{"id":20076,"date":"2024-07-10T09:02:23","date_gmt":"2024-07-10T02:02:23","guid":{"rendered":"https:\/\/thegioimaychu.vn\/blog\/?p=20076"},"modified":"2024-07-10T09:02:23","modified_gmt":"2024-07-10T02:02:23","slug":"xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng-p20076\/","title":{"rendered":"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ri\u00eang t\u01b0, an to\u00e0n tr\u00ean m\u1ea1ng 5G ri\u00eang"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>S\u1ef1 t\u00edch h\u1ee3p c\u1ee7a AI v\u00e0 \u0111i\u1ec7n to\u00e1n bi\u00ean \u0111\u00e3 m\u1edf ra nhi\u1ec1u kh\u1ea3 n\u0103ng trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau. M\u1ed9t \u1ee9ng d\u1ee5ng \u0111\u1eb7c bi\u1ec7t mang t\u00ednh bi\u1ebfn chuy\u1ec3n \u0111\u00f3 ch\u00ednh l\u00e0 tri\u1ec3n khai c\u00e1c M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) tr\u00ean c\u00e1c m\u1ea1ng 5G ri\u00eang (private network). S\u1ef1 k\u1ebft h\u1ee3p n\u00e0y kh\u00f4ng ch\u1ec9 h\u1ee9a h\u1eb9n kh\u1ea3 n\u0103ng t\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt v\u00e0 t\u00ednh ri\u00eang t\u01b0 c\u1ee7a d\u1eef li\u1ec7u m\u00e0 c\u00f2n c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 v\u00e0 kh\u1ea3 n\u0103ng ph\u1ea3n h\u1ed3i. Trong b\u00e0i blog n\u00e0y, ch\u00fang t\u00f4i mu\u1ed1n l\u00e0m s\u00e1ng t\u1ecf c\u00e1ch th\u1ee9c x\u00e2y d\u1ef1ng h\u1ea1 t\u1ea7ng LLM an to\u00e0n b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng <a href=\"https:\/\/thegioimaychu.vn\/edge\/edge-ai-appliance-pf220\/\">m\u00e1y ch\u1ee7 Edge AI<\/a> tr\u00ean m\u1ea1ng 5G ri\u00eang.<\/p>\n<h2>LLM, m\u1ea1ng 5G d\u00f9ng ri\u00eang v\u00e0 m\u00e1y ch\u1ee7 Edge AI<\/h2>\n<p><strong>M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM):<\/strong><\/p>\n<p>C\u00e1c LLM, ch\u1eb3ng h\u1ea1n nh\u01b0 GPT c\u1ee7a OpenAI, l\u00e0 c\u00e1c m\u00f4 h\u00ecnh AI ti\u00ean ti\u1ebfn c\u00f3 kh\u1ea3 n\u0103ng hi\u1ec3u v\u00e0 t\u1ea1o ra \u0111o\u1ea1n v\u0103n gi\u1ed1ng nh\u01b0 con ng\u01b0\u1eddi. C\u00e1c m\u00f4 h\u00ecnh n\u00e0y \u0111\u00f2i h\u1ecfi s\u1ee9c m\u1ea1nh x\u1eed l\u00fd l\u1edbn v\u00e0 t\u1ea1o ra l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u00e1ng k\u1ec3, khi\u1ebfn vi\u1ec7c tri\u1ec3n khai ch\u00fang tr\u00ean h\u1ea1 t\u1ea7ng bi\u00ean l\u00e0 c\u00f4ng vi\u1ec7c \u0111\u1ea7y th\u00e1ch th\u1ee9c, nh\u01b0ng c\u0169ng mang l\u1ea1i l\u1ee3i \u00edch r\u1ea5t l\u1edbn.<\/p>\n<p><strong>M\u1ea1ng 5G d\u00f9ng ri\u00eang:<\/strong><\/p>\n<p>Kh\u00f4ng gi\u1ed1ng nh\u01b0 m\u1ea1ng di \u0111\u1ed9ng truy\u1ec1n th\u1ed1ng, m\u1ea1ng 5G ri\u00eang cung c\u1ea5p kh\u1ea3 n\u0103ng b\u1ea3o m\u1eadt n\u00e2ng cao, c\u00f3 \u0111\u1ed9 tr\u1ec5 th\u1ea5p v\u00e0 cung c\u1ea5p b\u0103ng th\u00f4ng l\u1edbn. Ch\u00fang l\u00fd t\u01b0\u1edfng cho c\u00e1c \u1ee9ng d\u1ee5ng y\u00eau c\u1ea7u x\u1eed l\u00fd d\u1eef li\u1ec7u theo th\u1eddi gian th\u1ef1c v\u00e0 c\u00e1c quy tr\u00ecnh b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u nghi\u00eam ng\u1eb7t.