{"id":4126,"date":"2022-10-06T05:01:34","date_gmt":"2022-10-06T05:01:34","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/solution\/?p=4126"},"modified":"2023-04-13T10:24:19","modified_gmt":"2023-04-13T10:24:19","slug":"bo-giai-phap-trien-khai-ai-cap-doanh-nghiep-nvidia-ai-enterprise","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/solution\/infra\/ai\/bo-giai-phap-trien-khai-ai-cap-doanh-nghiep-nvidia-ai-enterprise-p4126\/","title":{"rendered":"B\u1ed9 gi\u1ea3i ph\u00e1p tri\u1ec3n khai AI c\u1ea5p doanh nghi\u1ec7p NVIDIA AI Enterprise"},"content":{"rendered":"<h2>M\u1ed9t n\u1ec1n t\u1ea3ng s\u1eb5n s\u00e0ng cho AI t\u1eeb NVIDIA<\/h2>\n<p>NVIDIA AI Enterprise l\u00e0 b\u1ed9 ph\u1ea7n m\u1ec1m cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a AI, ngay c\u1ea3 khi h\u1ecd kh\u00f4ng c\u00f3 chuy\u00ean m\u00f4n v\u1ec1 AI.\u00a0\u0110\u01b0\u1ee3c t\u1ed1i \u01b0u \u0111\u1ec3 chu\u1ea9n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai AI, NVIDIA AI Enterprise bao g\u1ed3m c\u00e1c container v\u00e0 framework m\u00e3 ngu\u1ed3n m\u1edf \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh, v\u00e0 ch\u1ee9ng nh\u1eadn \u0111\u1ec3 ch\u1ea1y tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng trung t\u00e2m d\u1eef li\u1ec7u ph\u1ed5 bi\u1ebfn nh\u01b0 VMware v\u00e0 Red Hat, c\u00e1c m\u00e1y ch\u1ee7 \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn (NVIDIA Certified-Systems) \u0111\u01b0\u1ee3c \u0111\u1ecbnh c\u1ea5u h\u00ecnh v\u1edbi GPU ho\u1eb7c ch\u1ec9 CPU, v\u00e0 tr\u00ean d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y.\u00a0V\u00ec \u0111\u01b0\u1ee3c bao g\u1ed3m g\u00f3i h\u1ed7 tr\u1ee3, c\u00e1c kh\u00e1ch h\u00e0ng s\u1ebd c\u00f3 \u0111\u01b0\u1ee3c t\u00ednh minh b\u1ea1ch c\u1ee7a ngu\u1ed3n m\u1edf m\u00e0 v\u1eabn \u0111\u1ea3m b\u1ea3o r\u1eb1ng nh\u00f3m Enterprise Support c\u1ee7a NVIDIA to\u00e0n c\u1ea7u s\u1ebd gi\u00fap c\u00e1c d\u1ef1 \u00e1n AI \u0111i \u0111\u00fang h\u01b0\u1edbng.\u00a0V\u1edbi ph\u1ea7n m\u1ec1m NVIDIA AI Enterprise, c\u00e1c c\u00f4ng ty, t\u1ed5 ch\u1ee9c \u1edf m\u1ecdi quy m\u00f4 \u0111\u1ec1u c\u00f3 th\u1ec3 truy c\u1eadp AI, cung c\u1ea5p s\u1ee9c m\u1ea1nh x\u1eed l\u00fd chuy\u00ean s\u00e2u, c\u00f4ng c\u1ee5 v\u00e0 c\u00e1c h\u1ed7 tr\u1ee3 t\u1eeb chuy\u00ean gia c\u1ee7a NVIDIA \u0111\u1ec3 c\u00f3 th\u1ec3 t\u1eadp trung v\u00e0o vi\u1ec7c t\u1ea1o ra gi\u00e1 tr\u1ecb kinh doanh t\u1eeb AI, ch\u1ee9 kh\u00f4ng ph\u1ea3i v\u00e0o b\u1ea3n th\u00e2n h\u1ea1 t\u1ea7ng AI.