{"id":20149,"date":"2024-07-17T14:40:28","date_gmt":"2024-07-17T07:40:28","guid":{"rendered":"https:\/\/thegioimaychu.vn\/blog\/?p=20149"},"modified":"2024-07-17T14:40:28","modified_gmt":"2024-07-17T07:40:28","slug":"nvidia-gioi-thieu-nen-tang-microservice-metropolis-de-chay-ung-dung-edge-ai-tren-jetson","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-gioi-thieu-nen-tang-microservice-metropolis-de-chay-ung-dung-edge-ai-tren-jetson-p20149\/","title":{"rendered":"NVIDIA gi\u1edbi thi\u1ec7u n\u1ec1n t\u1ea3ng microservice Metropolis \u0111\u1ec3 ch\u1ea1y \u1ee9ng d\u1ee5ng Edge AI tr\u00ean Jetson"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>X\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng AI th\u1ecb gi\u00e1c (Vision AI) cho m\u00f4i tr\u01b0\u1eddng bi\u00ean th\u01b0\u1eddng \u0111i k\u00e8m v\u1edbi c\u00e1c chu k\u1ef3 ph\u00e1t tri\u1ec3n t\u1ed1n k\u00e9m v\u00e0 dong d\u00e0i. \u0110\u1ed3ng th\u1eddi, vi\u1ec7c ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng c\u00e1c \u1ee9ng d\u1ee5ng AI bi\u00ean (Edge AI) c\u00f3 t\u00ednh n\u0103ng thu\u1ea7n \u0111\u00e1m m\u00e2y, linh ho\u1ea1t v\u00e0 an to\u00e0n ch\u01b0a bao gi\u1edd c\u00f3 t\u1ea7m quan tr\u1ecdng nh\u01b0 l\u00fac n\u00e0y. Gi\u1edd \u0111\u00e2y, m\u1ed9t quy tr\u00ecnh ph\u00e1t tri\u1ec3n AI bi\u00ean m\u1ea1nh m\u1ebd nh\u01b0ng \u0111\u01a1n gi\u1ea3n d\u1ef1a v\u00e0o API \u0111\u00e3 c\u00f3 s\u1eb5n v\u1edbi c\u00e1c vi d\u1ecbch v\u1ee5 (microservice) NVIDIA Metropolis m\u1edbi.<\/p>\n<p><a href=\"https:\/\/developer.nvidia.com\/metropolis-microservices\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA Metropolis microservices<\/a>\u00a0l\u00e0 m\u1ed9t b\u1ed9 c\u00e1c building block t\u00f9y bi\u1ebfn, thu\u1ea7n \u0111\u00e1m m\u00e2y \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 gi\u1ea3i ph\u00e1p Vision AI. B\u1ea3n ph\u00e1t h\u00e0nh n\u00e0y cung c\u1ea5p m\u1ed9t b\u1ed9 API v\u00e0 microservice m\u1edf r\u1ed9ng tr\u00ean n\u1ec1n t\u1ea3ng\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/autonomous-machines\/embedded-systems\/jetson-orin\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA Jetson<\/a>\u00a0\u0111\u1ec3 \u0111\u1ea9y nhanh h\u01a1n n\u1eefa qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI th\u1ecb gi\u00e1c t\u1ea1i bi\u00ean.\u00a0C\u00e1c microservice Jetson m\u1edbi n\u00e0y cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n hi\u1ec7n \u0111\u1ea1i h\u00f3a stack \u1ee9ng d\u1ee5ng AI c\u1ee7a h\u1ecd, chu\u1ea9n h\u00f3a quy tr\u00ecnh v\u00e0 b\u1ea3o v\u1ec7 c\u00e1c \u1ee9ng d\u1ee5ng cho t\u01b0\u01a1ng lai. B\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng k\u1ebft h\u1ee3p nh\u1eefng ti\u1ebfn b\u1ed9 m\u1edbi nh\u1ea5t v\u1ec1\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/glossary\/generative-ai\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">AI