{"id":1703,"date":"2019-09-14T02:12:49","date_gmt":"2019-09-14T02:12:49","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/solution\/?p=1703"},"modified":"2019-09-18T04:09:43","modified_gmt":"2019-09-18T04:09:43","slug":"giai-phap-deep-learning-ai-toan-dien-tu-nvidia","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/solution\/vendor\/nvidia\/giai-phap-deep-learning-ai-toan-dien-tu-nvidia-p1703\/","title":{"rendered":"Gi\u1ea3i ph\u00e1p Deep Learning & AI to\u00e0n di\u1ec7n t\u1eeb NVidia"},"content":{"rendered":"

\u0110\u1ed8T PH\u00c1 TRONG L\u0128NH V\u1ef0C \u0110I\u1ec6N TO\u00c1N AI \/ DEEP LEARNING<\/h1>\n

Th\u1ebf gi\u1edbi \u0111i\u1ec7n to\u00e1n \u0111ang tr\u1ea3i qua m\u1ed9t s\u1ef1 thay \u0111\u1ed5i \u0111\u00e1ng kinh ng\u1ea1c v\u1edbi s\u1ef1 ra \u0111\u1eddi c\u1ee7a h\u1ecdc t\u1eadp s\u00e2u v\u00e0 AI.\u00a0H\u1ecdc s\u00e2u d\u1ef1a v\u00e0o kh\u1ea3 n\u0103ng t\u0103ng t\u1ed1c GPU, c\u1ea3 cho \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn, v\u00e0 NVIDIA cung c\u1ea5p n\u00f3 \u1edf m\u1ecdi n\u01a1i b\u1ea1n c\u1ea7n \u0111\u1ebfn trung t\u00e2m d\u1eef li\u1ec7u, m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n, m\u00e1y t\u00ednh x\u00e1ch tay, \u0111\u00e1m m\u00e2y v\u00e0 si\u00eau m\u00e1y t\u00ednh nhanh nh\u1ea5t th\u1ebf gi\u1edbi.<\/p>\n

Training \/ \u0110\u00e0o t\u1ea1o<\/h3>\n

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T\u0103ng t\u1ed1c \u0111\u00e0o t\u1ea1o c\u1ee7a b\u1ea1n<\/h3>\n

Cho d\u00f9 b\u1ea1n \u0111ang x\u00e2y d\u1ef1ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u1ee7a m\u00ecnh hay b\u1ea1n \u0111\u00e3 s\u1eb5n s\u00e0ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o h\u1ec7 th\u1ed1ng AI c\u1ee7a m\u00ecnh, h\u00e3y h\u1ecdc m\u1ecdi th\u1ee9 b\u1ea1n c\u1ea7n bi\u1ebft \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi \u0111\u00e0o t\u1ea1o h\u1ecdc s\u00e2u.<\/p>\n

V\u1edbi m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh h\u1ecdc t\u1eadp s\u00e2u tr\u1edf n\u00ean ph\u1ee9c t\u1ea1p h\u01a1n, th\u1eddi gian \u0111\u00e0o t\u1ea1o \u0111\u00e3 t\u0103ng l\u00ean \u0111\u00e1ng k\u1ec3, d\u1eabn \u0111\u1ebfn n\u0103ng su\u1ea5t th\u1ea5p h\u01a1n v\u00e0 chi ph\u00ed cao h\u01a1n.\u00a0C\u00f4ng ngh\u1ec7 h\u1ecdc s\u00e2u v\u00e0 ng\u0103n x\u1ebfp gi\u1ea3i ph\u00e1p ho\u00e0n ch\u1ec9nh c\u1ee7a NVIDIA gi\u00fap t\u0103ng t\u1ed1c \u0111\u00e1ng k\u1ec3 vi\u1ec7c \u0111\u00e0o t\u1ea1o AI c\u1ee7a b\u1ea1n, d\u1eabn \u0111\u1ebfn hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc h\u01a1n v\u1ec1 th\u1eddi gian \u00edt h\u01a1n, ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u00e1ng k\u1ec3 v\u00e0 th\u1eddi gian ROI nhanh h\u01a1n.<\/p>\n