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2022\/10\/components-01.png\" \/><\/p>\n<p><strong>\u0110\u01b0\u1ee3c t\u1ed1i \u01b0u \u0111\u1ec3 m\u1ecdi c\u00f4ng ty \u0111\u1ec1u c\u00f3 th\u1ec3 &#8220;r\u00e0nh r\u1ebd&#8221; v\u1edbi AI:<\/strong> M\u1ecdi b\u01b0\u1edbc c\u1ee7a quy tr\u00ecnh l\u00e0m vi\u1ec7c AI \u0111\u1ec1u \u0111\u01b0\u1ee3c s\u1eafp x\u1ebfp h\u1ee3p l\u00fd, t\u1eeb vi\u1ec7c chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u, \u0111\u1ebfn \u0111\u00e0o t\u1ea1o, suy lu\u1eadn v\u00e0 tri\u1ec3n khai, v\u00e0 c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u AI c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o c\u00e1c neural network model ph\u1ee9c t\u1ea1p, c\u0169ng nh\u01b0 c\u00e1c tree-based model.\u00a0\u0110\u01b0\u1ee3c t\u1ed1i \u01b0u cho vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai AI, NVIDIA AI Enterprise bao g\u1ed3m c\u00e1c container v\u00e0 framework ngu\u1ed3n m\u1edf \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh, gi\u00fap d\u1ec5 d\u00e0ng \u00e1p d\u1ee5ng AI doanh nghi\u1ec7p, ch\u1eb3ng h\u1ea1n nh\u01b0 Conversational AI th\u01b0\u1eddng \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 h\u1ed7 tr\u1ee3 kh\u00e1ch h\u00e0ng t\u1ef1 \u0111\u1ed9ng v\u00e0 c\u00e1c nh\u00e2n vi\u00ean b\u00e1n h\u00e0ng \u1ea3o (digital agent) v\u00e0 th\u1ecb gi\u00e1c m\u00e1y t\u00ednh \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 chia l\u1edbp, ph\u00e2n lo\u1ea1i v\u00e0 ph\u00e1t hi\u1ec7n.<\/p>\n<p><strong>\u0110\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn \u0111\u1ec3 tri\u1ec3n khai \u1edf m\u1ecdi n\u01a1i:<\/strong> \u0110\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn \u0111\u1ec3 ch\u1ea1y tr\u00ean c\u00e1c m\u00e1y ch\u1ee7 ph\u1ed5 th\u00f4ng \u0111\u01b0\u1ee3c NVIDIA ch\u1ee9ng nh\u1eadn v\u1edbi ph\u1ea7n m\u1ec1m NVIDIA AI Enterprise \u2014 cho d\u00f9 l\u00e0 \u1ea3o h\u00f3a, m\u00e1y ch\u1ee7 v\u1eadt l\u00fd, ch\u1ec9 c\u00f3 CPU, tr\u00ean d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y, ho\u1eb7c \u0111\u01b0\u1ee3c t\u0103ng t\u1ed1c b\u1edfi GPU &#8211; NVIDIA AI Enterprise c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c tri\u1ec3n khai \u1edf h\u1ea7u h\u1ebft m\u1ecdi n\u01a1i v\u00e0 cho ph\u00e9p c\u00e1c d\u1ef1 \u00e1n AI \u0111\u1ec3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c truy c\u1eadp linh ho\u1ea1t qua c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u d\u1ea1ng hybrid hi\u1ec7n nay.<\/p>\n<p><strong>\u0110\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi \u0111\u1ed9i ng\u0169 chuy\u00ean gia c\u1ee7a NVIDIA:<\/strong> V\u1edbi NVIDIA Enterprise Support, c\u1ea3 chuy\u00ean gia tr\u1ef1c tri\u1ec3n khai AI v\u00e0 \u0111\u1ed9i ng\u0169 qu\u1ea3n tr\u1ecb IT \u0111\u1ec1u c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn v\u1edbi c\u00e1c chuy\u00ean gia NVIDIA tr\u00ean to\u00e0n c\u1ea7u, \u0111\u1ec3 \u0111\u01b0\u1ee3c ph\u1ed1i h\u1ee3p h\u1ed7 tr\u1ee3 tr\u00ean to\u00e0n b\u1ed9 gi\u1ea3i ph\u00e1p bao g\u1ed3m c\u00e1c s\u1ea3n ph\u1ea9m c\u1ee7a \u0111\u1ed1i