t\u1ea1o sinh<\/a>\u00a0th\u00f4ng qua API v\u00e0 microservice nh\u01b0 l\u01b0u tr\u1eef v\u00e0 qu\u1ea3n l\u00fd video, pipeline cho nh\u1eadn th\u1ee9c AI \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n, thu\u1eadt to\u00e1n theo d\u00f5i, gi\u00e1m s\u00e1t h\u1ec7 th\u1ed1ng, d\u1ecbch v\u1ee5 IoT \u0111\u1ec3 k\u1ebft n\u1ed1i an to\u00e0n t\u1eeb bi\u00ean \u0111\u1ebfn \u0111\u00e1m m\u00e2y, v.v.<\/p>\n<p>\u2192 <a href=\"https:\/\/developer.nvidia.com\/metropolis-microservices\/jetson-application-form\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\"><em><strong>T\u1ea3i xu\u1ed1ng: NVIDIA Metropolis microservices for Jetson<\/strong><\/em><\/a><\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b68d96f5.png\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b68d96f5.png\" \/><\/a><em>H\u00ecnh 1. Ph\u00e1t tri\u1ec3n c\u00e1c \u1ee9ng d\u1ee5ng AI bi\u00ean nhanh h\u01a1n v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 vi m\u00f4 NVIDIA Metropolis<\/em><\/p>\n<h2>\u0110i\u1ec3m n\u1ed5i b\u1eadt c\u1ee7a b\u1ea3n ph\u00e1t h\u00e0nh<\/h2>\n<p>C\u00e1c \u1ee9ng d\u1ee5ng AI bi\u00ean s\u1eb5n s\u00e0ng cho m\u00f4i tr\u01b0\u1eddng s\u1ea3n xu\u1ea5t \u0111\u00f2i h\u1ecfi nhi\u1ec1u th\u00e0nh ph\u1ea7n, bao g\u1ed3m c\u00e1c m\u00f4 h\u00ecnh AI, quy tr\u00ecnh x\u1eed l\u00fd v\u00e0 suy lu\u1eadn \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a, logic k\u1ebft d\u00ednh, ph\u01b0\u01a1ng ph\u00e1p b\u1ea3o m\u1eadt, k\u1ebft n\u1ed1i \u0111\u00e1m m\u00e2y, v.v. NVIDIA Metropolis microservices for Jetson chu\u1ea9n h\u00f3a quy tr\u00ecnh ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng b\u1eb1ng c\u00e1ch cung c\u1ea5p c\u00e1c vi d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng s\u1eb5n cho c\u00e1c th\u00e0nh ph\u1ea7n ph\u1ed5 bi\u1ebfn nh\u1ea5t b\u1eb1ng ki\u1ebfn \u200b\u200btr\u00fac thu\u1ea7n \u0111\u00e1m m\u00e2y, module h\u00f3a v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng.<\/p>\n<p>T\u00ednh linh ho\u1ea1t c\u1ee7a n\u1ec1n t\u1ea3ng n\u00e2ng cao hi\u1ec7u qu\u1ea3 ph\u00e1t tri\u1ec3n, v\u1edbi c\u00e1c API ti\u00eau chu\u1ea9n t\u00edch h\u1ee3p li\u1ec1n m\u1ea1ch v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 kh\u00e1c. N\u1ec1n t\u1ea3ng n\u00e0y c\u0169ng cung c\u1ea5p c\u00e1c d\u1ecbch v\u1ee5 thi\u1ebft y\u1ebfu nh\u01b0 IoT, b\u1ea3o m\u1eadt v\u00e0 gi\u00e1m s\u00e1t, cung c\u1ea5p c\u00e1c th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i s\u1eb5n s\u00e0ng s\u1eed d\u1ee5ng cho c\u00e1c \u1ee9ng d\u1ee5ng c\u1ea5p s\u1ea3n xu\u1ea5t.<\/p>\n<p>V\u1edbi quy\u1ec1n truy c\u1eadp v\u00e0o h\u01a1n 15 microservice tr\u00ean \u1ee8ng d\u1ee5ng, D\u1ecbch v\u1ee5 n\u1ec1n t\u1ea3ng v\u00e0 D\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y, c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c x\u00e2y d\u1ef1ng t\u00e0i s\u1ea3n tr\u00ed tu\u1ec7 v\u00e0 t\u1ea1o s\u1ef1 kh\u00e1c bi\u1ec7t tr\u00ean th\u1ecb tr\u01b0\u1eddng.