{"id":17431,"date":"2023-09-04T18:02:24","date_gmt":"2023-09-04T11:02:24","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17431"},"modified":"2023-09-04T18:02:24","modified_gmt":"2023-09-04T11:02:24","slug":"khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung-p17431\/","title":{"rendered":"Kh\u00e1i ni\u1ec7m v\u1ec1 Stream Processing v\u00e0 t\u1ea7m quan tr\u1ecdng c\u1ee7a n\u00f3 trong nhi\u1ec1u \u1ee9ng d\u1ee5ng"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Stream processing l\u00e0 x\u1eed l\u00fd li\u00ean t\u1ee5c c\u00e1c s\u1ef1 ki\u1ec7n d\u1eef li\u1ec7u m\u1edbi khi ch\u00fang \u0111\u01b0\u1ee3c nh\u1eadn.<\/p>\n<h2>Stream processing l\u00e0 g\u00ec?<\/h2>\n<p>Stream (d\u00f2ng\/lu\u1ed3ng) l\u00e0 m\u1ed9t chu\u1ed7i c\u00e1c s\u1ef1 ki\u1ec7n li\u00ean t\u1ee5c c\u1ee7a d\u1eef li\u1ec7u \u0111i t\u1eeb n\u01a1i s\u1ea3n xu\u1ea5t \u0111\u1ebfn n\u01a1i ti\u00eau th\u1ee5.\u00a0R\u1ea5t nhi\u1ec1u d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ea1o ra d\u01b0\u1edbi d\u1ea1ng m\u1ed9t lu\u1ed3ng c\u1ee7a c\u00e1c s\u1ef1 ki\u1ec7n, ch\u1eb3ng h\u1ea1n nh\u01b0 giao d\u1ecbch t\u00e0i ch\u00ednh, \u0111o l\u01b0\u1eddng c\u1ea3m bi\u1ebfn ho\u1eb7c nh\u1eadt k\u00fd m\u00e1y ch\u1ee7 web.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64eeaf62b9d28.png\" alt=\"\" \/><\/p>\n<p>C\u00e1c th\u01b0 vi\u1ec7n Stream processing, ch\u1eb3ng h\u1ea1n nh\u01b0\u00a0<a href=\"https:\/\/github.com\/python-streamz\/streamz\">Streamz<\/a>, gi\u00fap x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh \u0111\u1ec3 qu\u1ea3n l\u00fd c\u00e1c d\u00f2ng d\u1eef li\u1ec7u li\u00ean t\u1ee5c, cho ph\u00e9p \u1ee9ng d\u1ee5ng ph\u1ea3n h\u1ed3i c\u00e1c s\u1ef1 ki\u1ec7n khi ch\u00fang x\u1ea3y ra.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64eeaf638a7fd.png\" alt=\"\" \/><\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<p>Quy tr\u00ecnh stream processing th\u01b0\u1eddng bao g\u1ed3m nhi\u1ec1u h\u00e0nh \u0111\u1ed9ng nh\u01b0 l\u1ecdc, t\u1ed5ng h\u1ee3p, \u0111\u1ebfm, ph\u00e2n t\u00edch, chuy\u1ec3n \u0111\u1ed5i, l\u00e0m m\u1edbi, ph\u00e2n nh\u00e1nh, n\u1ed1i, ki\u1ec3m so\u00e1t l\u01b0u l\u01b0\u1ee3ng, ph\u1ea3n h\u1ed3i v\u1ec1 c\u00e1c giai \u0111o\u1ea1n tr\u01b0\u1edbc, \u00e1p l\u1ef1c ng\u01b0\u1ee3c v\u00e0 l\u01b0u tr\u1eef.<\/p>\n<h2>T\u1ea1i sao c\u1ea7n \u0111\u1ebfn Stream Processing?