t\u00e1c, c\u0169ng nh\u01b0 ki\u1ec3m so\u00e1t l\u1ecbch tr\u00ecnh n\u00e2ng c\u1ea5p v\u00e0 b\u1ea3o tr\u00ec v\u1edbi s\u1ef1 h\u1ed7 tr\u1ee3 l\u00e2u d\u00e0i (LTS) t\u00f9y ch\u1ecdn v\u00e0 quy\u1ec1n truy c\u1eadp v\u00e0o c\u00e1c kh\u00f3a \u0111\u00e0o t\u1ea1o kh\u00e1ch h\u00e0ng c\u00f3 ng\u01b0\u1eddi h\u01b0\u1edbng d\u1eabn, c\u0169ng nh\u01b0 c\u00e1c ngu\u1ed3n t\u00e0i nguy\u00ean ki\u1ebfn \u200b\u200bth\u1ee9c n\u1ec1n t\u1ea3ng kh\u00e1c.<\/p>\n<h2>Hi\u1ec3u quy tr\u00ecnh l\u00e0m vi\u1ec7c AI to\u00e0n di\u1ec7n<\/h2>\n<p>B\u1ed9 ph\u1ea7n m\u1ec1m NVIDIA AI Enterprise cung c\u1ea5p cho b\u1ea1n m\u1ecdi th\u1ee9 b\u1ea1n c\u1ea7n \u0111\u1ec3 tri\u1ec3n khai v\u00e0 h\u1ed7 tr\u1ee3 cho h\u1ea1 t\u1ea7ng AI.\u00a0H\u00ecnh \u1ea3nh b\u00ean d\u01b0\u1edbi ph\u00e1c th\u1ea3o quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111i\u1ec3n h\u00ecnh c\u1ee7a AI v\u00e0 c\u00e1ch tri\u1ec3n khai c\u00e1c c\u00f4ng c\u1ee5, t\u00ednh n\u0103ng c\u0169ng nh\u01b0 GPU.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2022\/10\/ed-02.png\" \/><\/p>\n<p>B\u1eaft \u0111\u1ea7u t\u1eeb b\u00ean tr\u00e1i, c\u00e1c h\u1ecdc vi\u00ean AI ph\u1ea3i chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u tr\u01b0\u1edbc khi h\u1ecd \u0111\u00e0o t\u1ea1o m\u1ea1ng neural.\u00a0\u0110\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c \u0111i\u1ec1u n\u00e0y, RAPIDS l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 tuy\u1ec7t v\u1eddi cho t\u1ea3i c\u00f4ng vi\u1ec7c ML, c\u0169ng nh\u01b0 d\u1eef li\u1ec7u \u0111\u1ecbnh d\u1ea1ng v\u00e0 ghi nh\u00e3n s\u1ebd \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng cho c\u00e1c workflow \u0111\u00e0o t\u1ea1o.\u00a0Khi d\u1eef li\u1ec7u \u0111\u00e3 s\u1eb5n s\u00e0ng, ng\u01b0\u1eddi th\u1ef1c h\u00e0nh AI s\u1ebd chuy\u1ec3n sang giai \u0111o\u1ea1n \u0111\u00e0o t\u1ea1o.\u00a0NVIDIA AI Enterprise cung c\u1ea5p c\u00e1c container \u0111\u01b0\u1ee3c t\u00f9y bi\u1ebfn, x\u00e2y d\u1ef1ng s\u1eb5n \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ea1ng th\u1ea7n kinh b\u1eb1ng c\u00e1c c\u00f4ng c\u1ee5 nh\u01b0 TensorFlow v\u00e0 PyTorch. NVIDIA TAO Toolkit cung c\u1ea5p cho b\u1ea1n c\u00e1ch th\u1ee9c nhanh h\u01a1n, d\u1ec5 d\u00e0ng h\u01a1n \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u00e0o t\u1ea1o v\u00e0 nhanh ch\u00f3ng t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u00e0m tho\u1ea1i v\u00e0 giao ti\u1ebfp c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u00e0 hi\u1ec7u qu\u1ea3, theo l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3.\u00a0Th\u00f4ng tin b\u1ed5 sung li\u00ean quan \u0111\u1ebfn c\u00e1c container \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp trong ph\u1ea7n b\u00ean d\u01b0\u1edbi.