{"id":16748,"date":"2023-08-01T17:06:10","date_gmt":"2023-08-01T10:06:10","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=16748"},"modified":"2023-10-01T19:55:10","modified_gmt":"2023-10-01T12:55:10","slug":"nvidia-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/nvidia-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao-p16748\/","title":{"rendered":"NVIDIA RAPIDS: Khoa h\u1ecdc d\u1eef li\u1ec7u \u1edf hi\u1ec7u su\u1ea5t cao"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p><strong><em>Khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a GPU \u0111\u1ec3 d\u1ec5 d\u00e0ng t\u0103ng t\u1ed1c c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c Khoa h\u1ecdc d\u1eef li\u1ec7u (data science), H\u1ecdc m\u00e1y (machine learning) v\u00e0 AI c\u1ee7a b\u1ea1n.<\/em><\/strong><\/p>\n<p style=\"text-align: left;\">Th\u1ef1c thi to\u00e0n b\u1ed9 quy tr\u00ecnh l\u00e0m vi\u1ec7c Khoa h\u1ecdc d\u1eef li\u1ec7u v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 x\u1eed l\u00fd c\u1ee7a GPU t\u1ed1c \u0111\u1ed9 cao, n\u1ea1p d\u1eef li\u1ec7u song song, can thi\u1ec7p d\u1eef li\u1ec7u (data manipulation) v\u00e0 h\u1ecdc m\u00e1y nh\u1eb1m t\u1ea1o ra c\u00e1c quy tr\u00ecnh Khoa h\u1ecdc d\u1eef li\u1ec7u to\u00e0n di\u1ec7n nhanh h\u01a1n g\u1ea5p 50 l\u1ea7n!<\/p>\n<p style=\"text-align: left;\"><a href=\"https:\/\/resources.nvidia.com\/en-us-nvidia-rapids\" target=\"_blank\" rel=\"noopener noreferrer\" data-analytics=\"txt-manual:\" data-title=\"Learn More\" data-href=\"https:\/\/resources.nvidia.com\/en-us-nvidia-rapids\">T\u00ecm hi\u1ec3u th\u00eam<\/a><\/p>\n<h2 class=\"featured\">T\u1ea1i sao l\u1ea1i l\u00e0 RAPIDS?<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720afe5f43.svg\" alt=\"\" width=\"612\" height=\"344\" \/><\/p>\n<p>Khoa h\u1ecdc d\u1eef li\u1ec7u v\u00e0 H\u1ecdc m\u00e1y l\u00e0 ph\u00e2n kh\u00fac \u0111i\u1ec7n to\u00e1n l\u1edbn nh\u1ea5t th\u1ebf gi\u1edbi. Ch\u1ec9 nh\u1eefng c\u1ea3i ti\u1ebfn nh\u1ecf nh\u1eb7t v\u1ec1 \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh ph\u00e2n t\u00edch c\u00f3 th\u1ec3 gi\u00fap mang l\u1ea1i h\u00e0ng t\u1ef7 \u0111\u00f4 la gi\u00e1 tr\u1ecb quy \u0111\u1ed5i.\u00a0\u0110\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c m\u00f4 h\u00ecnh t\u1ed1t nh\u1ea5t, c\u00e1c nh\u00e0 Khoa h\u1ecdc d\u1eef li\u1ec7u \u0111\u00e3 l\u00e0m vi\u1ec7c c\u1eadt l\u1ef1c \u0111\u1ec3 \u0111\u00e0o t\u1ea1o, \u0111\u00e1nh gi\u00e1, l\u1eb7p l\u1ea1i v\u00e0 \u0111\u00e0o t\u1ea1o l\u1ea1i \u0111\u1ec3 c\u00f3 nh\u1eefng k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c cao v\u00e0 c\u00e1c m\u00f4 h\u00ecnh ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3.<\/p>\n<p>V\u1edbi RAPIDS, c\u00e1c quy tr\u00ecnh m\u1ea5t nhi\u1ec1u ng\u00e0y ch\u1ec9 m\u1ea5t v\u00e0i ph\u00fat, gi\u00fap vi\u1ec7c x\u00e2y d\u1ef1ng v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh t\u1ea1o ra gi\u00e1 tr\u1ecb tr\u1edf n\u00ean d\u1ec5 d\u00e0ng v\u00e0 nhanh ch\u00f3ng h\u01a1n.\u00a0V\u1edbi\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/launchpad\/\">NVIDIA LaunchPad<\/a>, b\u1ea1n c\u00f3 th\u1ec3 th\u1ef1c h\u00e0nh v\u1edbi c\u00e1c b\u00e0i lab RAPIDS v\u00e0 v\u1edbi\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\">NVIDIA AI Enterprise<\/a>, ch\u00fang c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 doanh nghi\u1ec7p c\u1ee7a b\u1ea1n tr\u00ean t\u1ea5t c\u1ea3 m\u1ecdi kh\u00eda c\u1ea1nh c\u1ee7a c\u00e1c d\u1ef1 \u00e1n AI.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b157047.jpg\" alt=\"\" width=\"624\" height=\"351\" \/><\/p>\n<p><em>Quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u00f3 nhi\u1ec1u l\u1ea7n l\u1eb7p l\u1ea1i c\u1ee7a vi\u1ec7c chuy\u1ec3n \u0111\u1ed5i D\u1eef li\u1ec7u th\u00f4 th\u00e0nh D\u1eef li\u1ec7u \u0111\u00e0o t\u1ea1o, d\u1eef li\u1ec7u n\u00e0y \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o nhi\u1ec1u t\u1ed5 h\u1ee3p thu\u1eadt to\u00e1n, tr\u1ea3i qua qu\u00e1 tr\u00ecnh \u0111i\u1ec1u ch\u1ec9nh si\u00eau tham s\u1ed1 \u0111\u1ec3 t\u00ecm ra c\u00e1c t\u1ed5 h\u1ee3p m\u00f4 h\u00ecnh, tham s\u1ed1 m\u00f4 h\u00ecnh v\u00e0 t\u00ednh n\u0103ng d\u1eef li\u1ec7u ph\u00f9 h\u1ee3p \u0111\u1ec3 c\u00f3 hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c t\u1ed1i \u01b0u.