<\/h2>\n<p>Vi\u1ec7c x\u1eed l\u00fd li\u00ean t\u1ee5c c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u r\u1ea5t h\u1eefu \u00edch trong nhi\u1ec1u \u1ee9ng d\u1ee5ng nh\u01b0:<\/p>\n<ul>\n<li>Ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe: gi\u00e1m s\u00e1t li\u00ean t\u1ee5c d\u1eef li\u1ec7u thi\u1ebft b\u1ecb<\/li>\n<li>Th\u00e0nh ph\u1ed1 th\u00f4ng minh: m\u00f4 h\u00ecnh v\u00e0 qu\u1ea3n l\u00fd \u00f9n t\u1eafc giao th\u00f4ng<\/li>\n<li>S\u1ea3n xu\u1ea5t: t\u1ed1i \u01b0u h\u00f3a v\u00e0 d\u1ef1 \u0111o\u00e1n \u0111\u01b0\u1ee3c th\u1eddi gian b\u1ea3o tr\u00ec<\/li>\n<li>Giao th\u00f4ng v\u1eadn t\u1ea3i: t\u1ed1i \u01b0u h\u00f3a l\u1ed9 tr\u00ecnh v\u00e0 m\u1ee9c ti\u00eau th\u1ee5 nhi\u00ean li\u1ec7u<\/li>\n<li>\u00d4 t\u00f4: \u00f4 t\u00f4 th\u00f4ng minh, \u00f4 t\u00f4 t\u1ef1 l\u00e1i<\/li>\n<li>An ninh m\u1ea1ng, ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng: x\u1eed l\u00fd nh\u1eadt k\u00fd web ho\u1eb7c kh\u1ee7ng b\u1ed1 m\u1ea1ng<\/li>\n<li>T\u00e0i ch\u00ednh: d\u1ef1 do\u00e1n \u0111\u01b0\u1ee3c th\u1eddi gian c\u1ee7a th\u1ecb tr\u01b0\u1eddng ch\u1ee9ng kho\u00e1n<\/li>\n<li>H\u1ecdc m\u00e1y: d\u1ef1 \u0111o\u00e1n theo th\u1eddi gian th\u1ef1c<\/li>\n<li>Qu\u1ea3ng c\u00e1o: qu\u1ea3ng c\u00e1o d\u1ef1a tr\u00ean v\u1ecb tr\u00ed ho\u1eb7c h\u00e0nh \u0111\u1ed9ng c\u1ee7a ng\u01b0\u1eddi ti\u00eau d\u00f9ng<\/li>\n<\/ul>\n<p>Th\u1ecb tr\u01b0\u1eddng stream processing \u0111ang c\u00f3 s\u1ef1 t\u0103ng tr\u01b0\u1edfng theo c\u1ea5p s\u1ed1 nh\u00e2n v\u1edbi c\u00e1c doanh nghi\u1ec7p ph\u1ee5 thu\u1ed9c nhi\u1ec1u v\u00e0o c\u00e1c ho\u1ea1t \u0111\u1ed9ng ph\u00e2n t\u00edch, suy lu\u1eadn, gi\u00e1m s\u00e1t trong th\u1eddi gian th\u1ef1c, v.v.\u00a0C\u00e1c d\u1ecbch v\u1ee5 \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean t\u00ednh n\u0103ng ph\u00e1t tr\u1ef1c tuy\u1ebfn hi\u1ec7n l\u00e0 th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i c\u1ee7a ho\u1ea1t \u0111\u1ed9ng kinh doanh h\u00e0ng ng\u00e0y v\u00e0 c\u00e1c s\u1ef1 ki\u1ec7n t\u1eeb xa c\u00f3 c\u1ea5u tr\u00fac c\u0169ng nh\u01b0 nh\u1eadt k\u00fd phi c\u1ea5u tr\u00fac \u0111ang t\u0103ng tr\u01b0\u1edfng v\u1edbi t\u1ed1c \u0111\u1ed9 h\u01a1n 5 l\u1ea7n so v\u1edbi c\u00f9ng k\u1ef3 n\u0103m tr\u01b0\u1edbc.\u00a0Truy\u1ec1n t\u1ea3i d\u1eef li\u1ec7u l\u1edbn \u1edf quy m\u00f4 n\u00e0y \u0111ang tr\u1edf n\u00ean c\u1ef1c k\u1ef3 ph\u1ee9c t\u1ea1p v\u00e0 kh\u00f3 th\u1ef1c hi\u1ec7n hi\u1ec7u qu\u1ea3 trong m\u00f4i tr\u01b0\u1eddng kinh doanh hi\u1ec7n \u0111\u1ea1i, n\u01a1i vi\u1ec7c truy\u1ec1n ph\u00e1t d\u1eef li\u1ec7u tin c\u1eady, ti\u1ebft ki\u1ec7m chi ph\u00ed l\u00e0 \u0111i\u1ec1u t\u1ed1i quan tr\u1ecdng.<\/p>\n<h2>T\u0103ng t\u1ed1c Stream Processing v\u1edbi GPU<\/h2>\n<p>NVIDIA RAPIDS cuStreamz l\u00e0 th\u01b0 vi\u1ec7n x\u1eed l\u00fd d\u1eef li\u1ec7u streaming \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c GPU \u0111\u1ea7u ti\u00ean, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng v\u1edbi m\u1ee5c ti\u00eau t\u0103ng t\u1ed1c th\u00f4ng l\u01b0\u1ee3ng stream processing v\u00e0 gi\u1ea3m t\u1ed5ng chi ph\u00ed s\u1edf h\u1eefu (TCO).