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B\u1eaft \u0111\u1ea7u v\u1edbi \u0111\u00e0o t\u1ea1o h\u1ecdc t\u1eadp s\u00e2u<\/h3>\n
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\"N\u1ec1n<\/p>\n

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N\u1ec1n t\u1ea3ng h\u1ecdc t\u1eadp s\u00e2u c\u00e1 nh\u00e2n c\u1ee7a b\u1ea1n<\/h3>\n
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Ch\u1ecdn n\u1ec1n t\u1ea3ng t\u1ed1i \u01b0u cho t\u1ea5t c\u1ea3 c\u00e1c nhu c\u1ea7u h\u1ecdc t\u1eadp s\u00e2u c\u1ee7a b\u1ea1n t\u1eeb c\u00e1c m\u00e1y tr\u1ea1m c\u1ee5c b\u1ed9 \u0111\u1ebfn AI \u1edf quy m\u00f4 trong trung t\u00e2m d\u1eef li\u1ec7u v\u00e0 \u0111\u00e1m m\u00e2y.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

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\"GPU<\/p>\n

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GPU ph\u00f9 h\u1ee3p v\u1edbi nhu c\u1ea7u c\u1ee7a b\u1ea1n<\/h3>\n
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\u00a0Ki\u1ebfn tr\u00fac\u00a0NVIDIA Volta\u2122<\/sup>\u00a0cho ph\u00e9p gi\u1ea3m \u0111\u00e1ng k\u1ec3 th\u1eddi gian gi\u1ea3i ph\u00e1p.\u00a0Hu\u1ea5n luy\u1ec7n m\u1ea1ng th\u1ea7n kinh c\u1ee7a b\u1ea1n th\u00f4ng qua c\u00e1c gi\u1ea3i ph\u00e1p tr\u00ean b\u00e0n v\u1edbi NVIDIA TITAN V v\u00e0 NVIDIA\u00a0\u00ae<\/sup>\u00a0Quadro\u00ae<\/sup><\/a>\u00a0\u00a0GV100, ho\u1eb7c m\u1edf r\u1ed9ng l\u00ean trung t\u00e2m d\u1eef li\u1ec7u v\u1edbi NVIDIA Tesla\u00ae<\/sup>\u00a0\u00a0V100<\/a> \u0111\u1ec3 c\u00f3 c\u00e1c gi\u1ea3i ph\u00e1p AI hi\u1ec7u su\u1ea5t cao nh\u1ea5t.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

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Ph\u1ea7n m\u1ec1m \u0111\u1ec3 th\u00fac \u0111\u1ea9y h\u1ecdc t\u1eadp s\u00e2u c\u1ee7a b\u1ea1n<\/h3>\n
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Kh\u1edfi \u0111\u1ed9ng c\u00e1ch ti\u1ebfp c\u1eadn c\u1ee7a b\u1ea1n \u0111\u1ec3 h\u1ecdc s\u00e2u v\u1edbi m\u1ed9t th\u01b0 vi\u1ec7n ph\u1ea7n m\u1ec1m v\u00e0 khung trong Deep Learning SDK.\u00a0T\u1eadn d\u1ee5ng c\u00e1c t\u00e0i nguy\u00ean nh\u00e0 ph\u00e1t tri\u1ec3n b\u1ed5 sung \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh c\u1ee7a b\u1ea1n nhanh h\u01a1n.<\/p>\n<\/div>\n<\/div>\n<\/div>\n

T\u00ecm gi\u1ea3i ph\u00e1p ph\u00f9 h\u1ee3p cho d\u1ef1 \u00e1n \u0111\u00e0o t\u1ea1o h\u1ecdc t\u1eadp s\u00e2u c\u1ee7a b\u1ea1n<\/h3>\n
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\"Trung<\/p>\n