<\/em><\/p>\n<h2 class=\"featured\">X\u00e2y d\u1ef1ng h\u1ec7 sinh th\u00e1i hi\u1ec7u su\u1ea5t cao<\/h2>\n<p>RAPIDS l\u00e0 m\u1ed9t b\u1ed9 th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf v\u00e0 API \u0111\u1ec3 th\u1ef1c thi c\u00e1c quy tr\u00ecnh Khoa h\u1ecdc d\u1eef li\u1ec7u ho\u00e0n to\u00e0n tr\u00ean c\u00e1c GPU &#8211; v\u00e0 c\u00f3 th\u1ec3 gi\u1ea3m th\u1eddi gian \u0111\u00e0o t\u1ea1o t\u1eeb v\u00e0i ng\u00e0y xu\u1ed1ng c\u00f2n v\u00e0i ph\u00fat.\u00a0\u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean NVIDIA CUDA-X AI, RAPIDS k\u1ebft h\u1ee3p nhi\u1ec1u n\u0103m ph\u00e1t tri\u1ec3n v\u1ec1 \u0111\u1ed3 h\u1ecda, h\u1ecdc m\u00e1y, h\u1ecdc s\u00e2u, \u0111i\u1ec7n to\u00e1n hi\u1ec7u n\u0103ng cao (HPC),&#8230;<\/p>\n<div class=\"row\">\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b2a0b2c.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Th\u1eddi gian th\u1ef1c thi nhanh h\u01a1n<\/h3>\n<p>V\u1edbi Khoa h\u1ecdc d\u1eef li\u1ec7u, nhi\u1ec1u \u0111i\u1ec7n to\u00e1n h\u01a1n cho ph\u00e9p b\u1ea1n g\u1eb7t h\u00e1i \u0111\u01b0\u1ee3c th\u00f4ng tin h\u1eefu \u00edch nhanh h\u01a1n.\u00a0RAPIDS t\u1eadn d\u1ee5ng NVIDIA CUDA \u0111\u1ec3 t\u0103ng t\u1ed1c quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a b\u1ea1n b\u1eb1ng vi\u1ec7c ch\u1ea1y to\u00e0n b\u1ed9 c\u00e1c b\u01b0\u1edbc \u0111\u00e0o t\u1ea1o v\u1ec1 Khoa h\u1ecdc d\u1eef li\u1ec7u tr\u00ean GPU.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 gi\u1ea3m th\u1eddi gian \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh c\u1ee7a b\u1ea1n t\u1eeb v\u00e0i ng\u00e0y xu\u1ed1ng c\u00f2n v\u00e0i ph\u00fat.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b3058a8.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">S\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 t\u01b0\u01a1ng t\u1ef1<\/h3>\n<p>B\u1eb1ng vi\u1ec7c lo\u1ea1i b\u1ecf s\u1ef1 ph\u1ee9c t\u1ea1p khi l\u00e0m vi\u1ec7c v\u1edbi GPU v\u00e0 th\u1eadm ch\u00ed c\u1ea3 c\u00e1c giao th\u1ee9c giao ti\u1ebfp \u0111\u1eb1ng sau trong ki\u1ebfn \u200b\u200btr\u00fac trung t\u00e2m d\u1eef li\u1ec7u, RAPIDS t\u1ea1o ra m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 ho\u00e0n th\u00e0nh Khoa h\u1ecdc d\u1eef li\u1ec7u.\u00a0Khi ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u nh\u00e0 Khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng Python v\u00e0 c\u00e1c ng\u00f4n ng\u1eef c\u1ea5p cao kh\u00e1c, vi\u1ec7c cung c\u1ea5p kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i code l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 c\u1ea3i thi\u1ec7n nhanh ch\u00f3ng th\u1eddi gian ph\u00e1t tri\u1ec3n.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b36b5c7.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Ch\u1ea1y \u1edf b\u1ea5t c\u1ee9 \u0111\u00e2u theo quy m\u00f4<\/h3>\n<p>RAPIDS c\u00f3 th\u1ec3 ch\u1ea1y \u1edf m\u1ecdi n\u01a1i &#8211; \u0111\u00e1m m\u00e2y ho\u1eb7c t\u1ea1i ch\u1ed7.\u00a0B\u1ea1n c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng m\u1edf r\u1ed9ng quy m\u00f4 t\u1eeb m\u00e1y tr\u1ea1m sang m\u00e1y ch\u1ee7 nhi\u1ec1u GPU \u0111\u1ebfn c\u00e1c c\u1ee5m nhi\u1ec1u node, c\u0169ng nh\u01b0 tri\u1ec3n khai n\u00f3 trong s\u1ea3n xu\u1ea5t v\u1edbi Dask, Spark, MLFlow v\u00e0 Kubernetes.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b3d107f.png\" alt=\"\" width=\"104\" height=\"104\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eb5n s\u00e0ng cho doanh nghi\u1ec7p<\/h3>\n<p>Ti\u1ebfp c\u1eadn \u0111\u1ebfn h\u1ed7 tr\u1ee3 \u0111\u00e1ng tin c\u1eady th\u01b0\u1eddng r\u1ea5t quan tr\u1ecdng \u0111\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c s\u1eed d\u1ee5ng Khoa h\u1ecdc d\u1eef li\u1ec7u cho nh\u1eefng mission-critical insights.\u00a0H\u1ed7 tr\u1ee3 Doanh nghi\u1ec7p NVIDIA to\u00e0n c\u1ea7u kh\u1ea3 d\u1ee5ng v\u1edbi\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/products\/ai-enterprise\/\">NVIDIA AI Enterprise<\/a>, b\u1ed9 ph\u1ea7n m\u1ec1m AI \u0111\u1ea7u cu\u1ed1i v\u00e0 bao g\u1ed3m th\u1eddi gian ph\u1ea3n h\u1ed3i \u0111\u01b0\u1ee3c \u0111\u1ea3m b\u1ea3o, th\u00f4ng b\u00e1o b\u1ea3o m\u1eadt \u01b0u ti\u00ean, c\u1eadp nh\u1eadt th\u01b0\u1eddng xuy\u00ean v\u00e0 quy\u1ec1n ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c chuy\u00ean gia AI c\u1ee7a NVIDIA.