<\/p>\n<p><strong>M\u00e1y ch\u1ee7 AI Edge:<\/strong><\/p>\n<p>Lanner l\u00e0 nh\u00e0 cung c\u1ea5p c\u00e1c gi\u1ea3i ph\u00e1p \u0111i\u1ec7n to\u00e1n bi\u00ean m\u1ea1nh m\u1ebd. <a href=\"https:\/\/thegioimaychu.vn\/edge\/lanner\/\">M\u00e1y ch\u1ee7 Edge AI c\u1ee7a h\u1ecd<\/a> \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u1ea3m nh\u1eadn t\u1ea3i x\u1eed l\u00fd AI chuy\u00ean s\u00e2u \u1edf r\u00eca m\u1ea1ng, \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tr\u1ec5 th\u1ea5p nh\u1ea5t, v\u1edbi hi\u1ec7u su\u1ea5t v\u00e0 \u0111\u1ed9 tin c\u1eady cao.<\/p>\n<h2>L\u1ee3i \u00edch c\u1ee7a vi\u1ec7c x\u00e2y d\u1ef1ng LLM ri\u00eang b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00e1y ch\u1ee7 Edge AI qua m\u1ea1ng 5G<\/h2>\n<p>Vi\u1ec7c x\u00e2y d\u1ef1ng M\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) d\u00f9ng ri\u00eang b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng M\u00e1y ch\u1ee7 AI Edge qua m\u1ea1ng 5G mang l\u1ea1i nhi\u1ec1u l\u1ee3i \u00edch \u0111\u00e1ng k\u1ec3, g\u00f3p ph\u1ea7n n\u00e2ng cao hi\u1ec7u su\u1ea5t, kh\u1ea3 n\u0103ng b\u1ea3o m\u1eadt v\u00e0 hi\u1ec7u qu\u1ea3 v\u1eadn h\u00e0nh. Sau \u0111\u00e2y l\u00e0 nh\u1eefng l\u1ee3i th\u1ebf ch\u00ednh:<\/p>\n<p><strong>Quy\u1ec1n ri\u00eang t\u01b0 c\u1ee7a d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c n\u00e2ng cao:<\/strong><\/p>\n<p>B\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ea1ng 5G ri\u00eang, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 ki\u1ec3m so\u00e1t ch\u1eb7t ch\u1ebd h\u1ea1 t\u1ea7ng v\u00e0 ch\u00ednh s\u00e1ch truy c\u1eadp c\u1ee7a m\u00ecnh. S\u1ef1 c\u00f4 l\u1eadp n\u00e0y gi\u00fap gi\u1ea3m nguy c\u01a1 truy c\u1eadp tr\u00e1i ph\u00e9p v\u00e0 v\u1ea5n n\u1ea1n vi ph\u1ea1m d\u1eef li\u1ec7u. Vi\u1ec7c tri\u1ec3n khai c\u00e1c giao th\u1ee9c m\u00e3 h\u00f3a m\u1ea1nh m\u1ebd \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u trong qu\u00e1 tr\u00ecnh truy\u1ec1n t\u1ea3i v\u1eabn an to\u00e0n, trong khi c\u00e1c c\u01a1 ch\u1ebf x\u00e1c th\u1ef1c tinh vi t\u0103ng c\u01b0\u1eddng b\u1ea3o m\u1eadt m\u1ea1ng.<\/p>\n<p><strong>\u0110\u1ed9 tr\u1ec5 th\u1ea5p:<\/strong><\/p>\n<p>S\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa m\u00e1y ch\u1ee7 Edge AI v\u00e0 m\u1ea1ng 5G ri\u00eang t\u01b0 gi\u00fap t\u0103ng c\u01b0\u1eddng \u0111\u00e1ng k\u1ec3 t\u1ed1c \u0111\u1ed9 v\u00e0 hi\u1ec7u qu\u1ea3 c\u1ee7a c\u00e1c ho\u1ea1t \u0111\u1ed9ng LLM. \u0110i\u1ec7n to\u00e1n bi\u00ean l\u00e0m gi\u1ea3m \u0111\u1ed9 tr\u1ec5 b\u1eb1ng c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u g\u1ea7n h\u01a1n v\u1edbi ngu\u1ed3n c\u1ee7a n\u00f3, gi\u1ea3m thi\u1ec3u s\u1ef1 ch\u1eadm tr\u1ec5 trong c\u00e1c t\u00e1c v\u1ee5 AI nh\u01b0 x\u1eed l\u00fd ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean (NLP). S\u1ef1 g\u1ea7n g\u0169i n\u00e0y c\u0169ng \u0111\u1ea3m b\u1ea3o t\u00ednh kh\u1ea3 d\u1ee5ng c\u1ee7a b\u0103ng th\u00f4ng cao, r\u1ea5t quan tr\u1ecdng \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c nhu c\u1ea7u x\u1eed l\u00fd chuy\u00ean s\u00e2u c\u1ee7a LLM.