\u00a0Quy tr\u00ecnh cuStreamz t\u1ea1i NVIDIA \u0111\u00e3 gi\u00fap ti\u1ebft ki\u1ec7m h\u00e0ng tr\u0103m ngh\u00ecn \u0111\u00f4 la m\u1ed7i n\u0103m.\u00a0\u0110\u01b0\u1ee3c vi\u1ebft b\u1eb1ng Python, cuStreamz \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean\u00a0<a href=\"https:\/\/rapids.ai\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\">RAPIDS<\/a>, c\u00f4ng c\u1ee5 t\u0103ng t\u1ed1c GPU cho c\u00e1c th\u01b0 vi\u1ec7n khoa h\u1ecdc d\u1eef li\u1ec7u.\u00a0Kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c GPU t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i \u0111ang nhanh ch\u00f3ng tr\u1edf th\u00e0nh ti\u00eau chu\u1ea9n,\u00a0<a href=\"https:\/\/flink.apache.org\/news\/2020\/08\/06\/external-resource.html\" target=\"_blank\" rel=\"noopener noreferrer\">Flink adding GPU support<\/a>\u00a0v\u00e0 NVIDIA \u0111\u00e3 tr\u1edf th\u00e0nh m\u1ed9t ph\u1ea7n c\u1ee7a xu h\u01b0\u1edbng n\u00e0y.<\/p>\n<h5>cuStreamz \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean:<\/h5>\n<ol>\n<li><a href=\"https:\/\/streamz.readthedocs.io\/en\/latest\/\" target=\"_blank\" rel=\"noopener noreferrer\">Streamz<\/a>, m\u1ed9t th\u01b0 vi\u1ec7n Python m\u00e3 ngu\u1ed3n m\u1edf gi\u00fap x\u00e2y d\u1ef1ng c\u00e1c quy tr\u00ecnh (pipelines) qu\u1ea3n l\u00fd c\u00e1c lu\u1ed3ng d\u1eef li\u1ec7u li\u00ean t\u1ee5c;<\/li>\n<li><a href=\"http:\/\/dask.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Dask<\/a>, m\u1ed9t c\u00f4ng c\u1ee5 scheduler m\u1ea1nh m\u1ebd v\u00e0 tin c\u1eady \u0111\u1ec3 song song h\u00f3a t\u1ea3i x\u1eed l\u00fd truy\u1ec1n ph\u00e1t tr\u1ef1c tuy\u1ebfn;<\/li>\n<li><a href=\"http:\/\/rapids.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">RAPIDS<\/a>, b\u1ed9 th\u01b0 vi\u1ec7n \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi GPU \u0111\u01b0\u1ee3c t\u1eadn d\u1ee5ng \u0111\u1ec3 x\u1eed l\u00fd truy\u1ec1n ph\u00e1t.<\/li>\n<\/ol>\n<p>cuStreamz t\u0103ng t\u1ed1c Streamz b\u1eb1ng c\u00e1ch t\u1eadn d\u1ee5ng\u00a0<a href=\"https:\/\/github.com\/rapidsai\/cudf\" target=\"_blank\" rel=\"noopener noreferrer\">RAPIDS cuDF<\/a>\u00a0\u0111\u1ec3 t\u0103ng t\u1ed1c x\u1eed l\u00fd truy\u1ec1n d\u1eef li\u1ec7u b\u1eb1ng GPU.\u00a0cuStreamz c\u0169ng \u0111\u01b0\u1ee3c h\u01b0\u1edfng l\u1ee3i t\u1eeb c\u00e1c tr\u00ecnh \u0111\u1ecdc v\u00e0 ghi JSON, Parquet v\u00e0 CSV \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c c\u1ee7a cuDF.