\u00a0Ng\u01b0\u1eddi th\u1ef1c h\u00e0nh AI c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a h\u01a1n n\u1eefa c\u00e1c m\u00f4 h\u00ecnh m\u1edbi \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o c\u1ee7a h\u1ecd \u0111\u1ec3 tr\u1edf n\u00ean hi\u1ec7u qu\u1ea3 nh\u1ea5t b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng TensorRT SDK v\u00e0 c\u00e1c c\u00f4ng c\u1ee5 c\u1ee7a NVIDIA.\u00a0\u0110i\u1ec1u n\u00e0y \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1eb1ng c\u00e1ch h\u1ee3p nh\u1ea5t c\u00e1c l\u1edbp v\u00e0 lo\u1ea1i b\u1ecf c\u00e1c b\u01b0\u1edbc kh\u00f4ng c\u1ea7n thi\u1ebft.\u00a0Cu\u1ed1i c\u00f9ng, khi m\u00f4 h\u00ecnh \u0111\u00e3 s\u1eb5n s\u00e0ng cho giai \u0111o\u1ea1n production \u1edf quy m\u00f4 l\u1edbn, m\u00e1y ch\u1ee7 suy lu\u1eadn NVIDIA Triton c\u00f3 th\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c y\u00eau c\u1ea7u inference \u0111\u01b0\u1ee3c g\u1eedi \u0111\u1ebfn.\u00a0N\u00f3 cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng client front-end g\u1eedi c\u00e1c y\u00eau c\u1ea7u inference cho m\u1ed9t c\u1ee5m suy lu\u1eadn AI v\u00e0 c\u00f3 th\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c m\u00f4 h\u00ecnh t\u1eeb kho l\u01b0u tr\u1eef m\u00f4 h\u00ecnh AI.<\/p>\n<p>Vui l\u00f2ng tham kh\u1ea3o\u00a0<a href=\"https:\/\/docs.nvidia.com\/ai-enterprise\/?ncid=partn-650262\">H\u01b0\u1edbng d\u1eabn gi\u1ea3i ph\u00e1p AI d\u00e0nh cho doanh nghi\u1ec7p<\/a>\u00a0\u0111\u1ec3 hi\u1ec3u th\u00eam v\u1ec1 c\u00e1ch c\u00e0i \u0111\u1eb7t v\u00e0 tri\u1ec3n khai c\u00e1c AI pipeline c\u1ea5p doanh nghi\u1ec7p to\u00e0n di\u1ec7n n\u00e0y.<\/p>\n<h2>NVIDIA AI Enterprise<\/h2>\n<p>B\u1ed9 ph\u1ea7n m\u1ec1m NVIDIA AI Enterprise bao g\u1ed3m c\u00e1c framework v\u00e0 container AI cung c\u1ea5p c\u00e1c framework v\u00e0 c\u00f4ng c\u1ee5 khoa h\u1ecdc d\u1eef li\u1ec7u, \u0111\u00e0o t\u1ea1o v\u00e0 suy lu\u1eadn \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u su\u1ea5t nh\u1eb1m \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng, chia s\u1ebb v\u00e0 tri\u1ec3n khai ph\u1ea7n m\u1ec1m AI, v\u00ec v\u1eady doanh nghi\u1ec7p c\u00f3 th\u1ec3 thu th\u1eadp c\u00e1c th\u00f4ng tin chi\u1ebft xu\u1ea5t d\u1eef li\u1ec7u nhanh h\u01a1n v\u00e0 mang l\u1ea1i gi\u00e1 tr\u1ecb kinh doanh s\u1edbm h\u01a1n.\u00a0Ngay c\u1ea3 c\u00e1c t\u1ed5 ch\u1ee9c thi\u1ebfu chuy\u00ean m\u00f4n v\u1ec1 AI c\u0169ng c\u00f3 th\u1ec3 \u00e1p d\u1ee5ng AI v\u00ec NVIDIA AI Enterprise bao g\u1ed3m c\u00e1c c\u00f4ng c\u1ee5 d\u1ec5 s\u1eed d\u1ee5ng cho m\u1ecdi giai \u0111o\u1ea1n c\u1ee7a quy tr\u00ecnh l\u00e0m vi\u1ec7c AI, t\u1eeb chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u \u0111\u1ebfn \u0111\u00e0o t\u1ea1o, suy lu\u1eadn v\u00e0 tri\u1ec3n khai tr\u00ean quy m\u00f4 l\u1edbn.