\u00a0C\u00e1c \u0111\u1ed1i t\u00e1c c\u1ee7a NVIDIA \u0111ang k\u1ebft h\u1ee3p c\u00e1c NVIDIA Metropolis microservice v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 c\u1ee7a h\u1ecd, bao g\u1ed3m\u00a0<a href=\"https:\/\/www.aaeon.ai\/en\/product\/aaeon-nvidia-ai\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">AAEON<\/a>,\u00a0<a href=\"https:\/\/www.aetina.com\/products-features.php?t=337\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Aetina<\/a>,\u00a0<a href=\"https:\/\/www.advantech.com\/en\/campaign\/industrial-ai-iot-solution-nvidia\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Advantech<\/a>,\u00a0<a href=\"https:\/\/www.allxon.com\/jetson\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Allxon<\/a>,\u00a0<a href=\"https:\/\/crg.co.il\/catalog_category\/autonomous-machines\/\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">CRG<\/a>,\u00a0<a href=\"https:\/\/www.cvedia.com\/\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">CVEDIA<\/a>,\u00a0<a href=\"https:\/\/namla.cloud\/\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Namla<\/a>,\u00a0<a href=\"https:\/\/rebotnix.com\/\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Rebotnix<\/a>,\u00a0<a href=\"https:\/\/www.ridgerun.com\/nvidia\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">RidgeRun<\/a>,\u00a0<a href=\"https:\/\/www.seeedstudio.com\/tag\/nvidia.html\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Seeed Studio<\/a>\u00a0v\u00e0\u00a0<a href=\"https:\/\/siliconhighway.com\/\" target=\"_blank\" rel=\"follow external noopener\" data-wpel-link=\"external\">Silicon Highway<\/a>. Nhi\u1ec1u d\u1ecbch v\u1ee5 kh\u00e1c \u0111\u01b0\u1ee3c b\u1ed5 sung h\u00e0ng ng\u00e0y.<\/p>\n<h2>Workflows v\u00e0 \u1ee9ng d\u1ee5ng tham kh\u1ea3o<\/h2>\n<p>Hai \u1ee9ng d\u1ee5ng tham kh\u1ea3o \u0111\u01b0\u1ee3c bao g\u1ed3m \u0111\u1ec3 gi\u00fap b\u1ea1n b\u1eaft \u0111\u1ea7u v\u1edbi NVIDIA Metropolis microservices cho Jetson: NVR h\u1ed7 tr\u1ee3 b\u1eb1ng AI v\u00e0 \u1ee9ng d\u1ee5ng AI t\u1ea1o sinh v\u1edbi t\u00ednh n\u0103ng zero-shot detection. C\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c n\u00e0y cho th\u1ea5y c\u00e1ch c\u00e1c microservices v\u00e0 API k\u1ebft h\u1ee3p v\u1edbi nhau \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng ho\u00e0n ch\u1ec9nh t\u1eeb thu th\u1eadp video, suy lu\u1eadn AI, ph\u00e2n t\u00edch v\u00e0 gi\u00e1m s\u00e1t \u0111\u1ebfn k\u1ebft n\u1ed1i an to\u00e0n v\u1edbi \u0111\u00e1m m\u00e2y.