\u00a0Nh\u00f3m cuStreamz \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t\u00a0tr\u00ecnh k\u1ebft n\u1ed1i ngu\u1ed3n d\u1eef li\u1ec7u tr\u1ef1c ti\u1ebfp v\u00e0o c\u00e1c dataframe c\u1ee7a cuDF, gi\u00fap t\u0103ng \u0111\u00e1ng k\u1ec3 hi\u1ec7u su\u1ea5t t\u1eeb \u200b\u200b\u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i.\u00a0Sau \u0111\u00f3, c\u00e1c streaming pipeline c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c song song h\u00f3a b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng\u00a0<a href=\"https:\/\/dask.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">Dask<\/a>\u00a0\u0111\u1ec3 ch\u1ea1y \u1edf ch\u1ebf \u0111\u1ed9 ph\u00e2n t\u00e1n nh\u1eb1m \u0111\u1ea1t \u0111\u01b0\u1ee3c hi\u1ec7u su\u1ea5t t\u1ed1t h\u01a1n tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64eeaf64285bc.png\" alt=\"\" \/><\/p>\n<p>Ki\u1ebfn tr\u00fac cuStreamz \u0111\u01b0\u1ee3c t\u00f3m t\u1eaft \u1edf m\u1ee9c cao \u1edf s\u01a1 \u0111\u1ed3 b\u00ean d\u01b0\u1edbi.\u00a0cuStreamz l\u00e0 c\u1ea7u n\u1ed1i k\u1ebft n\u1ed1i t\u00ednh n\u0103ng ph\u00e1t tr\u1ef1c tuy\u1ebfn Python v\u1edbi GPU, \u0111\u1ed3ng th\u1eddi b\u1ed5 sung c\u00e1c t\u00ednh n\u0103ng ph\u00e1t tr\u1ef1c tuy\u1ebfn ph\u1ee9c t\u1ea1p v\u00e0 \u0111\u00e1ng tin c\u1eady nh\u01b0 \u0111i\u1ec3m ki\u1ec3m tra v\u00e0 qu\u1ea3n l\u00fd tr\u1ea1ng th\u00e1i.\u00a0cuStreamz cung c\u1ea5p c\u00e1c kh\u1ed1i x\u00e2y d\u1ef1ng c\u1ea7n thi\u1ebft \u0111\u1ec3 vi\u1ebft c\u00e1c t\u00e1c v\u1ee5 ph\u00e1t tr\u1ef1c tuy\u1ebfn \u0111\u00e1ng tin c\u1eady tr\u00ean GPU v\u1edbi hi\u1ec7u su\u1ea5t t\u1ed1t h\u01a1n v\u00e0 chi ph\u00ed th\u1ea5p h\u01a1n.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64eeaf64cde6c.png\" alt=\"\" \/><\/p>\n<h2>Khoa h\u1ecdc d\u1eef li\u1ec7u to\u00e0n di\u1ec7n, \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi GPU<\/h2>\n<p>B\u1ed9 th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m ngu\u1ed3n m\u1edf\u00a0<a href=\"https:\/\/www.nvidia.com\/en-us\/deep-learning-ai\/software\/rapids\/\">RAPIDS<\/a>, \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean NVIDIA\u00a0<a href=\"https:\/\/developer.nvidia.com\/machine-learning\">CUDA-X AI<\/a>, cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c thi c\u00e1c quy tr\u00ecnh ph\u00e2n t\u00edch v\u00e0 khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i ho\u00e0n to\u00e0n tr\u00ean GPU.\u00a0N\u00f3 d\u1ef1a tr\u00ean c\u00e1c nguy\u00ean h\u00e0m NVIDIA CUDA \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c l\u1ec7nh x\u1eed l\u00fd c\u1ea5p th\u1ea5p nh\u01b0ng v\u1eabn gi\u1eef t\u00ednh song song c\u1ee7a GPU v\u00e0 t\u1ed1c \u0111\u1ed9 b\u1ed9 nh\u1edb b\u0103ng th\u00f4ng cao th\u00f4ng qua giao di\u1ec7n Python th\u00e2n thi\u1ec7n v\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64eeaf6581612.png\" alt=\"\" \/><\/p>\n<p>V\u1edbi