a id=\"teaser-27693bf2a4-cta-29b91848ed\" href=\"https:\/\/developer.nvidia.com\/tensorrt-llm-early-access\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 TensorRT-LLM<\/strong><\/a><\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_2140376\/nv_container_7177742\/nv_teaser_52806278.coreimg.100.410.jpeg\/1691416200407\/model-ensembles-2560x1440.jpeg\" width=\"663\" height=\"372\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">C\u00e1c t\u1eadp h\u1ee3p m\u00f4 h\u00ecnh<\/h3>\n<p>Nhi\u1ec1u t\u00e1c v\u1ee5 AI hi\u1ec7n \u0111\u1ea1i y\u00eau c\u1ea7u th\u1ef1c thi nhi\u1ec1u m\u00f4 h\u00ecnh, th\u01b0\u1eddng c\u00f3 c\u00e1c b\u01b0\u1edbc x\u1eed l\u00fd tr\u01b0\u1edbc v\u00e0 sau cho m\u1ed7i truy v\u1ea5n. Triton h\u1ed7 tr\u1ee3 c\u00e1c t\u1eadp h\u1ee3p (ensembles) v\u00e0 pipeline m\u00f4 h\u00ecnh, c\u00f3 th\u1ec3 th\u1ef1c thi c\u00e1c ph\u1ea7n kh\u00e1c nhau c\u1ee7a t\u1eadp h\u1ee3p tr\u00ean CPU ho\u1eb7c GPU v\u00e0 cho ph\u00e9p nhi\u1ec1u framework b\u00ean trong t\u1eadp h\u1ee3p.<\/p>\n<p>\u2192 <a id=\"teaser-21f57c19de-cta-17d102dd72\" href=\"https:\/\/developer.nvidia.com\/blog\/serving-ml-model-pipelines-on-nvidia-triton-inference-server-with-ensemble-models\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Model Ensembles<\/strong><\/a><\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_2140376\/nv_container_7177742\/nv_teaser_1786454998.coreimg.100.410.jpeg\/1691416200461\/tree-based-models-2560x1440.jpeg\" width=\"877\" height=\"492\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Tree-Based Models<\/h3>\n<p>Ph\u1ea7n ph\u1ee5 tr\u1ee3 c\u1ee7a Forest Inference Library (FIL) trong Triton cung c\u1ea5p h\u1ed7 tr\u1ee3 suy lu\u1eadn hi\u1ec7u su\u1ea5t cao c\u1ee7a c\u00e1c tree-based model v\u1edbi kh\u1ea3 n\u0103ng gi\u1ea3i th\u00edch (gi\u00e1 tr\u1ecb SHAP) tr\u00ean CPU v\u00e0 GPU.\u00a0N\u00f3 h\u1ed7 tr\u1ee3 c\u00e1c m\u00f4 h\u00ecnh t\u1eeb XGBoost, LightGBM, scikit-learn RandomForest, RAPIDS cuML RandomForest v\u00e0 c\u00e1c m\u00f4 h\u00ecnh kh\u00e1c \u1edf \u0111\u1ecbnh d\u1ea1ng Treelite.<\/p>\n<p>\u2192 <a id=\"teaser-625c8b3c01-cta-577f8fcb9a\" href=\"https:\/\/developer.nvidia.com\/blog\/real-time-serving-for-xgboost-scikit-learn-randomforest-lightgbm-and-more\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Tree-Based Models<\/strong><\/a><\/p>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-6 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_1736220\/nv_container\/nv_image.coreimg.100.630.jpeg\/1691416200605\/nvidia-pytriton-2560x1440.jpeg\" width=\"776\" height=\"436\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">NVIDIA PyTriton<\/h3>\n<p>PyTriton cung c\u1ea5p m\u1ed9t giao di\u1ec7n \u0111\u01a1n gi\u1ea3n cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n Python s\u1eed d\u1ee5ng Triton \u0111\u1ec3 ph\u1ee5c v\u1ee5 m\u1ecdi th\u1ee9 &#8211; m\u00f4 h\u00ecnh, h\u00e0m x\u1eed l\u00fd \u0111\u01a1n gi\u1ea3n ho\u1eb7c to\u00e0n b\u1ed9 quy tr\u00ecnh suy lu\u1eadn.\u00a0H\u1ed7 tr\u1ee3 g\u1ed1c n\u00e0y d\u00e0nh cho Triton b\u1eb1ng Python cho ph\u00e9p t\u1ea1o m\u1eabu v\u00e0 th\u1eed nghi\u1ec7m nhanh ch\u00f3ng c\u00e1c m\u00f4 h\u00ecnh H\u1ecdc m\u00e1y v\u1edbi hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3.\u00a0Ch\u1ec9 m\u1ed9t d\u00f2ng code mang \u0111\u1ebfn Triton, cung c\u1ea5p c\u00e1c l\u1ee3i \u00edch nh\u01b0 batching \u0111\u1ed9ng, th\u1ef1c thi m\u00f4 h\u00ecnh \u0111\u1ed3ng th\u1eddi v\u00e0 h\u1ed7 tr\u1ee3 GPU v\u00e0 CPU.