<\/p>\n<h3>Network Video Recorder h\u1ed7 tr\u1ee3 b\u1edfi AI<\/h3>\n<p>Quy tr\u00ecnh l\u00e0m vi\u1ec7c tham chi\u1ebfu c\u1ee7a Network Video Recorder h\u1ed7 tr\u1ee3 b\u1edfi AI (AI-NVR) t\u1eadp h\u1ee3p h\u1ea7u h\u1ebft c\u00e1c vi d\u1ecbch v\u1ee5 trong m\u1ed9t \u1ee9ng d\u1ee5ng to\u00e0n di\u1ec7n. N\u00f3 bao g\u1ed3m:<\/p>\n<ul>\n<li>Thu th\u1eadp v\u00e0 l\u01b0u tr\u1eef video b\u1eb1ng vi d\u1ecbch v\u1ee5 Video Storage Toolkit (VST)<\/li>\n<li>Ph\u00e1t hi\u1ec7n v\u00e0 theo d\u00f5i m\u1ecdi ng\u01b0\u1eddi b\u1eb1ng d\u1ecbch v\u1ee5 AI Perception v\u1edbi\u00a0<a href=\"https:\/\/developer.nvidia.com\/deepstream-sdk\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">NVIDIA DeepStream<\/a><\/li>\n<li>Th\u00f4ng tin chi ti\u1ebft v\u00e0 c\u1ea3nh b\u00e1o v\u1ec1 \u0110\u01b0\u1eddng ranh gi\u1edbi v\u00e0 Khu v\u1ef1c quan t\u00e2m (ROI) b\u1eb1ng d\u1ecbch v\u1ee5 Analytics<\/li>\n<\/ul>\n<p>\u1ee8ng d\u1ee5ng di \u0111\u1ed9ng tham kh\u1ea3o Android \u0111\u01b0\u1ee3c cung c\u1ea5p \u0111\u1ec3 ch\u1ee9ng minh vi\u1ec7c s\u1eed d\u1ee5ng API \u0111\u1ec3 x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng kh\u00e1ch h\u00e0ng. \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, h\u00e3y xem danh s\u00e1ch ph\u00e1t NVIDIA On-Demand,\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/on-demand\/playlist\/playList-0c90eddb-9fdf-43aa-9c5e-aac8418659d4\/aa-9c5e-aac8418659d4\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">AI-NVR s\u1eed d\u1ee5ng Metropolis Microservices cho Jetson<\/a>.<a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b6b995ac.png\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b6b995ac.png\" \/><\/a><em>\u00a0H\u00ecnh 2. Ki\u1ebfn tr\u00fac \u1ee9ng d\u1ee5ng \u0111\u1ea7u ghi h\u00ecnh m\u1ea1ng h\u1ed7 tr\u1ee3 AI (AI-NVR)<\/em><\/p>\n<h3>Zero-shot detection v\u1edbi Generative AI<\/h3>\n<p>Metropolis microservices for Jetson cho ph\u00e9p c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n t\u1ea1o nguy\u00ean m\u1eabu v\u00e0 s\u1ea3n xu\u1ea5t c\u00e1c \u1ee9ng d\u1ee5ng AI t\u1ea1o sinh cho m\u00f4i tr\u01b0\u1eddng bi\u00ean. \u1ee8ng d\u1ee5ng tham chi\u1ebfu AI t\u1ea1o sinh cho ph\u00e9p t\u00ednh n\u0103ng zero-shot dection cho d\u1eef li\u1ec7u ph\u00e1t tr\u1ef1c ti\u1ebfp. C\u00e1c m\u00f4 h\u00ecnh c\u00f3 th\u1ec3 ph\u00e1t hi\u1ec7n b\u1ea5t k\u1ef3 \u0111\u1ed1i t\u01b0\u1ee3ng n\u00e0o \u0111\u01b0\u1ee3c ch\u1ec9 \u0111\u1ecbnh b\u1eb1ng l\u1eddi nh\u1eafc.\u00a0C\u00f3 th\u1ec3 \u0111\u01b0a ra l\u1eddi nh\u1eafc t\u1eeb xa qua REST API t\u1edbi d\u1ecbch v\u1ee5 AI Perception \u0111\u1ec3 thay \u0111\u1ed5i l\u1edbp \u0111\u1ed9ng nh\u1eb1m ph\u00e1t hi\u1ec7n. AI t\u1ea1o sinh cho ph\u00e9p t\u1ea1o ra m\u1ed9t lo\u1ea1i \u1ee9ng d\u1ee5ng m\u1edbi h\u1ed7 tr\u1ee3 b\u1edfi AI cho bi\u00ean. \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam v\u1ec1 AI t\u1ea1o sinh v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 si\u00eau nh\u1ecf Metropolis, h\u00e3y xem\u00a0<a href=\"https:\/\/developer.nvidia.com\/blog\/bringing-generative-ai-to-the-edge-with-nvidia-metropolis-microservices-for-jetson\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">\u0110\u01b0a AI t\u1ea1o sinh v\u00e0o bi\u00ean v\u1edbi NVIDIA Metropolis Microservices cho Jetson<\/a>.