<\/p>\n<\/div>\n<\/div>\n<h2>Hi\u1ec7u su\u1ea5t nhanh nh\u01b0 ch\u1edbp\u00a0tr\u00ean Big Data<\/h2>\n<p>Nh\u1eefng k\u1ebft qu\u1ea3 cho th\u1ea5y GPU gi\u00fap ti\u1ebft ki\u1ec7m th\u1eddi gian v\u00e0 chi ph\u00ed \u0111\u00e1ng k\u1ec3 cho c\u00e1c v\u1ea5n \u0111\u1ec1 ph\u00e2n t\u00edch Big Data theo quy m\u00f4 nh\u1ecf v\u00e0 l\u1edbn.\u00a0S\u1eed d\u1ee5ng c\u00e1c API quen thu\u1ed9c nh\u01b0 Pandas v\u00e0 Dask, \u1edf quy m\u00f4 10TB, RAPIDS ho\u1ea1t \u0111\u1ed9ng tr\u00ean GPU nhanh h\u01a1n t\u1edbi 20 l\u1ea7n so v\u1edbi m\u1ee9c c\u01a1 b\u1ea3n c\u1ee7a CPU h\u00e0ng \u0111\u1ea7u.\u00a0Ch\u1ec9 s\u1eed d\u1ee5ng 16 NVIDIA DGX A100 \u0111\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t c\u1ee7a 350 m\u00e1y ch\u1ee7 d\u1ef1a tr\u00ean CPU, gi\u1ea3i ph\u00e1p c\u1ee7a NVIDIA ti\u1ebft ki\u1ec7m chi ph\u00ed h\u01a1n g\u1ea5p 7 l\u1ea7n trong khi v\u1eabn mang l\u1ea1i hi\u1ec7u su\u1ea5t \u1edf c\u1ea5p \u0111\u1ed9 HPC.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b46e6aa.jpg\" alt=\"\" width=\"833\" height=\"469\" \/><\/p>\n<h2 class=\"featured\">Truy c\u1eadp d\u1eef li\u1ec7u nhanh h\u01a1n, di chuy\u1ec3n d\u1eef li\u1ec7u \u00edt h\u01a1n<\/h2>\n<p>C\u00e1c t\u00e1c v\u1ee5 x\u1eed l\u00fd d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn c\u00f3 nhi\u1ec1u b\u01b0\u1edbc (data pipelines) th\u1ee9 m\u00e0 Hadoop kh\u00f4ng th\u1ec3 x\u1eed l\u00fd hi\u1ec7u qu\u1ea3.\u00a0Apache Spark \u0111\u00e3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y b\u1eb1ng c\u00e1ch gi\u1eef t\u1ea5t c\u1ea3 d\u1eef li\u1ec7u trong b\u1ed9 nh\u1edb h\u1ec7 th\u1ed1ng, \u0111i\u1ec1u n\u00e0y cho ph\u00e9p c\u00e1c data pipelines ph\u1ee9c t\u1ea1p v\u00e0 linh ho\u1ea1t h\u01a1n, nh\u01b0ng l\u1ea1i g\u00e2y ra c\u00e1c n\u00fat th\u1eaft c\u1ed5 chai m\u1edbi.\u00a0Vi\u1ec7c ph\u00e2n t\u00edch th\u1eadm ch\u00ed v\u00e0i tr\u0103m GB d\u1eef li\u1ec7u c\u00f3 th\u1ec3 m\u1ea5t h\u00e0ng gi\u1edd n\u1ebfu kh\u00f4ng mu\u1ed1n n\u00f3i l\u00e0 v\u00e0i ng\u00e0y tr\u00ean c\u00e1c c\u1ee5m Spark v\u1edbi h\u00e0ng tr\u0103m node CPU.<\/p>\n<p>\u0110\u1ec3 khai th\u00e1c ti\u1ec1m n\u0103ng th\u1ef1c s\u1ef1 c\u1ee7a Khoa h\u1ecdc d\u1eef li\u1ec7u, GPU h\u1eb3n nhi\u00ean ph\u1ea3i l\u00e0 trung t\u00e2m c\u1ee7a thi\u1ebft k\u1ebf trung t\u00e2m d\u1eef li\u1ec7u, bao g\u1ed3m 5 y\u1ebfu t\u1ed1 sau: Compute, Networking, Storage, Deployment v\u00e0 Software.\u00a0Nh\u00ecn chung, quy tr\u00ecnh l\u00e0m vi\u1ec7c Khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i tr\u00ean GPU nhanh h\u01a1n 10 l\u1ea7n so v\u1edbi tr\u00ean CPU.<\/p>\n<h3>S\u1ef1 ti\u1ebfn h\u00f3a trong l\u0129nh v\u1ef1c x\u1eed l\u00fd d\u1eef li\u1ec7u<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b527075.svg\" alt=\"\" \/><\/p>\n<h2 class=\"featured\">RAPIDS \u1edf m\u1ecdi n\u01a1i<\/h2>\n<p><a href=\"https:\/\/rapids.ai\/\">RAPIDS<\/a>\u00a0cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng cho h\u1ec7 sinh th\u00e1i Khoa h\u1ecdc d\u1eef li\u1ec7u hi\u1ec7u su\u1ea5t cao m\u1edbi v\u00e0 h\u1ea1 th\u1ea5p r\u00e0o c\u1ea3n gia nh\u1eadp cho c\u00e1c th\u01b0 vi\u1ec7n m\u1edbi th\u00f4ng qua kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c.\u00a0T\u00edch h\u1ee3p v\u1edbi c\u00e1c framework Khoa h\u1ecdc d\u1eef li\u1ec7u h\u00e0ng \u0111\u1ea7u nh\u01b0 Apache Spark, cuPY, Dask v\u00e0 Numba, c\u0169ng nh\u01b0 nhi\u1ec1u framework H\u1ecdc s\u00e2u, ch\u1eb3ng h\u1ea1n nh\u01b0 PyTorch, TensorFlow v\u00e0 Apache MxNet, gi\u00fap m\u1edf r\u1ed9ng vi\u1ec7c \u00e1p d\u1ee5ng v\u00e0 khuy\u1ebfn kh\u00edch t\u00edch h\u1ee3p v\u1edbi c\u00e1c framework kh\u00e1c.\u00a0B\u1ea1n c\u00f3 th\u1ec3 t\u00ecm th\u1ea5y RAPIDS v\u00e0 c\u00e1c framework t\u01b0\u01a1ng quan trong\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/gpu-cloud\/\">NGC catalog<\/a>.<\/p>\n<ul>\n<li>\n<h3>Featured Projects<\/h3>\n<\/li>\n<\/ul>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b5f38c8.svg\" alt=\"\" width=\"709\" height=\"399\" \/><\/p>\n<p><a href=\"https:\/\/dask-sql.readthedocs.io\/en\/latest\/\" target=\"_blank\" rel=\"noopener noreferrer\">dask-sql<\/a>\u00a0l\u00e0 m\u1ed9t engine SQL ph\u00e2n t\u00e1n b\u1eb1ng Python, th\u1ef1c hi\u1ec7n ETL theo quy m\u00f4 v\u1edbi RAPIDS \u0111\u1ec3 t\u0103ng t\u1ed1c GPU.