\u00a0\u0110i\u1ec1u n\u00e0y gi\u00fap lo\u1ea1i b\u1ecf nhu c\u1ea7u thi\u1ebft l\u1eadp kho l\u01b0u tr\u1eef m\u00f4 h\u00ecnh v\u00e0 chuy\u1ec3n \u0111\u1ed5i \u0111\u1ecbnh d\u1ea1ng m\u00f4 h\u00ecnh.\u00a0Pipeline code suy lu\u1eadn hi\u1ec7n c\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng m\u00e0 kh\u00f4ng c\u1ea7n s\u1eeda \u0111\u1ed5i.<\/p>\n<p>\u2192 <a id=\"nv-button-f377802ab1\" href=\"https:\/\/github.com\/triton-inference-server\/pytriton\/tree\/main\/docs#nvidia-pytriton\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 PyTriton<\/strong><\/a><\/p>\n<\/div>\n<div class=\"col-lg-6 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_container_1736220\/nv_container_505966906\/nv_image.coreimg.100.630.jpeg\/1691416200682\/nvidia-triton-model-analyze-2560x1440.jpeg\" width=\"890\" height=\"500\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">NVIDIA Triton Model Analyzer<\/h3>\n<p>Tr\u00ecnh ph\u00e2n t\u00edch m\u00f4 h\u00ecnh Triton l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng \u0111\u00e1nh gi\u00e1 c\u00e1c c\u1ea5u h\u00ecnh tri\u1ec3n khai m\u00f4 h\u00ecnh trong Triton Inference Server, ch\u1eb3ng h\u1ea1n nh\u01b0 k\u00edch th\u01b0\u1edbc batch, \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 c\u00e1c instance th\u1ef1c thi \u0111\u1ed3ng th\u1eddi tr\u00ean b\u1ed9 x\u1eed l\u00fd \u0111\u00edch.\u00a0N\u00f3 gi\u00fap ch\u1ecdn c\u1ea5u h\u00ecnh t\u1ed1i \u01b0u \u0111\u1ec3 \u0111\u00e1p \u1ee9ng c\u00e1c r\u00e0ng bu\u1ed9c v\u1ec1 ch\u1ea5t l\u01b0\u1ee3ng d\u1ecbch v\u1ee5 (QoS) c\u1ee7a \u1ee9ng d\u1ee5ng &#8211; ch\u1eb3ng h\u1ea1n nh\u01b0 c\u00e1c y\u00eau c\u1ea7u v\u1ec1 \u0111\u1ed9 tr\u1ec5, th\u00f4ng l\u01b0\u1ee3ng v\u00e0 b\u1ed9 nh\u1edb &#8211; \u0111\u1ed3ng th\u1eddi gi\u1ea3m th\u1eddi gian c\u1ea7n thi\u1ebft \u0111\u1ec3 t\u00ecm c\u1ea5u h\u00ecnh t\u1ed1i \u01b0u.\u00a0C\u00f4ng c\u1ee5 n\u00e0y c\u0169ng h\u1ed7 tr\u1ee3 c\u00e1c t\u1eadp h\u1ee3p m\u00f4 h\u00ecnh v\u00e0 ph\u00e2n t\u00edch \u0111a m\u00f4 h\u00ecnh.<\/p>\n<p>\u2192 <strong><a id=\"nv-button-e711316141\" href=\"https:\/\/github.com\/triton-inference-server\/model_analyzer\" target=\"_blank\" rel=\"noopener noreferrer\">T\u00ecm hi\u1ec3u th\u00eam v\u1ec1 Triton Model Analyzer<\/a><\/strong><\/p>\n<\/div>\n<\/div>\n<h2 class=\"featured\">C\u00e2u chuy\u1ec7n kh\u00e1ch h\u00e0ng<\/h2>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_carousel_home_cop\/nv_teaser_699576807.coreimg.100.1070.jpeg\/1707376562276\/customer-stories-amazon.jpeg\" alt=\"Amazon \" \/><\/p>\n<p>Kh\u00e1m ph\u00e1 c\u00e1ch Amazon c\u1ea3i thi\u1ec7n s\u1ef1 h\u00e0i l\u00f2ng c\u1ee7a kh\u00e1ch h\u00e0ng v\u1edbi NVIDIA AI b\u1eb1ng vi\u1ec7c t\u0103ng t\u1ed1c suy lu\u1eadn l\u00ean g\u1ea5p 5 l\u1ea7n.<\/p>\n<p>\u2192\u00a0<a id=\"teaser-64567ef66b-cta-fc382d23f4\" href=\"https:\/\/resources.nvidia.com\/en-us-inference-customer-story\/nvidia-amazon-custom\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam<\/strong><\/a><\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_carousel_home_cop\/nv_teaser_1522795781.coreimg.100.1070.jpeg\/1707376562100\/customer-stories-american-express.jpeg\" alt=\"American Express\" \/><\/p>\n<p>T\u00ecm hi\u1ec3u c\u00e1ch American Express c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng ph\u00e1t hi\u1ec7n gian l\u1eadn b\u1eb1ng vi\u1ec7c ph\u00e2n t\u00edch h\u00e0ng ch\u1ee5c tri\u1ec7u giao d\u1ecbch h\u00e0ng ng\u00e0y nhanh h\u01a1n 50 l\u1ea7n.