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TRUNG T\u00c2M D\u1eee LI\u1ec6U<\/h3>\n
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C\u00e1c trung t\u00e2m d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c GPU cung c\u1ea5p hi\u1ec7u su\u1ea5t \u0111\u1ed9t ph\u00e1 v\u1edbi \u00edt m\u00e1y ch\u1ee7 h\u01a1n, d\u1eabn \u0111\u1ebfn hi\u1ec3u bi\u1ebft nhanh h\u01a1n v\u00e0 chi ph\u00ed th\u1ea5p h\u01a1n \u0111\u00e1ng k\u1ec3.\u00a0L\u01b0u tr\u1eef, x\u1eed l\u00fd v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u nh\u1ea1y c\u1ea3m trong khi duy tr\u00ec b\u1ea3o m\u1eadt ho\u1ea1t \u0111\u1ed9ng.<\/p>\n

T\u00ecm hi\u1ec3u th\u00eam><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

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\"\u0110\u00e1m<\/p>\n

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\u0110\u00c1M M\u00c2Y<\/h3>\n
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\u0110i\u1ec7n to\u00e1n \u0111\u00e1m m\u00e2y \u0111\u00e3 c\u00e1ch m\u1ea1ng h\u00f3a m\u1ecdi ng\u00e0nh c\u00f4ng nghi\u1ec7p b\u1eb1ng c\u00e1ch d\u00e2n ch\u1ee7 h\u00f3a trung t\u00e2m d\u1eef li\u1ec7u v\u00e0 thay \u0111\u1ed5i c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c doanh nghi\u1ec7p.\u00a0Hi\u1ec3u bi\u1ebft s\u00e2u s\u1eafc v\u1ec1 d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean \u0111\u00e1m m\u00e2y v\u1edbi GPU NVIDIA, c\u00f3 s\u1eb5n tr\u00ean m\u1ecdi nh\u00e0 cung c\u1ea5p d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y l\u1edbn tr\u00ean to\u00e0n c\u1ea7u.<\/p>\n

T\u00ecm hi\u1ec3u th\u00eam><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

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\"M\u00e1y<\/p>\n

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L\u00c0M VI\u1ec6C<\/h3>\n
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Truy c\u1eadp v\u00e0o m\u00e1y t\u00ednh hi\u1ec7u su\u1ea5t cao \u0111\u1ec3 h\u1ecdc s\u00e2u tr\u00ean m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n c\u1ee7a b\u1ea1n.\u00a0T\u1eeb m\u00e1y t\u00ednh \u0111\u1ec3 b\u00e0n \u1ea3o, \u1ee9ng d\u1ee5ng v\u00e0 m\u00e1y tr\u1ea1m cho \u0111\u1ebfn c\u00e1c th\u00f9ng ch\u1ee9a \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a tr\u00ean \u0111\u00e1m m\u00e2y, h\u00e3y t\u00ecm m\u1ecdi th\u1ee9 b\u1ea1n c\u1ea7n \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi b\u00e0n h\u1ecdc s\u00e2u h\u1ecdc ngay t\u1ea1i n\u01a1i b\u1ea1n mu\u1ed1n.<\/p>\n

T\u00ecm hi\u1ec3u th\u00eam><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

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Ph\u1ea7n m\u1ec1m \u0111\u00e0o t\u1ea1o Deep Learning<\/h2>\n
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B\u1ea1n c\u00f3 th\u1ec3 nhanh ch\u00f3ng v\u00e0 d\u1ec5 d\u00e0ng truy c\u1eadp t\u1ea5t c\u1ea3 c\u00e1c ph\u1ea7n m\u1ec1m b\u1ea1n c\u1ea7n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o h\u1ecdc s\u00e2u t\u1eeb NGC.\u00a0NGC l\u00e0 trung t\u00e2m c\u1ee7a ph\u1ea7n m\u1ec1m t\u0103ng t\u1ed1c GPU \u0111\u1ec3 h\u1ecdc s\u00e2u, h\u1ecdc m\u00e1y v\u00e0 HPC gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a quy tr\u00ecnh c\u00f4ng vi\u1ec7c \u0111\u1ec3 c\u00e1c nh\u00e0 khoa h\u1ecdc, nh\u00e0 ph\u00e1t tri\u1ec3n v\u00e0 nh\u00e0 nghi\u00ean c\u1ee9u d\u1eef li\u1ec7u c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o x\u00e2y d\u1ef1ng gi\u1ea3i ph\u00e1p v\u00e0 thu th\u1eadp th\u00f4ng tin chuy\u00ean s\u00e2u.<\/p>\n