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/solution\/wp-content\/uploads\/2022\/10\/components-02.png\" \/><\/p>\n<ul>\n<li><strong>NVIDIA TAO Toolkit<\/strong> &#8211; cung c\u1ea5p cho b\u1ea1n m\u1ed9t c\u00e1ch nhanh h\u01a1n, d\u1ec5 d\u00e0ng h\u01a1n \u0111\u1ec3 t\u0103ng t\u1ed1c \u0111\u00e0o t\u1ea1o v\u00e0 nhanh ch\u00f3ng t\u1ea1o ra c\u00e1c m\u00f4 h\u00ecnh AI \u0111\u00e0m tho\u1ea1i v\u00e0 giao ti\u1ebfp c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u00e0 hi\u1ec7u qu\u1ea3, theo l\u0129nh v\u1ef1c c\u1ee5 th\u1ec3.\u00a0N\u00f3 lo\u1ea1i b\u1ecf s\u1ef1 ph\u1ee9c t\u1ea1p c\u1ee7a c\u00e1c framework AI\/Deep Learning, cho ph\u00e9p b\u1ea1n tinh ch\u1ec9nh c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc,\u00a0ch\u1ea5t l\u01b0\u1ee3ng cao c\u1ee7a NVIDIA ch\u1ec9 v\u1edbi m\u1ed9t ph\u1ea7n d\u1eef li\u1ec7u so v\u1edbi \u0111\u00e0o t\u1ea1o t\u1eeb \u0111\u1ea7u.\u00a0C\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n c\u00f3 th\u1ec3 v\u01b0\u1ee3t ra ngo\u00e0i kh\u1ea3 n\u0103ng t\u00f9y ch\u1ec9nh v\u00e0 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh n\u00e0y \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u \u0111\u1ec3 c\u00f3 \u0111\u1ed9 tr\u1ec5 th\u1ea5p, th\u00f4ng l\u01b0\u1ee3ng cao.\u00a0\u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u1ea1n t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh AI t\u00f9y ch\u1ec9nh, s\u1eb5n s\u00e0ng v\u1edbi giai \u0111o\u1ea1n production trong v\u00e0i gi\u1edd, thay v\u00ec v\u00e0i th\u00e1ng, m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ea7u t\u01b0 l\u1edbn v\u00e0o chuy\u00ean m\u00f4n v\u1ec1 AI.<\/li>\n<li><strong>NVIDIA RAPIDS<\/strong>\u00a0&#8211; B\u01b0\u1edbc \u0111\u1ea7u ti\u00ean trong quy tr\u00ecnh AI end-to-end y\u00eau c\u1ea7u chu\u1ea9n b\u1ecb d\u1eef li\u1ec7u tr\u01b0\u1edbc khi c\u00f3 th\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ea1ng n\u01a1-ron.\u00a0NVIDIA RAPIDS \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 t\u0103ng t\u1ed1c GPU.\u00a0N\u00f3 l\u00e0m gi\u1ea3m c\u00e1c quy tr\u00ecnh khoa h\u1ecdc d\u1eef li\u1ec7u t\u1eeb h\u00e0ng gi\u1edd xu\u1ed1ng c\u00f2n v\u00e0i gi\u00e2y, khi k\u1ebft h\u1ee3p v\u1edbi NVIDIA A100, cho hi\u1ec7u su\u1ea5t nhanh h\u01a1n t\u1edbi 70 l\u1ea7n v\u00e0 ti\u1ebft ki\u1ec7m chi ph\u00ed h\u01a1n t\u1edbi 20 l\u1ea7n khi so s\u00e1nh v\u1edbi c\u00e1c c\u1ea5u h\u00ecnh ch\u1ec9 d\u00e0nh cho CPU t\u01b0\u01a1ng t\u1ef1.<\/li>\n<li><strong>PyTorch v\u00e0 TensorFlow<\/strong>\u00a0&#8211; C\u00e1c framework h\u1ecdc s\u00e2u m\u00e3 ngu\u1ed3n m\u1edf \u0111\u1ec3 \u0111\u00e0o t\u1ea1o v\u00e0 h\u1ecdc m\u00e1y, ch\u1eb3ng h\u1ea1n nh\u01b0 PyTorch v\u00e0 TensorFlow, \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi NVIDIA RAPIDS \u0111\u1ec3 \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n AI c\u1ee7a doanh nghi\u1ec7p.