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b66cc52.svg\" alt=\"\" \/><\/p>\n<p>\u0110\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean RAPIDS,\u00a0<a href=\"https:\/\/github.com\/nvidia\/NVTabular\">NVTabular<\/a>\u00a0t\u0103ng t\u1ed1c k\u1ef9 thu\u1eadt v\u00e0 ti\u1ec1n x\u1eed l\u00fd t\u00ednh n\u0103ng cho c\u00e1c h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd (recommender systems) tr\u00ean GPU.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b6d2f54.svg\" alt=\"\" \/><\/p>\n<p>D\u1ef1a tr\u00ean\u00a0<a href=\"https:\/\/streamz.readthedocs.io\/en\/latest\/\">Streamz<\/a>, \u0111\u01b0\u1ee3c vi\u1ebft b\u1eb1ng Python v\u00e0 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean RAPIDS,\u00a0<a href=\"https:\/\/github.com\/rapidsai\/cudf\/tree\/a128c1b3219a1e38aac767944c7d4ae1ff68057e\/python\/custreamz\">cuStreamz<\/a>\u00a0t\u0103ng t\u1ed1c x\u1eed l\u00fd d\u1eef li\u1ec7u streaming tr\u00ean GPU.<\/p>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b73db79.svg\" alt=\"\" \/><\/p>\n<p>\u0110\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi RAPIDS,\u00a0<a href=\"https:\/\/rapids.ai\/plotly\">Plotly Dash<\/a>\u00a0cho ph\u00e9p ph\u00e2n t\u00edch d\u1eef li\u1ec7u tr\u1ef1c quan t\u01b0\u01a1ng t\u00e1c, th\u1eddi gian th\u1ef1c c\u1ee7a nh\u1eefng b\u1ed9 d\u1eef li\u1ec7u nhi\u1ec1u gigabyte ngay c\u1ea3 tr\u00ean m\u1ed9t GPU \u0111\u01a1n.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b7a942b.svg\" alt=\"\" \/><\/p>\n<p><a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/solutions\/data-science\/apache-spark-3\/\">Tr\u00ecnh\u00a0t\u0103ng t\u1ed1c RAPIDS cho Apache Spark<\/a>\u00a0cung c\u1ea5p m\u1ed9t b\u1ed9 plug-ins cho Apache Spark t\u1eadn d\u1ee5ng GPU \u0111\u1ec3 t\u0103ng t\u1ed1c x\u1eed l\u00fd th\u00f4ng qua ph\u1ea7n m\u1ec1m RAPIDS v\u00e0 UCX.<\/p>\n<\/div>\n<\/div>\n<ul>\n<li>\n<h3>Contributors<\/h3>\n<\/li>\n<\/ul>\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d532356aa.svg\" alt=\"anaconda-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53385e86.svg\" alt=\"Blazing SQL\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d534049b2.svg\" alt=\"capital-one-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53458834.svg\" alt=\"cupy-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53494271.svg\" alt=\"chainer-logo\" \/><\/div>\n<\/div>\n<div>\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d534d7409.svg\" alt=\"deepwave-digital-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d535350ed.svg\" alt=\"gunrock-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d535795bd.svg\" alt=\"quansight-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d535a9587.svg\" alt=\"walmart-logo\" \/><\/div>\n<\/div>\n<\/div>\n<div class=\"image parbase section\">\n<div id=\"image_1198861848_cop_47660079955c0c0b7_3539_4ef6_88d1_4ebda576e2b0\" class=\"image-container p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0\">\n<div>\n<ul>\n<li>\n<h3>Adopters<\/h3>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d537e4fa5.svg\" alt=\"booz-allen-hamilton-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d534049b2.svg\" alt=\"capital-one-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d5382c7ca.svg\" alt=\"cloudera-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d538a2e7a.svg\" alt=\"databricks-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d538e357c.svg\" alt=\"graphistry-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d5391e71b.svg\" alt=\"h2oai-logo\" \/><\/div>\n<\/div>\n<div>\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d60db752b.svg\" alt=\"hpe-ezmeral-logo-215x121\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d60dd6524.svg\" alt=\"ibm-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d60e120a4.svg\" alt=\"iguazio-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d60e327c8.svg\" alt=\"inria-logo \" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d60e50933.svg\" alt=\"kinetica-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d60e709c2.svg\" alt=\"omnisci-logo\" \/><\/div>\n<\/div>\n<\/div>\n<div class=\"image parbase section\">\n<div id=\"image_1198861848_cop_683787029a49b29d9_3d8b_49e4_bdf1_81312836d39b\" class=\"image-container