B\u1eaft \u0111\u1ea7u><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n

Inference \/ Suy lu\u1eadn<\/h3>\n

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FASTER AI \u21af LOWER COST<\/h3>\n

T\u1eeb nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh \u0111\u1ebfn x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3 l\u00e0 r\u1ea5t quan tr\u1ecdng cho vi\u1ec7c h\u1ecdc s\u00e2u.<\/p>\n

Nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng \u0111\u1ed1i v\u1edbi c\u00e1c d\u1ecbch v\u1ee5 h\u1ed7 tr\u1ee3 AI tinh vi nh\u01b0 nh\u1eadn d\u1ea1ng h\u00ecnh \u1ea3nh v\u00e0 gi\u1ecdng n\u00f3i, x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean, t\u00ecm ki\u1ebfm tr\u1ef1c quan v\u00e0 \u0111\u1ec1 xu\u1ea5t \u0111\u01b0\u1ee3c c\u00e1 nh\u00e2n h\u00f3a.\u00a0\u0110\u1ed3ng th\u1eddi, c\u00e1c b\u1ed9 d\u1eef li\u1ec7u \u0111ang ph\u00e1t tri\u1ec3n, c\u00e1c m\u1ea1ng ng\u00e0y c\u00e0ng ph\u1ee9c t\u1ea1p h\u01a1n v\u00e0 c\u00e1c y\u00eau c\u1ea7u v\u1ec1 \u0111\u1ed9 tr\u1ec5 \u0111ang th\u1eaft ch\u1eb7t \u0111\u1ec3 \u0111\u00e1p \u1ee9ng mong \u0111\u1ee3i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng.<\/p>\n

N\u1ec1n t\u1ea3ng suy lu\u1eadn c\u1ee7a NVIDIA mang l\u1ea1i hi\u1ec7u su\u1ea5t, hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng \u0111\u00e1p \u1ee9ng r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 cung c\u1ea5p n\u0103ng l\u01b0\u1ee3ng cho th\u1ebf h\u1ec7 ti\u1ebfp theo c\u1ee7a c\u00e1c s\u1ea3n ph\u1ea9m v\u00e0 d\u1ecbch v\u1ee5 AI tr\u00ean \u0111\u00e1m m\u00e2y, trong trung t\u00e2m d\u1eef li\u1ec7u, \u1edf r\u00eca m\u1ea1ng v\u00e0 tr\u00ean xe.<\/p>\n

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Gi\u1ea3i ph\u00f3ng ti\u1ec1m n\u0103ng \u0111\u1ea7y \u0111\u1ee7 c\u1ee7a GPU NVIDIA v\u1edbi NVIDIA TensorRT<\/h2>\n
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TensorRT\u00a0<\/a>\u00a0l\u00e0 ch\u00eca kh\u00f3a \u0111\u1ec3 m\u1edf kh\u00f3a hi\u1ec7u su\u1ea5t suy lu\u1eadn t\u1ed1i \u01b0u.\u00a0S\u1eed d\u1ee5ng NVIDIA TensorRT, b\u1ea1n c\u00f3 th\u1ec3 nhanh ch\u00f3ng t\u1ed1i \u01b0u h\u00f3a, x\u00e1c th\u1ef1c v\u00e0 tri\u1ec3n khai c\u00e1c m\u1ea1ng th\u1ea7n kinh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o \u0111\u1ec3 suy lu\u1eadn.\u00a0TensorRT cung c\u1ea5p th\u00f4ng l\u01b0\u1ee3ng cao h\u01a1n t\u1edbi 40 l\u1ea7n trong \u0111\u1ed9 tr\u1ec5 th\u1eddi gian th\u1ef1c khi so s\u00e1nh v\u1edbi suy lu\u1eadn ch\u1ec9 CPU.<\/p>\n<\/div>\n<\/div>\n