\u00a0T\u1eadn d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 n\u00e0y v\u00e0 c\u00e1c m\u00f4 h\u00ecnh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o tr\u01b0\u1edbc, t\u0103ng t\u1ed1c chu k\u1ef3 ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai, lo\u1ea1i b\u1ecf nhu c\u1ea7u mua s\u1eafm, qu\u1ea3n l\u00fd, ch\u1ee9ng nh\u1eadn v\u00e0 tri\u1ec3n khai c\u00e1c m\u00f4i tr\u01b0\u1eddng kh\u00e1c nhau.<\/li>\n<li><strong>C\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean TensorRT<\/strong>\u00a0ho\u1ea1t \u0111\u1ed9ng nhanh h\u01a1n t\u1edbi 40 l\u1ea7n so v\u1edbi c\u00e1c n\u1ec1n t\u1ea3ng ch\u1ec9 d\u00f9ng CPU trong qu\u00e1 tr\u00ecnh suy lu\u1eadn.\u00a0V\u1edbi TensorRT, b\u1ea1n c\u00f3 th\u1ec3 t\u1ed1i \u01b0u h\u00f3a c\u00e1c m\u00f4 h\u00ecnh m\u1ea1ng th\u1ea7n kinh \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o trong t\u1ea5t c\u1ea3 c\u00e1c khu\u00f4n kh\u1ed5 ch\u00ednh, hi\u1ec7u ch\u1ec9nh \u0111\u1ec3 c\u00f3 \u0111\u1ed9 ch\u00ednh x\u00e1c th\u1ea5p h\u01a1n v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao v\u00e0 tri\u1ec3n khai cho c\u00e1c trung t\u00e2m d\u1eef li\u1ec7u si\u00eau t\u1ef7 l\u1ec7, n\u1ec1n t\u1ea3ng s\u1ea3n ph\u1ea9m nh\u00fang ho\u1eb7c \u00f4 t\u00f4.<\/li>\n<li><strong>M\u00e1y ch\u1ee7 suy lu\u1eadn NVIDIA Triton<\/strong>\u00a0&#8211; M\u00e1y ch\u1ee7 suy lu\u1eadn Triton \u0111\u01a1n gi\u1ea3n v\u00e0 t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c tri\u1ec3n khai c\u00e1c m\u00f4 h\u00ecnh AI tr\u00ean quy m\u00f4 s\u1ea3n xu\u1ea5t.\u00a0N\u00f3 t\u00edch h\u1ee3p v\u1edbi Kubernetes \u0111\u1ec3 \u0111i\u1ec1u ph\u1ed1i v\u00e0 t\u1ef1 \u0111\u1ed9ng m\u1edf r\u1ed9ng quy m\u00f4, \u0111\u1ed3ng th\u1eddi cho ph\u00e9p c\u00e1c \u1ee9ng d\u1ee5ng client front end g\u1eedi c\u00e1c y\u00eau c\u1ea7u suy lu\u1eadn t\u1eeb m\u1ed9t c\u1ee5m suy lu\u1eadn AI v\u00e0 c\u00f3 th\u1ec3 ph\u1ee5c v\u1ee5 c\u00e1c m\u00f4 h\u00ecnh t\u1eeb kho l\u01b0u tr\u1eef m\u00f4 h\u00ecnh AI.\u00a0Triton Inference Server h\u1ed7 tr\u1ee3 t\u1ea5t c\u1ea3 c\u00e1c khu\u00f4n kh\u1ed5 ch\u00ednh, ch\u1eb3ng h\u1ea1n nh\u01b0 TensorFlow, TensorRT, PyTorch, MXNet, Python, v.v.\u00a0Triton Inference Server c\u0169ng bao g\u1ed3m ph\u1ea7n ph\u1ee5 tr\u1ee3 RAPIDS Forest Inference Library (FIL) 1 d\u00e0nh cho vi\u1ec7c suy lu\u1eadn GPU v\u00e0 CPU c\u1ee7a c\u00e1c m\u00f4 h\u00ecnh &#8216;khu r\u1eebng ng\u1eabu nhi\u00ean&#8217;, GBDT v\u00e0 &#8216;c\u00e2y quy\u1ebft \u0111\u1ecbnh&#8217;.\u00a0Triton v\u1edbi ph\u1ea7n ph\u1ee5 tr\u1ee3 FIL mang l\u1ea1i hi\u1ec7u su\u1ea5t suy lu\u1eadn t\u1ed1t nh\u1ea5t cho c\u00e1c m\u00f4 h\u00ecnh tree-based tr\u00ean GPU, cho ph\u00e9p tri\u1ec3n khai \u0111\u01a1n gi\u1ea3n c\u00e1c m\u00f4 h\u00ecnh c\u00e2y l\u1edbn tr\u00ean GPU v\u1edbi \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 \u0111\u1ed9 ch\u00ednh x\u00e1c cao.