<\/p>\n<p><strong>\u0110\u1ed9 tin c\u1eady \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n:<\/strong><\/p>\n<p>M\u00e1y ch\u1ee7 Edge AI \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 tin c\u1eady v\u00e0 kh\u1ea3 n\u0103ng m\u1edf r\u1ed9ng, \u0111\u1eb7c bi\u1ec7t l\u00e0 trong m\u00f4i tr\u01b0\u1eddng \u0111i\u1ec7n to\u00e1n bi\u00ean mang t\u00ednh linh \u0111\u1ed9ng. B\u1eb1ng c\u00e1ch th\u1ef1c hi\u1ec7n x\u1eed l\u00fd c\u1ee5c b\u1ed9, c\u00e1c m\u00e1y ch\u1ee7 n\u00e0y gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o c\u00e1c d\u1ecbch v\u1ee5 \u0111\u00e1m m\u00e2y t\u1eadp trung, \u0111\u1ea3m b\u1ea3o ho\u1ea1t \u0111\u1ed9ng li\u00ean t\u1ee5c ngay c\u1ea3 khi m\u1ea1ng b\u1ecb gi\u00e1n \u0111o\u1ea1n ho\u1eb7c s\u1ef1 c\u1ed1 k\u1ebft n\u1ed1i kh\u00f4ng li\u00ean t\u1ee5c.<\/p>\n<p><strong>TCO th\u1ea5p h\u01a1n v\u1edbi t\u00ednh linh ho\u1ea1t trong v\u1eadn h\u00e0nh:<\/strong><\/p>\n<p>B\u1eb1ng c\u00e1ch x\u1eed l\u00fd v\u00e0 l\u01b0u tr\u1eef d\u1eef li\u1ec7u c\u1ee5c b\u1ed9, c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 gi\u1ea3m thi\u1ec3u chi ph\u00ed truy\u1ec1n d\u1eef li\u1ec7u li\u00ean quan \u0111\u1ebfn vi\u1ec7c truy\u1ec1n c\u00e1c t\u1eadp d\u1eef li\u1ec7u l\u1edbn \u0111\u1ebfn c\u00e1c m\u00e1y ch\u1ee7 \u0111\u00e1m m\u00e2y t\u1eeb xa. H\u01a1n n\u1eefa, \u0111i\u1ec7n to\u00e1n bi\u00ean t\u1ea1o \u0111i\u1ec1u ki\u1ec7n cho kh\u1ea3 n\u0103ng x\u1eed l\u00fd tr\u00ean thi\u1ebft b\u1ecb v\u00e0 AI th\u00edch \u1ee9ng, gi\u1ea3m s\u1ef1 ph\u1ee5 thu\u1ed9c v\u00e0o t\u00e0i nguy\u00ean \u0111\u00e1m m\u00e2y v\u00e0 t\u0103ng c\u01b0\u1eddng t\u00ednh linh ho\u1ea1t trong v\u1eadn h\u00e0nh.<\/p>\n<h2>M\u00e1y ch\u1ee7 Edge AI c\u1ee7a Lanner<\/h2>\n<p>\u0110\u01b0\u1ee3c trang b\u1ecb c\u00e1c kh\u1ea3 n\u0103ng x\u1eed l\u00fd nh\u01b0 CPU, IO m\u1ea1ng, l\u01b0u tr\u1eef v\u00e0 b\u1ed9 t\u0103ng t\u1ed1c AI chuy\u00ean d\u1ee5ng, m\u00e1y ch\u1ee7 AI bi\u00ean c\u1ee7a Lanner th\u1ef1c hi\u1ec7n suy lu\u1eadn AI v\u00e0 ph\u00e2n t\u00edch th\u1eddi gian th\u1ef1c t\u1ea1i bi\u00ean v\u00e0 c\u00f3 th\u1ec3 \u1ee9ng d\u1ee5ng trong nhi\u1ec1u l\u0129nh v\u1ef1c kh\u00e1c nhau, bao g\u1ed3m b\u1ea3o m\u1eadt m\u1ea1ng, t\u1ef1 \u0111\u1ed9ng h\u00f3a, <a class=\"iblink\" href=\"\/blog\/tag\/computer-vision\/\">th\u1ecb gi\u00e1c m\u00e1y t\u00ednh<\/a> v\u00e0 l\u00e1i xe t\u1ef1 \u0111\u1ed9ng. B\u1eb1ng c\u00e1ch x\u1eed l\u00fd d\u1eef li\u1ec7u t\u1ea1i bi\u00ean, ch\u00fang cho ph\u00e9p c\u00e1c l\u0129nh v\u1ef1c n\u00e0y x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng tr\u00ed th\u00f4ng minh theo th\u1eddi gian th\u1ef1c, cung c\u1ea5p kh\u1ea3 n\u0103ng ra quy\u1ebft \u0111\u1ecbnh \u1edf m\u1ee9c cao v\u00e0 gi\u1ea3m m\u1ee9c s\u1eed d\u1ee5ng b\u0103ng th\u00f4ng.<\/p>\n<h2>S\u1ea3n ph\u1ea9m n\u1ed5i b\u1eadt<\/h2>\n<h3><a href=\"https:\/\/thegioimaychu.vn\/lanner-edge-ai-appliance-eca-6051-tm9665.html\">ECA-6051<\/a><\/h3>\n<p>N\u1ec1n t\u1ea3ng m\u00e1y ch\u1ee7 AI Edge d\u1ea1ng module 2U 19\u201d d\u1ef1a tr\u00ean ki\u1ebfn \u200b\u200btr\u00fac NVIDIA MGX<\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb38ef82d-e1720058912965.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20079\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb38ef82d-e1720058912965.jpg\" alt=\"\" width=\"935\" height=\"315\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb38ef82d-e1720058912965.jpg 935w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb38ef82d-e1720058912965-300x101.