\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b6d44775.png\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b6d44775.png\" \/><\/a><em>\u00a0H\u00ecnh 3. \u1ee8ng d\u1ee5ng tham chi\u1ebfu AI t\u1ea1o sinh \u0111\u1ec3 ph\u00e1t hi\u1ec7n \u0111\u1ed1i t\u01b0\u1ee3ng kh\u00f4ng c\u1ea7n b\u1eafn<\/em><\/p>\n<h2>C\u00e1c Microservices v\u00e0 API m\u1ea1nh m\u1ebd<\/h2>\n<p>Metropolis microservices for Jetson l\u00e0 t\u1eadp h\u1ee3p c\u00e1c microservices v\u00e0 API gi\u00e0u t\u00ednh n\u0103ng, bao g\u1ed3m c\u00e1c d\u1ecbch v\u1ee5 \u1ee9ng d\u1ee5ng, d\u1ecbch v\u1ee5 n\u1ec1n t\u1ea3ng v\u00e0 d\u1ecbch v\u1ee5 Board Support Package (BSP) v\u00e0 d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y. C\u00e1c microservices d\u1ea1ng module v\u00e0 c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng gi\u00fap d\u1ec5 d\u00e0ng x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u00e1m m\u00e2y g\u1ed1c hi\u1ec7n \u0111\u1ea1i cho edge.\u00a0L\u00e0 m\u1ed9t nh\u00e0 ph\u00e1t tri\u1ec3n, b\u1ea1n c\u00f3 th\u1ec3 linh ho\u1ea1t l\u1ef1a ch\u1ecdn m\u1ed9t, m\u1ed9t s\u1ed1 ho\u1eb7c t\u1ea5t c\u1ea3 c\u00e1c d\u1ecbch v\u1ee5 t\u00f9y thu\u1ed9c v\u00e0o m\u1ee9c \u0111\u1ed9 ho\u00e0n thi\u1ec7n c\u1ee7a s\u1ea3n ph\u1ea9m.\u00a0<a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b6f64fac.png\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-66976b6f64fac.png\" \/><\/a><em>\u00a0H\u00ecnh 4. C\u00e1c d\u1ecbch v\u1ee5 si\u00eau nh\u1ecf Metropolis cho software stack Jetson<\/em><\/p>\n<h3>Application services<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.nvidia.com\/en-us\/on-demand\/playlist\/playList-238cd4a8-7f1d-42b4-9b0a-a949ade92845\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">B\u1ed9 c\u00f4ng c\u1ee5 l\u01b0u tr\u1eef video<\/a>: D\u1ecbch v\u1ee5 thu th\u1eadp v\u00e0 l\u01b0u tr\u1eef video<\/li>\n<li>D\u1ecbch v\u1ee5 AI Perception s\u1eed d\u1ee5ng NVIDIA DeepStream: \u0110\u1ec3 suy lu\u1eadn AI, theo d\u00f5i \u0111\u1ed1i t\u01b0\u1ee3ng v\u00e0 t\u1ea1o metadata<\/li>\n<li>D\u1ecbch v\u1ee5 AI Perception \u0111\u1ec3 ph\u00e1t hi\u1ec7n zero-shot: \u0110\u1ec3 suy lu\u1eadn AI t\u1ea1o ra v\u1edbi m\u00f4 h\u00ecnh NanoOWL v\u00e0 nh\u1eafc nh\u1edf tr\u1ef1c quan<\/li>\n<li>D\u1ecbch v\u1ee5 ph\u00e2n t\u00edch: Ph\u00e2n t\u00edch \u0111\u1ebfm \u0111\u1ed1i t\u01b0\u1ee3ng nh\u01b0 \u0111\u01b0\u1eddng c\u1eaft ngang, V\u00f9ng quan t\u00e2m v\u00e0 Tr\u01b0\u1eddng nh\u00ecn<\/li>\n<\/ul>\n<h3>Platform