<\/li>\n<\/ul>\n<hr \/>\n<h2>Ph\u1ea7n c\u1ee9ng v\u00e0 ph\u1ea7n m\u1ec1m \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3<\/h2>\n<p><strong>C\u00e1c d\u00f2ng GPU h\u1ed7 tr\u1ee3 cho NVIDIA AI Enterprise:<\/strong><\/p>\n<div class=\"row\">\n<div class=\"col-lg-6 col-sm-12\">\n<ul>\n<li>NVIDIA DGX H100\u00b3<\/li>\n<li>NVIDIA H100 PCIe\u2074<\/li>\n<li>NVIDIA DGX A100\u00b3<\/li>\n<li>NVIDIA A100 40GB<\/li>\n<li>NVIDIA A100 HGX 40GB<\/li>\n<li>NVIDIA A100X 40GB<\/li>\n<li>NVIDIA A100 80GB<\/li>\n<li>NVIDIA A100 HGX 80GB<\/li>\n<li>NVIDIA A100X 80GB<\/li>\n<li>NVIDIA A40\u00b9<\/li>\n<\/ul>\n<\/div>\n<div class=\"col-lg-6 col-sm-12\">\n<ul>\n<li>NVIDIA A30<\/li>\n<li>NVIDIA A30X<\/li>\n<li>NVIDIA A10<\/li>\n<li>NVIDIA A16<\/li>\n<li>NVIDIA A2<\/li>\n<li>NVIDIA RTX A6000\u00b2<\/li>\n<li>NVIDIA RTX A5000\u00b2<\/li>\n<li>NVIDIA T4<\/li>\n<li>NVIDIA V100<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>C\u00e1c h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c NVIDIA ch\u1ee9ng nh\u1eadn (<a href=\"https:\/\/www.nvidia.com\/en-us\/data-center\/data-center-gpus\/tesla-qualified-servers-catalog\/?ncid=partn-650262\">NVIDIA Certified-Systems<\/a>) \u0111\u01b0\u1ee3c ch\u1ee9ng nh\u1eadn \u0111\u1eb7c bi\u1ec7t x\u00e1c th\u1ef1c \u0111\u1ec3 tri\u1ec3n khai NVIDIA AI Enterprise m\u1ed9t c\u00e1ch t\u1ed1i \u01b0u.<\/p>\n<p>M\u1edf r\u1ed9ng quy m\u00f4 \u0111a node y\u00eau c\u1ea7u m\u1ed9t NIC ethernet h\u1ed7 tr\u1ee3 RoCE.\u00a0\u0110\u1ec3 c\u00f3 hi\u1ec7u su\u1ea5t t\u1ed1t nh\u1ea5t, NVIDIA khuy\u1ebfn ngh\u1ecb s\u1eed d\u1ee5ng\u00a0NVIDIA Mellanox ConnectX-6 Dx v\u00e0 GPU NVIDIA A100\u00a0trong m\u1ed7i m\u00e1y \u1ea3o \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 m\u1edf r\u1ed9ng \u0111a n\u00fat.\u00a0Vui l\u00f2ng tham kh\u1ea3o c\u00e1c t\u00e0i li\u1ec7u <a href=\"https:\/\/docs.nvidia.com\/ai-enterprise\/sizing-guide\/sg-overview.html\">Sizing guide<\/a> v\u00e0 h\u01b0\u1edbng\u00a0d\u1eabn gi\u1ea3i ph\u00e1p <a href=\"https:\/\/docs.nvidia.com\/ai-enterprise\/multi-node\/mn-overview.html\">Multi-node Training<\/a> \u0111\u1ec3 bi\u1ebft th\u00eam th\u00f4ng tin.<\/p>\n<h5>Ph\u1ea7n m\u1ec1m Hypervisor:<\/h5>\n<ul>\n<li>VMware vSphere Hypervisor (ESXi) Enterprise Plus Edition 7.0 C\u1eadp nh\u1eadt 2 tr\u1edf l\u00ean<\/li>\n<li>VMware vCenter Server 7.0 Update 2 tr\u1edf l\u00ean<\/li>\n<\/ul>\n<p><em>NVIDIA AI Enterprise 1.1<\/em><\/p>\n<ul>\n<li>VMware vSphere Hypervisor (ESXi) Enterprise Plus Edition 6.7<\/li>\n<li>VMware vCenter Server 6.7<\/li>\n<\/ul>\n<h5>H\u1ec7 \u0111i\u1ec1u h\u00e0nh Guest v\u00e0 m\u00e1y v\u1eadt l\u00fd:<\/h5>\n<p><em>NVIDIA AI Enterprise 2.1<\/em><\/p>\n<ul>\n<li>Red Hat Enterprise Linux 9.0<\/li>\n<li>Ubuntu 