p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0\">\n<div class=\"imgwidth \">\n<div class=\"svg-cls\">\n<div class=\"svg-zoom\">\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53c663d7.svg\" alt=\"preferred-networks-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53c9e1c2.svg\" alt=\"pytorch-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53cd3086.svg\" alt=\"uber-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53d3cce5.svg\" alt=\"ursa-labs-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d535a9587.svg\" alt=\"walmart-logo\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"image parbase section\">\n<div id=\"image_1198861848_cop_47660079955c0c0b7_3539_4ef6_88d1_4ebda576e2b0\" class=\"image-container p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0\">\n<div>\n<ul>\n<li>\n<h3>Open Source<\/h3>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53d8a062.svg\" alt=\"apache-arrow-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53385e86.svg\" alt=\"Blazing SQL\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53458834.svg\" alt=\"cupy-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53dbf3a6.svg\" alt=\"dask-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53defe48.svg\" alt=\"gpu-open-analytics-initiative-goai-logo\" \/><\/div>\n<\/div>\n<div class=\"image parbase section\">\n<div id=\"image_1198861848_cop_1162366274b28dbe7f_72ff_490b_ad7f_46a75aa93bbc\" class=\"image-container p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0\">\n<div class=\"imgwidth \">\n<div class=\"svg-cls\">\n<div class=\"svg-zoom\">\n<div class=\"row\">\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53e2fce4.svg\" alt=\"nuclio-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53e54f03.svg\" alt=\"numba-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53e8b749.svg\" alt=\"scikit-learn-logo\" \/><\/div>\n<div class=\"col-lg-2 col-sm-12\"><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64c8d53eb6f4f.svg\" alt=\"dmlc-xgboost-logo\" \/><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2 class=\"featured\">C\u00f4ng ngh\u1ec7 c\u1ed1t l\u00f5i<\/h2>\n<p>RAPIDS d\u1ef1a v\u00e0o c\u00e1c nguy\u00ean m\u1eabu CUDA \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a \u0111i\u1ec7n to\u00e1n \u1edf c\u1ea5p \u0111\u1ed9 th\u1ea5p nh\u01b0ng cho th\u1ea5y t\u00ednh song song c\u1ee7a GPU v\u00e0 b\u0103ng th\u00f4ng b\u1ed9 nh\u1edb cao th\u00f4ng qua c\u00e1c giao di\u1ec7n Python th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.\u00a0RAPIDS h\u1ed7 tr\u1ee3 c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c Khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i, t\u1eeb t\u1ea3i d\u1eef li\u1ec7u v\u00e0 ti\u1ec1n x\u1eed l\u00fd cho \u0111\u1ebfn H\u1ecdc m\u00e1y, ph\u00e2n t\u00edch bi\u1ec3u \u0111\u1ed3 v\u00e0 tr\u1ef1c quan h\u00f3a (visualization).\u00a0\u0110\u00f3 l\u00e0 m\u1ed9t stack Python \u0111\u1ea7y \u0111\u1ee7 ch\u1ee9c n\u0103ng m\u1edf r\u1ed9ng quy m\u00f4 cho c\u00e1c tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng Big Data c\u1ee7a doanh nghi\u1ec7p.<\/p>\n<div class=\"row\">\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b8183fe.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">T\u1ea3i d\u1eef li\u1ec7u v\u00e0 ti\u1ec1n x\u1eed l\u00fd<\/h3>\n<p>C\u00e1c t\u00ednh n\u0103ng t\u1ea3i d\u1eef li\u1ec7u, ti\u1ec1n x\u1eed l\u00fd v\u00e0 ETL c\u1ee7a RAPIDS \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean Apache Arrow \u0111\u1ec3 t\u1ea3i, n\u1ed1i, t\u1ed5ng h\u1ee3p, l\u1ecdc v\u00e0 thao t\u00e1c d\u1eef li\u1ec7u, t\u1ea5t c\u1ea3 \u0111\u1ec1u c\u00f3 trong m\u1ed9t API gi\u1ed1ng nh\u01b0 Pandas, quen thu\u1ed9c v\u1edbi c\u00e1c nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u.\u00a0Ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 mong \u0111\u1ee3i t\u1ed1c \u0111\u1ed9 t\u0103ng t\u1ed1c th\u00f4ng th\u01b0\u1eddng t\u1eeb 10 l\u1ea7n tr\u1edf l\u00ean.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b8723b1.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">H\u1ecdc m\u00e1y<\/h3>\n<p>C\u00e1c thu\u1eadt to\u00e1n H\u1ecdc m\u00e1y v\u00e0 nguy\u00ean h\u00e0m to\u00e1n h\u1ecdc c\u1ee7a RAPIDS tu\u00e2n theo m\u1ed9t API gi\u1ed1ng nh\u01b0 scikit-learn quen thu\u1ed9c.