services<\/h3>\n<ul>\n<li>Redis: Bus tin nh\u1eafn to\u00e0n c\u1ea7u cho giao ti\u1ebfp gi\u1eefa c\u00e1c ti\u1ebfn tr\u00ecnh<\/li>\n<li>API Gateway: \u00c1nh x\u1ea1 c\u00e1c y\u00eau c\u1ea7u API \u0111\u1ebfn c\u00e1c d\u1ecbch v\u1ee5 ti\u1ebfp theo<\/li>\n<li>Gi\u00e1m s\u00e1t: Gi\u00e1m s\u00e1t v\u00e0 tr\u1ef1c quan h\u00f3a tr\u1ea1ng th\u00e1i thi\u1ebft b\u1ecb bi\u00ean nh\u01b0 m\u1ee9c s\u1eed d\u1ee5ng v\u00e0 KPI \u1ee9ng d\u1ee5ng<\/li>\n<li>IoT Gateway: Giao ti\u1ebfp hai chi\u1ec1u an to\u00e0n gi\u1eefa bi\u00ean v\u00e0 \u0111\u00e1m m\u00e2y<\/li>\n<\/ul>\n<h3>Cloud services<\/h3>\n<ul>\n<li>IoT Cloud: T\u1ea1o k\u1ebft n\u1ed1i an to\u00e0n t\u1eeb \u0111\u00e1m m\u00e2y \u0111\u1ebfn bi\u00ean, bao g\u1ed3m x\u00e1c th\u1ef1c v\u00e0 \u1ee7y quy\u1ec1n<\/li>\n<\/ul>\n<h2>T\u00f3m l\u01b0\u1ee3c<\/h2>\n<p>C\u00e1c vi d\u1ecbch v\u1ee5 NVIDIA Metropolis \u0111\u1ea9y nhanh qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n AI th\u1ecb gi\u00e1c cho v\u00f9ng bi\u00ean, cung c\u1ea5p c\u00e1c \u1ee9ng d\u1ee5ng s\u1eb5n s\u00e0ng s\u1eed d\u1ee5ng, c\u00f3 h\u01a1n 15 microservices cho c\u00e1c d\u1ecbch v\u1ee5 n\u1ec1n t\u1ea3ng, pixel perception, video storage, analytics, v.v.<\/p>\n<p><a href=\"https:\/\/developer.nvidia.com\/metropolis-microservices\/jetson-application-form\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\"><em>T\u1ea3i xu\u1ed1ng c\u00e1c d\u1ecbch v\u1ee5 vi m\u00f4 NVIDIA Metropolis cho Jetson<\/em><\/a><em>.<\/em><\/p>\n<p>\u0110\u1ec3 t\u00ecm hi\u1ec3u v\u1ec1 c\u00e1c chi ti\u1ebft k\u1ef9 thu\u1eadt c\u1ee7a Metropolis microservices for Jetson, h\u00e3y \u0111\u1ecdc\u00a0<a href=\"https:\/\/resources.nvidia.com\/en-us-metropolis-microservices-for-jetson\/jetson-whitepaper\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">Whitepaper NVIDIA Metropolis Microservices for Jetson<\/a>.<\/p>\n<p>\u0110\u1ec3 bi\u1ebft h\u01b0\u1edbng d\u1eabn v\u1ec1 c\u00e1ch x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng b\u1eb1ng Metropolis API, h\u00e3y xem\u00a0<a href=\"https:\/\/developer.nvidia.com\/blog\/how-to-build-vision-ai-applications-at-the-edge-with-nvidia-metropolis-microservices-and-apis\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">X\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng AI Vision t\u1ea1i Edge v\u1edbi NVIDIA Metropolis Microservices v\u00e0 API<\/a>\u00a0. \u0110\u1ec3 t\u00ecm hi\u1ec3u th\u00eam, h\u00e3y \u0111\u0103ng k\u00fd tham gia h\u1ed9i th\u1ea3o tr\u1ef1c tuy\u1ebfn g\u1ed3m hai ph\u1ea7n,\u00a0<a href=\"https:\/\/info.nvidia.com\/metropolis-on-jetson-webinar.html\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">T\u0103ng t\u1ed1c ph\u00e1t tri\u1ec3n AI t\u1ea1i Edge b\u1eb1ng Metropolis API v\u00e0 Microservices cho Jetson<\/a>\u00a0(Ph\u1ea7n 1) v\u00e0\u00a0<a href=\"https:\/\/info.nvidia.com\/build-with-metropolis-microservices-for-jetson.html\" target=\"_blank\" rel=\"noopener noreferrer\" data-wpel-link=\"internal\">C\u00e1ch x\u00e2y d\u1ef1ng b\u1eb1ng Metropolis Microservices cho Jetson<\/a>\u00a0(Ph\u1ea7n 2).