RAPIDS GPU DataFrame, d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c t\u1ea3i l\u00ean GPU b\u1eb1ng giao di\u1ec7n gi\u1ed1ng nh\u01b0 Pandas, sau \u0111\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c thu\u1eadt to\u00e1n ph\u00e2n t\u00edch bi\u1ec3u \u0111\u1ed3 v\u00e0 h\u1ecdc m\u00e1y \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i kh\u00e1c nhau m\u00e0 kh\u00f4ng t\u00e1ch kh\u1ecfi GPU.\u00a0M\u1ee9c \u0111\u1ed9 t\u01b0\u01a1ng t\u00e1c n\u00e0y c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c th\u00f4ng qua c\u00e1c th\u01b0 vi\u1ec7n nh\u01b0 Apache Arrow.\u00a0N\u00f3 cho ph\u00e9p t\u0103ng t\u1ed1c quy tr\u00ecnh t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i, t\u1eeb vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u h\u1ecdc m\u00e1y cho \u0111\u1ebfn h\u1ecdc s\u00e2u.<\/p>\n<p>C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y cuML v\u00e0 c\u00e1c ph\u00e9p to\u00e1n nguy\u00ean th\u1ee7y c\u1ee7a RAPIDS tu\u00e2n theo API t\u01b0\u01a1ng t\u1ef1 nh\u01b0 scikit-learn.\u00a0Nhi\u1ec1u thu\u1eadt to\u00e1n ph\u1ed5 bi\u1ebfn nh\u01b0 XGBoost \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 cho c\u1ea3 tri\u1ec3n khai GPU \u0111\u01a1n v\u00e0 trung t\u00e2m d\u1eef li\u1ec7u l\u1edbn.\u00a0\u0110\u1ed1i v\u1edbi c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn, vi\u1ec7c tri\u1ec3n khai d\u1ef1a tr\u00ean GPU n\u00e0y c\u00f3 th\u1ec3 ho\u00e0n th\u00e0nh v\u1edbi t\u1ed1c \u0111\u1ed9 nhanh h\u01a1n 10-50 l\u1ea7n so v\u1edbi CPU.<\/p>\n<p>RAPIDS h\u1ed7 tr\u1ee3 chia s\u1ebb b\u1ed9 nh\u1edb thi\u1ebft b\u1ecb gi\u1eefa nhi\u1ec1u th\u01b0 vi\u1ec7n khoa h\u1ecdc d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn.\u00a0\u0110i\u1ec1u n\u00e0y gi\u1eef d\u1eef li\u1ec7u tr\u00ean GPU v\u00e0 tr\u00e1nh vi\u1ec7c sao ch\u00e9p qua l\u1ea1i v\u00e0o v\u00f9ng nh\u1edb c\u1ee7a host.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/tgmc-blog-64eeaf6682217.png\" alt=\"\" \/><\/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<\/p>","protected":false},"excerpt":{"rendered":"<p>Stream processing l&agrave; x&#7917; l&yacute; li&ecirc;n t&#7909;c c&aacute;c s&#7921; ki&#7879;n d&#7919; li&#7879;u m&#7899;i khi ch&uacute;ng &#273;&#432;&#7907;c nh&#7853;n. Stream processing l&agrave; g&igrave;? Stream (d&ograve;ng\/lu&#7891;ng) l&agrave; m&#7897;t chu&#7895;i c&aacute;c s&#7921; ki&#7879;n li&ecirc;n t&#7909;c c&#7911;a d&#7919; li&#7879;u &#273;i t&#7915; n&#417;i s&#7843;n xu&#7845;t &#273;&#7871;n n&#417;i ti&ecirc;u th&#7909;.