\u00a0C\u00e1c c\u00f4ng c\u1ee5 ph\u1ed5 bi\u1ebfn nh\u01b0 XGBoost, Random Forest v\u00e0 nhi\u1ec1u c\u00f4ng c\u1ee5 kh\u00e1c \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 cho c\u1ea3 tri\u1ec3n khai single-GPU v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u l\u1edbn.\u00a0\u0110\u1ed1i v\u1edbi c\u00e1c b\u1ed9 d\u1eef li\u1ec7u l\u1edbn, c\u00e1c tri\u1ec3n khai d\u1ef1a tr\u00ean GPU n\u00e0y c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh nhanh h\u01a1n 10-50 l\u1ea7n so v\u1edbi c\u00e1c tri\u1ec3n khai CPU t\u01b0\u01a1ng \u0111\u01b0\u01a1ng c\u1ee7a ch\u00fang.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b8cb3b5.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Ph\u00e2n t\u00edch \u0111\u1ed3 th\u1ecb<\/h3>\n<p>C\u00e1c thu\u1eadt to\u00e1n \u0111\u1ed3 th\u1ecb c\u1ee7a RAPIDS nh\u01b0 PageRank v\u00e0 c\u00e1c ch\u1ee9c n\u0103ng nh\u01b0 NetworkX s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 t\u00ednh song song to l\u1edbn c\u1ee7a GPU \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u1ed9 ph\u00e2n t\u00edch c\u00e1c \u0111\u1ed3 th\u1ecb l\u1edbn h\u01a1n 1000 l\u1ea7n.\u00a0Kh\u00e1m ph\u00e1 l\u00ean \u0111\u1ebfn 200 tri\u1ec7u c\u1ea1nh tr\u00ean m\u1ed9t GPU NVIDIA A100 Tensor Core \u0111\u01a1n l\u1ebb v\u00e0 m\u1edf r\u1ed9ng quy m\u00f4 l\u00ean h\u00e0ng t\u1ef7 c\u1ea1nh tr\u00ean c\u00e1c c\u1ee5m NVIDIA DGX A100.<\/p>\n<\/div>\n<div class=\"col-lg-3 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b9467e8.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Tr\u1ef1c quan ho\u00e1<\/h3>\n<p>C\u00e1c t\u00ednh n\u0103ng tr\u1ef1c quan h\u00f3a c\u1ee7a RAPIDS h\u1ed7 tr\u1ee3 l\u1ecdc ch\u00e9o (cross-filtering) \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi GPU.\u00a0L\u1ea5y c\u1ea3m h\u1ee9ng t\u1eeb phi\u00ean b\u1ea3n JavaScript c\u1ee7a b\u1ea3n g\u1ed1c, n\u00f3 cho ph\u00e9p l\u1ecdc \u0111a chi\u1ec1u t\u01b0\u01a1ng t\u00e1c v\u00e0 si\u00eau nhanh c\u1ee7a h\u01a1n 100 tri\u1ec7u b\u1ed9 d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng.<\/p>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720b9b7451.svg\" alt=\"\" width=\"928\" height=\"475\" \/><\/p>\n<h2>T\u00edch h\u1ee3p Deep Learning<\/h2>\n<p>M\u1eb7c d\u00f9 <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> c\u00f3 hi\u1ec7u qu\u1ea3 trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">Th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a>, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd, nh\u01b0ng \u1edf m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c th\u00ec vi\u1ec7c s\u1eed d\u1ee5ng n\u00f3 v\u1eabn ch\u01b0a ph\u1ed5 bi\u1ebfn.\u00a0C\u00e1c b\u00e0i to\u00e1n v\u1ec1 d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng, bao g\u1ed3m c\u00e1c c\u1ed9t c\u1ee7a c\u00e1c bi\u1ebfn ph\u00e2n lo\u1ea1i v\u00e0 li\u00ean t\u1ee5c, th\u01b0\u1eddng s\u1eed d\u1ee5ng c\u00e1c k\u1ef9 thu\u1eadt nh\u01b0 XGBoost, t\u0103ng c\u01b0\u1eddng \u0111\u1ed9 d\u1ed1c ho\u1eb7c m\u00f4 h\u00ecnh tuy\u1ebfn t\u00ednh.<\/p>\n<p>RAPIDS chu\u1ea9n h\u00f3a qu\u00e1 tr\u00ecnh ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u d\u1ea1ng b\u1ea3ng tr\u00ean GPU v\u00e0 cung c\u1ea5p chuy\u1ec3n giao d\u1eef li\u1ec7u li\u1ec1n m\u1ea1ch tr\u1ef1c ti\u1ebfp t\u1edbi b\u1ea5t k\u1ef3 framework n\u00e0o h\u1ed7 tr\u1ee3 DLPack nh\u01b0 PyTorch, TensorFlow v\u00e0 MxNet.\u00a0Nh\u1eefng t\u00edch h\u1ee3p n\u00e0y m\u1edf ra nh\u1eefng c\u01a1 h\u1ed9i m\u1edbi \u0111\u1ec3 t\u1ea1o ra c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c phong ph\u00fa, ngay c\u1ea3 nh\u1eefng quy tr\u00ecnh tr\u01b0\u1edbc \u0111\u00e2y kh\u00f4ng h\u1ee3p l\u00fd nh\u01b0 cung c\u1ea5p c\u00e1c t\u00ednh n\u0103ng m\u1edbi \u0111\u01b0\u1ee3c t\u1ea1o t\u1eeb c\u00e1c framework <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">Deep Learning<\/a> tr\u1edf l\u1ea1i c\u00e1c thu\u1eadt to\u00e1n Machine Learning.<\/p>\n<h2 class=\"featured\">Trung t\u00e2m d\u1eef li\u1ec7u hi\u1ec7n \u0111\u1ea1i cho Khoa h\u1ecdc d\u1eef li\u1ec7u<\/h2>\n<p>C\u00f3 5 th\u00e0nh ph\u1ea7n ch\u00ednh \u0111\u1ec3 x\u00e2y d\u1ef1ng c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a cho AI trong doanh nghi\u1ec7p.\u00a0Ch\u00eca kh\u00f3a c\u1ee7a thi\u1ebft k\u1ebf l\u00e0 \u0111\u1eb7t c\u00e1c GPU \u1edf trung t\u00e2m.