<\/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=23382\">QNAP QAI-h1290FX \u2013 M\u00e1y ch\u1ee7 Edge AI All-Flash cho LLM ri\u00eang, RAG v\u00e0 AI t\u1ea1o sinh<\/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=23156\">GoodVision Real-time Traffic Video Analytics: T\u1ed1i \u01afu Ho\u00e1 Giao Th\u00f4ng Th\u00f4ng Minh V\u1edbi Lanner Edge AI<\/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<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>X&acirc;y d&#7921;ng c&aacute;c &#7913;ng d&#7909;ng AI th&#7883; gi&aacute;c (Vision AI) cho m&ocirc;i tr&#432;&#7901;ng bi&ecirc;n th&#432;&#7901;ng &#273;i k&egrave;m v&#7899;i c&aacute;c chu k&#7923; ph&aacute;t tri&#7875;n t&#7889;n k&eacute;m v&agrave; dong d&agrave;i. &#272;&#7891;ng th&#7901;i, vi&#7879;c ph&aacute;t tri&#7875;n nhanh ch&oacute;ng c&aacute;c &#7913;ng d&#7909;ng AI bi&ecirc;n (Edge AI) c&oacute; t&iacute;nh n&#259;ng thu&#7847;n &#273;&aacute;m m&acirc;y, linh ho&#7841;t v&agrave; an to&agrave;n ch&#432;a bao&#8230;<\/p>\n","protected":false},"author":2,"featured_media":20174,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[684,1314],"class_list":["post-20149","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-edge-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 gi\u1edbi thi\u1ec7u n\u1ec1n t\u1ea3ng microservice Metropolis \u0111\u1ec3 ch\u1ea1y \u1ee9ng d\u1ee5ng Edge AI tr\u00ean Jetson - 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-gioi-thieu-nen-tang-microservice-metropolis-de-chay-ung-dung-edge-ai-tren-jetson-p20149\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"NVIDIA gi\u1edbi thi\u1ec7u n\u1ec1n t\u1ea3ng microservice Metropolis \u0111\u1ec3 ch\u1ea1y \u1ee9ng d\u1ee5ng Edge AI tr\u00ean Jetson - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"X&acirc;y d&#7921;ng c&aacute;c &#7913;ng d&#7909;ng AI th&#7883; gi&aacute;c (Vision AI) cho m&ocirc;i tr&#432;&#7901;ng bi&ecirc;n th&#432;&#7901;ng &#273;i k&egrave;m v&#7899;i c&aacute;c chu k&#7923; ph&aacute;t tri&#7875;n t&#7889;n k&eacute;m v&agrave; dong d&agrave;i. &#272;&#7891;ng th&#7901;i, vi&#7879;c ph&aacute;t tri&#7875;n nhanh ch&oacute;ng c&aacute;c &#7913;ng d&#7909;ng AI bi&ecirc;n (Edge AI) c&oacute; t&iacute;nh n&#259;ng thu&#7847;n &#273;&aacute;m m&acirc;y, linh ho&#7841;t v&agrave; an to&agrave;n ch&#432;a bao...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/TheGioiMayChu-Blog-nvidia-metropolis.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Vanito Hoang\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" 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