&nbsp;R&#7845;t nhi&#7873;u d&#7919; li&#7879;u &#273;&#432;&#7907;c t&#7841;o ra d&#432;&#7899;i d&#7841;ng m&#7897;t lu&#7891;ng c&#7911;a c&aacute;c&#8230;<\/p>\n","protected":false},"author":29,"featured_media":17446,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,12,29,1314,1123],"class_list":["post-17431","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-deep-learning","tag-machine-learning","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>Kh\u00e1i ni\u1ec7m v\u1ec1 Stream Processing v\u00e0 t\u1ea7m quan tr\u1ecdng c\u1ee7a n\u00f3 trong nhi\u1ec1u \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\/khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung-p17431\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Kh\u00e1i ni\u1ec7m v\u1ec1 Stream Processing v\u00e0 t\u1ea7m quan tr\u1ecdng c\u1ee7a n\u00f3 trong nhi\u1ec1u \u1ee9ng d\u1ee5ng - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"Stream processing l&agrave; x&#7917; l&yacute; li&ecirc;n t&#7909;c c&aacute;c s&#7921; ki&#7879;n d&#7919; li&#7879;u m&#7899;i khi ch&uacute;ng &#273;&#432;&#7907;c nh&#7853;n. Stream processing l&agrave; g&igrave;? Stream (d&ograve;ng\/lu&#7891;ng) l&agrave; m&#7897;t chu&#7895;i c&aacute;c s&#7921; ki&#7879;n li&ecirc;n t&#7909;c c&#7911;a d&#7919; li&#7879;u &#273;i t&#7915; n&#417;i s&#7843;n xu&#7845;t &#273;&#7871;n n&#417;i ti&ecirc;u th&#7909;.&nbsp;R&#7845;t nhi&#7873;u d&#7919; li&#7879;u &#273;&#432;&#7907;c t&#7841;o ra d&#432;&#7899;i d&#7841;ng m&#7897;t lu&#7891;ng c&#7911;a c&aacute;c...\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/08\/TheGioiMayChu-Blog-Image-3.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=\"8 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\\\/khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung-p17431\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung-p17431\\\/\"},\"author\":{\"name\":\"TGMC Blog\",\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#\\\/schema\\\/person\\\/777f41403962330933a4fbcc80bec570\"},\"headline\":\"Kh\u00e1i ni\u1ec7m v\u1ec1 Stream Processing v\u00e0 t\u1ea7m quan tr\u1ecdng c\u1ee7a n\u00f3 trong nhi\u1ec1u \u1ee9ng d\u1ee5ng\",\"datePublished\":\"2023-09-04T11:02:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung-p17431\\\/\"},\"wordCount\":1689,\"publisher\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/ai-hpc\\\/khai-niem-ve-stream-processing-va-tam-quan-trong-cua-no-trong-nhieu-ung-dung-p17431\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thegioimaychu.vn\\\/blog\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/TheGioiMayChu-Blog-Image-3.jpg\",\"keywords\":[\"ai\",\"deep learning\",\"machine learning\",\"NVIDIA\",\"rapids\"],\"articleSection\":[\"AI - 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Stream processing l&agrave; g&igrave;? 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