<\/p>\n<p>\u2192\u00a0<a id=\"teaser-5938ef1ab6-cta-71c5117dca\" href=\"https:\/\/resources.nvidia.com\/en-us-inference-customer-story\/american-express-prevents-fraud\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam<\/strong><\/a><\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" class=\"alignnone wp-image-19185 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-1.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-1.png 800w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-1-300x200.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-1-768x512.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-1-40x27.png 40w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>Kh\u00e1m ph\u00e1 c\u00e1ch Siemens Energy t\u0103ng c\u01b0\u1eddng ki\u1ec3m tra b\u1eb1ng vi\u1ec7c cung c\u1ea5p kh\u1ea3 n\u0103ng gi\u00e1m s\u00e1t t\u1eeb xa d\u1ef1a tr\u00ean AI \u0111\u1ec3 ph\u00e1t hi\u1ec7n r\u00f2 r\u1ec9, ti\u1ebfng \u1ed3n b\u1ea5t th\u01b0\u1eddng,&#8230;<\/p>\n<p>\u2192\u00a0<a id=\"teaser-00e4b1dfb1-cta-58581af388\" href=\"https:\/\/resources.nvidia.com\/en-us-inference-customer-story\/Amazon-accelerates-customer\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam<\/strong><\/a><\/p>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-6 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"517\" class=\"alignnone wp-image-19186 size-full\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-2.png\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-2.png 800w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-2-300x194.png 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-2-768x496.png 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/09\/TheGioiMayChu-Blog-Image-nvidia-triton-trien-khai-chay-va-tang-quy-mo-ai-cho-moi-ung-dung-2-40x26.png 40w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>Xem c\u00e1ch Microsoft Teams s\u1eed d\u1ee5ng Triton Inference Server \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a ph\u1ee5 \u0111\u1ec1 v\u00e0 phi\u00ean \u00e2m tr\u1ef1c ti\u1ebfp b\u1eb1ng nhi\u1ec1u ng\u00f4n ng\u1eef v\u1edbi \u0111\u1ed9 tr\u1ec5 r\u1ea5t th\u1ea5p.<\/p>\n<p>\u2192\u00a0<a id=\"teaser-85c620ede1-cta-87fa7df3f0\" href=\"https:\/\/resources.nvidia.com\/en-us-inference-customer-story\/ai-for-dev-solution\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam<\/strong><\/a><\/p>\n<\/div>\n<div class=\"col-lg-6 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/www.nvidia.com\/content\/nvidiaGDC\/us\/en_US\/ai-data-science\/products\/triton-inference-server\/_jcr_content\/root\/responsivegrid\/nv_carousel_home_cop\/nv_teaser_331142578.coreimg.100.1070.jpeg\/1707376562156\/customer-stories-nio.jpeg\" alt=\"NIO\" \/><\/p>\n<p>Xem c\u00e1ch NIO \u0111\u1ea1t \u0111\u01b0\u1ee3c quy tr\u00ecnh suy lu\u1eadn c\u00f3 \u0111\u1ed9 tr\u1ec5 th\u1ea5p b\u1eb1ng c\u00e1ch t\u00edch h\u1ee3p NVIDIA Triton Inference Server v\u00e0o quy tr\u00ecnh suy lu\u1eadn l\u00e1i xe t\u1ef1 \u0111\u1ed9ng c\u1ee7a h\u1ecd.<\/p>\n<p>\u2192\u00a0<a id=\"teaser-e8a95acafd-cta-1cc00c3870\" href=\"https:\/\/developer.nvidia.com\/blog\/designing-an-optimal-ai-inference-pipeline-for-autonomous-driving\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>T\u00ecm hi\u1ec3u th\u00eam<\/strong><\/a><\/p>\n<\/div>\n<\/div>\n<h2 class=\"featured\">T\u00edch h\u1ee3p h\u1ec7 sinh th\u00e1i<\/h2>\n<p style=\"text-align: left;\">Triton l\u00e0 l\u1ef1a ch\u1ecdn h\u00e0ng \u0111\u1ea7u cho suy lu\u1eadn hi\u1ec7u su\u1ea5t cao v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng.\u00a0N\u00f3 c\u00f3 s\u1eb5n trong\u00a0<a href=\"https:\/\/www.alibabacloud.com\/help\/en\/machine-learning-platform-for-ai\/latest\/eas-built-in-processor-1#section-l3c-0f8-ybc\" target=\"_blank\" rel=\"noopener\">Alibaba Cloud<\/a>,\u00a0<a href=\"https:\/\/aws.amazon.com\/eks\/\" target=\"_blank\" rel=\"noopener\">Amazon Elastic Kubernetes Service (EKS)<\/a>,\u00a0<a href=\"https:\/\/aws.amazon.com\/ecs\/\" target=\"_blank\" rel=\"noopener\">Amazon Elastic Container Service (ECS)<\/a>,\u00a0<a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/triton.html\" target=\"_blank\" rel=\"noopener\">Amazon SageMaker<\/a>,\u00a0<a href=\"https:\/\/console.cloud.google.com\/marketplace\/product\/nvidia-ngc-public\/triton-inference-server\" target=\"_blank\" rel=\"noopener\">Google Kubernetes Engine (GKE)<\/a>,\u00a0<a href=\"https:\/\/cloud.google.com\/vertex-ai\/docs\/predictions\/using-nvidia-triton\" target=\"_blank\" rel=\"noopener\">Google Vertex AI<\/a>,\u00a0<a href=\"https:\/\/www.hpe.com\/us\/en\/software\/marketplace\/nvidia-triton.html\" target=\"_blank\" rel=\"noopener\">HPE Ezmeral<\/a>,\u00a0<a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/kubernetes-service\/\" target=\"_blank\" rel=\"noopener\">Microsoft Azure Kubernetes (AKS)<\/a>,\u00a0<a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/machine-learning\/how-to-deploy-with-triton?tabs=endpoint\" target=\"_blank\" rel=\"noopener\">Azure Machine Learning<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/www.oracle.com\/artificial-intelligence\/data-science\/\" target=\"_blank\" rel=\"noopener\">Oracle Cloud Infrastucture Data Science Platform<\/a>.<\/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>Suy lu&#7853;n d&agrave;nh cho m&#7885;i t&aacute;c v&#7909; AI Ch&#7841;y suy lu&#7853;n tr&ecirc;n c&aacute;c m&ocirc; h&igrave;nh H&#7885;c m&aacute;y (ML) ho&#7863;c H&#7885;c s&acirc;u (DL) &#273;&atilde; &#273;&#432;&#7907;c &#273;&agrave;o t&#7841;o t&#7915; b&#7845;t k&#7923; framework n&agrave;o tr&ecirc;n b&#7845;t k&#7923; b&#7897; x&#7917; l&yacute; n&agrave;o &ndash; GPU, CPU hay c&aacute;c lo&#7841;i kh&aacute;c &ndash; v&#7899;i NVIDIA Triton Inference Server.&nbsp;L&agrave; m&#7897;t ph&#7847;n c&#7911;a&nbsp;n&#7873;n t&#7843;ng&#8230;<\/p>\n","protected":false},"author":29,"featured_media":17758,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[1165,1045,1314],"class_list":["post-17747","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai-frameworks","tag-generative-ai","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>NVIDIA Triton: Tri\u1ec3n khai, ch\u1ea1y v\u00e0 t\u0103ng quy m\u00f4 AI cho m\u1ecdi \u1ee9ng d\u1ee5ng - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-triton-inference-server-trien-khai-chay-va-mo-rong-quy-mo-ai-cho-moi-ung-dung-tren-moi-nen-tang-p17747\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"NVIDIA Triton: Tri\u1ec3n khai, ch\u1ea1y v\u00e0 t\u0103ng quy m\u00f4 AI cho m\u1ecdi \u1ee9ng d\u1ee5ng - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Suy lu&#7853;n d&agrave;nh cho m&#7885;i t&aacute;c v&#7909; AI Ch&#7841;y suy lu&#7853;n tr&ecirc;n c&aacute;c m&ocirc; h&igrave;nh H&#7885;c m&aacute;y (ML) ho&#7863;c H&#7885;c s&acirc;u (DL) &#273;&atilde; &#273;&#432;&#7907;c &#273;&agrave;o t&#7841;o t&#7915; b&#7845;t k&#7923; framework n&agrave;o tr&ecirc;n b&#7845;t k&#7923; b&#7897; x&#7917; 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