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb38ef82d-e1720058912965-768x259.jpg 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb38ef82d-e1720058912965-40x13.jpg 40w\" sizes=\"auto, (max-width: 935px) 100vw, 935px\" \/><\/a><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>B\u1ed9 x\u1eed l\u00fd NVIDIA Grace Arm Neoverse V2 ho\u1eb7c Intel\u00ae Xeon\u00ae6<\/td>\n<\/tr>\n<tr>\n<td>Chipset<\/td>\n<td>Kh\u00f4ng c\u00f3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><a href=\"https:\/\/thegioimaychu.vn\/lanner-edge-ai-appliance-eca-6051-tm9665.html\"><strong>Xem th\u00eam<\/strong><\/a><\/p>\n<p>&nbsp;<\/p>\n<h3><a href=\"https:\/\/thegioimaychu.vn\/lanner-edge-ai-appliance-eca-6040-tm9666.html\">ECA-6040<\/a><\/h3>\n<p>Thi\u1ebft b\u1ecb 2U 19\u201d v\u1edbi b\u1ed9 x\u1eed l\u00fd Intel\u00ae Xeon\u00ae c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng th\u1ebf h\u1ec7 th\u1ee9 5<\/p>\n<p><a href=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb3b6182d-e1720058871572.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-20080\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb3b6182d-e1720058871572.jpg\" alt=\"\" width=\"1000\" height=\"320\" srcset=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb3b6182d-e1720058871572.jpg 1000w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb3b6182d-e1720058871572-300x96.jpg 300w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb3b6182d-e1720058871572-768x246.jpg 768w, https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/tgmc-blog-6685fb3b6182d-e1720058871572-40x13.jpg 40w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<table class=\"table sheet\">\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>B\u1ed9 x\u1eed l\u00fd Intel\u00ae Xeon\u00ae Scalable (T\u00ean m\u00e3 Sapphire Rapids-SP\/EMR-SP\/ Rapids-EE)<\/td>\n<\/tr>\n<tr>\n<td>Chipset<\/td>\n<td>Intel\u00ae C741<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong><a href=\"https:\/\/thegioimaychu.vn\/lanner-edge-ai-appliance-eca-6040-tm9666.html\">Xem th\u00eam<\/a><\/strong><\/p>\n<p>&nbsp;<\/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=23382\">QNAP QAI-h1290FX \u2013 M\u00e1y ch\u1ee7 Edge AI All-Flash cho LLM ri\u00eang, RAG v\u00e0 AI t\u1ea1o sinh<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23156\">GoodVision Real-time Traffic Video Analytics: T\u1ed1i \u01afu Ho\u00e1 Giao Th\u00f4ng Th\u00f4ng Minh V\u1edbi Lanner Edge AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23119\">NVIDIA NGC\u2011ready Low\u2011latency Edge AI: Gi\u1ea3i ph\u00e1p cho Retail, Manufacturing v\u00e0 Smart Cities<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=23050\">So S\u00e1nh &#8220;Kh\u1ee7ng Long&#8221; AI: Jetson Thor vs L4\/L40S \u2013 Khi TFLOPS Kh\u00f4ng K\u1ec3 H\u1ebft C\u00e2u Chuy\u1ec7n<\/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=22784\">QNAP ra m\u1eaft M\u00e1y ch\u1ee7 L\u01b0u tr\u1eef Edge AI: Cu\u1ed9c c\u00e1ch m\u1ea1ng tri\u1ec3n khai tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o t\u1ea1i ch\u1ed7 cho doanh nghi\u1ec7p<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>S&#7921; t&iacute;ch h&#7907;p c&#7911;a AI v&agrave; &#273;i&#7879;n to&aacute;n bi&ecirc;n &#273;&atilde; m&#7903; ra nhi&#7873;u kh&#7843; n&#259;ng trong nhi&#7873;u l&#297;nh v&#7921;c kh&aacute;c nhau. M&#7897;t &#7913;ng d&#7909;ng &#273;&#7863;c bi&#7879;t mang t&iacute;nh bi&#7871;n chuy&#7875;n &#273;&oacute; ch&iacute;nh l&agrave; tri&#7875;n khai c&aacute;c M&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (LLM) tr&ecirc;n c&aacute;c m&#7841;ng 5G ri&ecirc;ng (private network). S&#7921; k&#7871;t h&#7907;p n&agrave;y kh&ocirc;ng ch&#7881;&#8230;<\/p>\n","protected":false},"author":2,"featured_media":20077,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[684,1045,1323],"class_list":["post-20076","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-edge-ai","tag-generative-ai","tag-lanner"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ri\u00eang t\u01b0, an to\u00e0n tr\u00ean m\u1ea1ng 5G ri\u00eang - 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\/xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng-p20076\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ri\u00eang t\u01b0, an to\u00e0n tr\u00ean m\u1ea1ng 5G ri\u00eang - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"S&#7921; t&iacute;ch h&#7907;p c&#7911;a AI v&agrave; &#273;i&#7879;n to&aacute;n bi&ecirc;n &#273;&atilde; m&#7903; ra nhi&#7873;u kh&#7843; n&#259;ng trong nhi&#7873;u l&#297;nh v&#7921;c kh&aacute;c nhau. M&#7897;t &#7913;ng d&#7909;ng &#273;&#7863;c bi&#7879;t mang t&iacute;nh bi&#7871;n chuy&#7875;n &#273;&oacute; ch&iacute;nh l&agrave; tri&#7875;n khai c&aacute;c M&ocirc; h&igrave;nh ng&ocirc;n ng&#7919; l&#7899;n (LLM) tr&ecirc;n c&aacute;c m&#7841;ng 5G ri&ecirc;ng (private network). 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S&#7921; k&#7871;t h&#7907;p n&agrave;y kh&ocirc;ng ch&#7881;...","twitter_image":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/TheGioiMayChu-Blog-LLM-source-code.jpg","twitter_misc":{"Written by":"Vanito Hoang","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng-p20076\/#article","isPartOf":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng-p20076\/"},"author":{"name":"Vanito Hoang","@id":"https:\/\/thegioimaychu.vn\/blog\/#\/schema\/person\/feccec179330cfebfaa805639a357d18"},"headline":"X\u00e2y d\u1ef1ng m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) ri\u00eang t\u01b0, an to\u00e0n tr\u00ean m\u1ea1ng 5G ri\u00eang","datePublished":"2024-07-10T02:02:23+00:00","mainEntityOfPage":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng-p20076\/"},"wordCount":1443,"publisher":{"@id":"https:\/\/thegioimaychu.vn\/blog\/#organization"},"image":{"@id":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/xay-dung-mo-hinh-ngon-ngu-lon-llm-rieng-tu-an-toan-tren-mang-5g-rieng-p20076\/#primaryimage"},"thumbnailUrl":"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2024\/07\/TheGioiMayChu-Blog-LLM-source-code.jpg","keywords":["edge AI","generative AI","Lanner"],"articleSection":["AI - 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