22.04<\/li>\n<\/ul>\n<p><em>NVIDIA AI Enterprise 2.0<\/em><\/p>\n<ul>\n<li>Red Hat CoreOS 4.9 tr\u1edf l\u00ean<\/li>\n<\/ul>\n<h5>N\u1ec1n t\u1ea3ng \u0111i\u1ec1u ph\u1ed1i v\u00f9ng ch\u1ee9a:<\/h5>\n<p><em>NVIDIA AI Enterprise 1.1<\/em><\/p>\n<ul>\n<li>VMware vShpere 7.0 C\u1eadp nh\u1eadt 3c v\u1edbi Tanzu<\/li>\n<\/ul>\n<p><em>NVIDIA AI Enterprise 2.0<\/em><\/p>\n<ul>\n<li>Red Hat OpenShift 4.9 tr\u1edf l\u00ean<\/li>\n<\/ul>\n<h3>C\u00e1c ph\u1ea7n m\u1ec1m th\u00e0nh ph\u1ea7n c\u1ee7a NVIDIA AI Enterprise<\/h3>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<th>Software Components<\/th>\n<th>NVIDIA Release Version<\/th>\n<\/tr>\n<\/tbody>\n<tbody>\n<tr>\n<td>NVIDIA vGPU Software<\/td>\n<td>510.85.03<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA AI Enterprise Driver Software<\/td>\n<td>510.85.02<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA GPU Operator<\/td>\n<td>v1.11.1<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA Network Operator<\/td>\n<td>v1.2.0<\/td>\n<\/tr>\n<tr>\n<td>TensorFlow 1<\/td>\n<td>22.07<\/td>\n<\/tr>\n<tr>\n<td>Pytorch<\/td>\n<td>22.07<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA Triton Inference Server<\/td>\n<td>22.07<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA TensorRT<\/td>\n<td>22.07<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA RAPIDS<\/td>\n<td>22.06<\/td>\n<\/tr>\n<tr>\n<td>TAO Toolkit for Language Model (Conv AI)<\/td>\n<td>3.22.05<\/td>\n<\/tr>\n<tr>\n<td>TAO Toolkit for Conv AI<\/td>\n<td>3.22.05<\/td>\n<\/tr>\n<tr>\n<td>TAO Toolkit for CV<\/td>\n<td>3.22.05<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"excerpt":{"rendered":"<p>M\u1ed9t n\u1ec1n t\u1ea3ng s\u1eb5n s\u00e0ng cho AI t\u1eeb NVIDIA NVIDIA AI Enterprise l\u00e0 b\u1ed9 ph\u1ea7n m\u1ec1m cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c khai th\u00e1c s\u1ee9c m\u1ea1nh c\u1ee7a AI, ngay c\u1ea3 khi h\u1ecd kh\u00f4ng c\u00f3 chuy\u00ean m\u00f4n v\u1ec1 AI.\u00a0\u0110\u01b0\u1ee3c t\u1ed1i \u01b0u \u0111\u1ec3 chu\u1ea9n h\u00f3a vi\u1ec7c ph\u00e1t tri\u1ec3n v\u00e0 tri\u1ec3n khai AI, NVIDIA AI Enterprise bao g\u1ed3m c\u00e1c<\/p>\n","protected":false},"author":1,"featured_media":4132,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"templates\/fullwidth-post2.php","format":"standard","meta":{"footnotes":""},"categories":[5,59],"tags":[60,228,22,243],"class_list":["post-4126","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-nvidia","tag-hpc","tag-nvaien","tag-nvidia","tag-solubrief"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>B\u1ed9 gi\u1ea3i ph\u00e1p tri\u1ec3n khai AI c\u1ea5p doanh nghi\u1ec7p NVIDIA AI Enterprise - Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng CNTT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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