<\/p>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720ba2fe91.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Compute<\/h3>\n<p>V\u1edbi hi\u1ec7u n\u0103ng t\u00ednh to\u00e1n v\u01b0\u1ee3t tr\u1ed9i, c\u00e1c h\u1ec7 th\u1ed1ng c\u00f3 GPU NVIDIA l\u00e0 kh\u1ed1i x\u00e2y d\u1ef1ng (building block) t\u00ednh to\u00e1n c\u1ed1t l\u00f5i cho c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u AI.\u00a0C\u00e1c h\u1ec7 th\u1ed1ng NVIDIA DGX mang l\u1ea1i hi\u1ec7u su\u1ea5t AI \u0111\u1ed9t ph\u00e1 v\u00e0 c\u00f3 th\u1ec3 thay th\u1ebf, trung b\u00ecnh 50 m\u00e1y ch\u1ee7 dual-socket.\u00a0\u0110\u00e2y l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 cung c\u1ea5p cho c\u00e1c nh\u00e0 Khoa h\u1ecdc d\u1eef li\u1ec7u nh\u1eefng c\u00f4ng c\u1ee5 m\u1ea1nh m\u1ebd nh\u1ea5t trong ng\u00e0nh \u0111\u1ec3 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720ba8e395.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Software<\/h3>\n<p>B\u1eb1ng vi\u1ec7c lo\u1ea1i b\u1ecf s\u1ef1 ph\u1ee9c t\u1ea1p khi l\u00e0m vi\u1ec7c v\u1edbi GPU v\u00e0 c\u00e1c giao th\u1ee9c truy\u1ec1n th\u00f4ng \u0111\u1eb1ng sau trong ki\u1ebfn \u200b\u200btr\u00fac trung t\u00e2m d\u1eef li\u1ec7u, RAPIDS t\u1ea1o ra m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n \u0111\u1ec3 ho\u00e0n th\u00e0nh Khoa h\u1ecdc d\u1eef li\u1ec7u.\u00a0Khi ng\u00e0y c\u00e0ng c\u00f3 nhi\u1ec1u nh\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u s\u1eed d\u1ee5ng Python v\u00e0 c\u00e1c ng\u00f4n ng\u1eef c\u1ea5p cao kh\u00e1c, vi\u1ec7c cung c\u1ea5p kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c m\u00e0 kh\u00f4ng c\u1ea7n thay \u0111\u1ed5i code l\u00e0 \u0111i\u1ec1u c\u1ea7n thi\u1ebft \u0111\u1ec3 c\u1ea3i thi\u1ec7n nhanh ch\u00f3ng th\u1eddi gian ph\u00e1t tri\u1ec3n.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720bb33b85.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Networking<\/h3>\n<p>Truy c\u1eadp b\u1ed9 nh\u1edb tr\u1ef1c ti\u1ebfp t\u1eeb xa (RDMA) trong\u00a0b\u1ed9 \u0111i\u1ec1u khi\u1ec3n giao di\u1ec7n m\u1ea1ng (NIC) NVIDIA Mellanox, NCCL2 (th\u01b0 vi\u1ec7n giao ti\u1ebfp chung NVIDIA) v\u00e0 OpenUCX (m\u1ed9t framework giao ti\u1ebfp \u0111i\u1ec3m-\u0111i\u1ec3m ngu\u1ed3n m\u1edf) \u0111\u00e3 d\u1eabn \u0111\u1ebfn nh\u1eefng c\u1ea3i ti\u1ebfn to l\u1edbn v\u1ec1 t\u1ed1c \u0111\u1ed9 \u0111\u00e0o t\u1ea1o. V\u1edbi RDMA cho ph\u00e9p c\u00e1c GPU giao ti\u1ebfp tr\u1ef1c ti\u1ebfp v\u1edbi nhau qua c\u00e1c node v\u1edbi t\u1ed1c \u0111\u1ed9 l\u00ean t\u1edbi 100Gb\/s, ch\u00fang c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng tr\u00ean nhi\u1ec1u node v\u00e0 ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ec3 ch\u00fang \u0111ang \u1edf tr\u00ean m\u1ed9t m\u00e1y ch\u1ee7 l\u1edbn.<\/p>\n<\/div>\n<\/div>\n<div class=\"row\">\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720bb952be.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Deployment<\/h3>\n<p>Doanh nghi\u1ec7p \u0111ang chuy\u1ec3n sang c\u00e1c container Kubernetes v\u00e0 Docker \u0111\u1ec3 tri\u1ec3n khai c\u00e1c quy tr\u00ecnh theo quy m\u00f4.\u00a0Vi\u1ec7c k\u1ebft h\u1ee3p c\u00e1c \u1ee9ng d\u1ee5ng \u0111\u01b0\u1ee3c container ho\u00e1 v\u1edbi Kubernetes cho ph\u00e9p doanh nghi\u1ec7p thay \u0111\u1ed5i m\u1ee9c \u0111\u1ed9 \u01b0u ti\u00ean \u0111\u1ed1i v\u1edbi nhi\u1ec7m v\u1ee5 n\u00e0o l\u00e0 quan tr\u1ecdng nh\u1ea5t v\u00e0 b\u1ed5 sung kh\u1ea3 n\u0103ng ph\u1ee5c h\u1ed3i, \u0111\u1ed9 tin c\u1eady v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng cho c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u AI.<\/p>\n<\/div>\n<div class=\"col-lg-4 col-sm-12\">\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/tgmc-blog-64c720bc26dc4.svg\" alt=\"\" \/><\/p>\n<h3 style=\"line-height: 1.21739;\">Storage<\/h3>\n<p>GPUDirect Storage cho ph\u00e9p c\u1ea3 NVMe v\u00e0 NVMe over Fabric (NVMe-oF) \u0111\u1ecdc v\u00e0 ghi d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp v\u00e0o GPU, b\u1ecf qua CPU v\u00e0 b\u1ed9 nh\u1edb h\u1ec7 th\u1ed1ng.\u00a0\u0110i\u1ec1u n\u00e0y gi\u1ea3i ph\u00f3ng CPU v\u00e0 b\u1ed9 nh\u1edb h\u1ec7 th\u1ed1ng cho c\u00e1c t\u00e1c v\u1ee5 kh\u00e1c, \u0111\u1ed3ng th\u1eddi c\u1ea5p cho m\u1ed7i GPU quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c ph\u1ea7n d\u1eef li\u1ec7u l\u1edbn h\u01a1n v\u1edbi b\u0103ng th\u00f4ng l\u1edbn h\u01a1n t\u1edbi 50%.