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H\u1ee3p nh\u1ea5t, t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i, suy lu\u1eadn h\u1ecdc t\u1eadp s\u00e2u c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng<\/h2>\n
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V\u1edbi m\u1ed9t ki\u1ebfn \u200b\u200btr\u00fac h\u1ee3p nh\u1ea5t, c\u00e1c m\u1ea1ng th\u1ea7n kinh tr\u00ean m\u1ecdi khung h\u1ecdc s\u00e2u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o, t\u1ed1i \u01b0u h\u00f3a v\u1edbi\u00a0\u00a0NVIDIA TensorRT<\/a>\u00a0, v\u00e0 sau \u0111\u00f3 \u0111\u01b0\u1ee3c tri\u1ec3n khai \u0111\u1ec3 th\u1ea3o lu\u1eadn theo th\u1eddi gian th\u1ef1c \u1edf r\u00eca.\u00a0V\u1edbi\u00a0c\u00e1c h\u1ec7 th\u1ed1ng\u00a0NVIDIA DGX<\/a>\u2122<\/sup>\u00a0, \u00a0\u00a0NVIDIA Tesla\u00ae<\/sup><\/a>\u00a0,\u00a0\u00a0NVIDIA Jetson\u00a0\u2122<\/sup><\/a>\u00a0v\u00e0\u00a0\u00a0NVIDIA DRIVE\u2122<\/sup>\u00a0\u00a0PX<\/a>\u00a0, NVIDIA cung c\u1ea5p m\u1ed9t n\u1ec1n t\u1ea3ng h\u1ecdc t\u1eadp s\u00e2u, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng ho\u00e0n to\u00e0n, c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng.<\/p>\n<\/div>\n<\/div>\n<\/div>\n

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Ti\u1ebft ki\u1ec7m chi ph\u00ed \u1edf quy m\u00f4 l\u1edbn<\/h2>\n
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\u0110\u1ec3 gi\u1eef cho m\u00e1y ch\u1ee7 \u0111\u1ea1t n\u0103ng su\u1ea5t t\u1ed1i \u0111a, c\u00e1c nh\u00e0 qu\u1ea3n l\u00fd trung t\u00e2m d\u1eef li\u1ec7u ph\u1ea3i \u0111\u00e1nh \u0111\u1ed5i gi\u1eefa hi\u1ec7u su\u1ea5t v\u00e0 hi\u1ec7u qu\u1ea3.\u00a0M\u1ed9t m\u00e1y ch\u1ee7 NVIDIA Tesla P4 c\u00f3 th\u1ec3 thay th\u1ebf m\u01b0\u1eddi m\u1ed9t m\u00e1y ch\u1ee7 CPU h\u00e0ng h\u00f3a \u0111\u1ec3 h\u1ecdc s\u00e2u c\u00e1c \u1ee9ng d\u1ee5ng v\u00e0 d\u1ecbch v\u1ee5 suy lu\u1eadn, gi\u1ea3m y\u00eau c\u1ea7u n\u0103ng l\u01b0\u1ee3ng v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed t\u1edbi 80%.<\/p>\n<\/div>\n

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Gi\u1ea3i ph\u00e1p suy lu\u1eadn<\/h2>\n<\/div>\n
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\"TRUNG<\/a>
\nTrung t\u00e2m d\u1eef li\u1ec7u<\/strong><\/div>\n
\"XE<\/a>
\nXe t\u1ef1 l\u00e1i<\/strong><\/div>\n
\"PH\u00c2N<\/a>
\nPh\u00e2n t\u00edch video th\u00f4ng minh<\/strong><\/div>\n
\"THI\u1ebeT<\/a>
\nThi\u1ebft b\u1ecb nh\u00fang<\/strong><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"

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