<\/p>\n<\/div>\n<\/div>\n<h2>Cam k\u1ebft c\u1ee7a ch\u00fang t\u00f4i \u0111\u1ed1i v\u1edbi Khoa h\u1ecdc d\u1eef li\u1ec7u\u00a0ngu\u1ed3n m\u1edf<\/h2>\n<p>NVIDIA cam k\u1ebft \u0111\u01a1n gi\u1ea3n h\u00f3a, th\u1ed1ng nh\u1ea5t v\u00e0 t\u0103ng t\u1ed1c Khoa h\u1ecdc d\u1eef li\u1ec7u cho c\u1ed9ng \u0111\u1ed3ng ngu\u1ed3n m\u1edf.\u00a0B\u1eb1ng c\u00e1ch t\u1ed1i \u01b0u h\u00f3a to\u00e0n b\u1ed9 stack &#8211; t\u1eeb ph\u1ea7n c\u1ee9ng \u0111\u1ebfn ph\u1ea7n m\u1ec1m &#8211; v\u00e0 b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf th\u1eaft c\u1ed5 chai cho Khoa h\u1ecdc d\u1eef li\u1ec7u l\u1eb7p l\u1ea1i, NVIDIA \u0111ang gi\u00fap c\u00e1c nh\u00e0 Khoa h\u1ecdc d\u1eef li\u1ec7u \u1edf kh\u1eafp m\u1ecdi n\u01a1i l\u00e0m \u0111\u01b0\u1ee3c nhi\u1ec1u vi\u1ec7c h\u01a1n bao gi\u1edd h\u1ebft v\u1edbi chi ph\u00ed \u00edt h\u01a1n.\u00a0Vi\u1ec7c n\u00e0y mang l\u1ea1i nhi\u1ec1u gi\u00e1 tr\u1ecb h\u01a1n cho c\u00e1c doanh nghi\u1ec7p t\u1eeb ngu\u1ed3n t\u00e0i nguy\u00ean qu\u00fd gi\u00e1 nh\u1ea5t c\u1ee7a h\u1ecd: d\u1eef li\u1ec7u v\u00e0 c\u00e1c nh\u00e0 Khoa h\u1ecdc d\u1eef li\u1ec7u.\u00a0L\u00e0 ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf Apache 2.0, RAPIDS t\u1eadp h\u1ee3p m\u1ed9t h\u1ec7 sinh th\u00e1i tr\u00ean c\u00e1c GPU.<\/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>Khai th&aacute;c s&#7913;c m&#7841;nh c&#7911;a GPU &#273;&#7875; d&#7877; d&agrave;ng t&#259;ng t&#7889;c c&aacute;c quy tr&igrave;nh l&agrave;m vi&#7879;c Khoa h&#7885;c d&#7919; li&#7879;u (data science), H&#7885;c m&aacute;y (machine learning) v&agrave; AI c&#7911;a b&#7841;n. Th&#7921;c thi to&agrave;n b&#7897; quy tr&igrave;nh l&agrave;m vi&#7879;c Khoa h&#7885;c d&#7919; li&#7879;u v&#7899;i s&#7921; h&#7895; tr&#7907; x&#7917; l&yacute; c&#7911;a GPU t&#7889;c &#273;&#7897; cao, n&#7841;p d&#7919;&#8230;<\/p>\n","protected":false},"author":29,"featured_media":16783,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[1165,677,493,1314,1123],"class_list":["post-16748","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai-frameworks","tag-big-data","tag-data-science","tag-nvidia","tag-rapids"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>NVIDIA RAPIDS: Khoa h\u1ecdc d\u1eef li\u1ec7u \u1edf hi\u1ec7u su\u1ea5t cao - 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-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao-p16748\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"NVIDIA RAPIDS: Khoa h\u1ecdc d\u1eef li\u1ec7u \u1edf hi\u1ec7u su\u1ea5t cao - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Khai th&aacute;c s&#7913;c m&#7841;nh c&#7911;a GPU &#273;&#7875; d&#7877; d&agrave;ng t&#259;ng t&#7889;c c&aacute;c quy tr&igrave;nh l&agrave;m vi&#7879;c Khoa h&#7885;c d&#7919; li&#7879;u (data science), H&#7885;c m&aacute;y (machine learning) v&agrave; AI c&#7911;a b&#7841;n. Th&#7921;c thi to&agrave;n b&#7897; quy tr&igrave;nh l&agrave;m vi&#7879;c Khoa h&#7885;c d&#7919; li&#7879;u v&#7899;i s&#7921; h&#7895; tr&#7907; x&#7917; l&yacute; c&#7911;a GPU t&#7889;c &#273;&#7897; cao, n&#7841;p d&#7919;...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/07\/TheGioiMayChu-Blog-Image-nvidia-rapids-DC.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"TGMC Blog\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao-p16748\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao-p16748\\\/\"},\"author\":{\"name\":\"TGMC Blog\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\"},\"headline\":\"NVIDIA RAPIDS: Khoa h\u1ecdc d\u1eef li\u1ec7u \u1edf hi\u1ec7u su\u1ea5t cao\",\"datePublished\":\"2023-08-01T10:06:10+00:00\",\"dateModified\":\"2023-10-01T12:55:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao-p16748\\\/\"},\"wordCount\":3586,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/nvidia-rapids-khoa-hoc-du-lieu-o-hieu-suat-cao-p16748\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/07\\\/TheGioiMayChu-Blog-Image-nvidia-rapids-DC.jpg\",\"keywords\":[\"ai frameworks\",\"big data\",\"data science\",\"NVIDIA\",\"rapids\"],\"articleSection\":[\"AI - 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