{"id":16321,"date":"2024-05-27T13:33:47","date_gmt":"2024-05-27T06:33:47","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&#038;p=16321"},"modified":"2024-05-30T09:04:47","modified_gmt":"2024-05-30T02:04:47","slug":"llamaindex-and-how-it-works","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/","title":{"rendered":"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI"},"content":{"rendered":"<p><em><strong>LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u c\u1ee7a d\u1eef li\u1ec7u ri\u00eang t\u01b0, cho ph\u00e9p n\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o LLM \u0111\u1ec3 t\u1ea1o v\u00e0 l\u00fd lu\u1eadn ki\u1ebfn th\u1ee9c.\u00a0<\/strong><\/em><\/p>\n<p><span style=\"font-weight: 400;\">Nh\u1edd v\u00e0o s\u1ef1 ph\u00e1t tri\u1ec3n th\u1ea7n t\u1ed1c c\u1ee7a AI trong qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n \u1ee9ng d\u1ee5ng, t\u1eeb \u0111\u00f3 c\u00f3 th\u1ec3 nh\u1eadn ra s\u1ef1 thay \u0111\u1ed5i v\u1ec1 nhu c\u1ea7u ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 kh\u1ea3 n\u0103ng t\u00edch h\u1ee3p d\u1eef li\u1ec7u ri\u00eang t\u01b0 v\u1edbi d\u1eef li\u1ec7u c\u00f4ng khai. Nh\u1eefng y\u1ebfu t\u1ed1 tr\u00ean \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM). C\u00f3 m\u1ed9t s\u1ef1 th\u00e1ch th\u1ee9c kh\u00f4ng h\u1ec1 \u0111\u01a1n gi\u1ea3n m\u00e0 c\u00e1c nh\u00e0 l\u1eadp tr\u00ecnh \u0111\u1ed1i m\u1eb7t ch\u00ednh l\u00e0 h\u1ea7u h\u1ebft d\u1eef li\u1ec7u ri\u00eang t\u01b0 \u0111\u1ec1u kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac. B\u00ean c\u1ea1nh \u0111\u00f3, ch\u00fang hi\u1ec7n l\u1ea1i l\u01b0u tr\u1eef ri\u00eang l\u1ebb c\u0169ng nh\u01b0 kh\u00f4ng \u1edf \u0111\u1ecbnh d\u1ea1ng m\u00e0 LLM c\u00f3 th\u1ec3 d\u1ec5 d\u00e0ng truy c\u1eadp.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">D\u1ef1a v\u00e0o b\u1ed1i c\u1ea3nh k\u1ec3 tr\u00ean, c\u0169ng l\u00e0 l\u00fac c\u00e1c gi\u1ea3i ph\u00e1p nh\u01b0 LlamaIndex ph\u00e1t huy t\u00e1c d\u1ee5ng. V\u1edbi nh\u1eefng \u1ee9ng d\u1ee5ng c\u1ee7a m\u00ecnh, LlamaIndex h\u1ed7 tr\u1ee3 cung c\u1ea5p khung \u0111i\u1ec1u ph\u1ed1i \u0111\u1ec3 x\u00e2y d\u1ef1ng \u1ee9ng d\u1ee5ng LLM. Th\u00f4ng qua vi\u1ec7c \u1ee9ng d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 t\u00edch h\u1ee3p \u0111\u1ec3 nh\u1eadp v\u00e0 truy v\u1ea5n d\u1eef li\u1ec7u ri\u00eang t\u01b0, LlamaIndex c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 nhanh ch\u00f3ng.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Trong b\u00e0i \u0111\u0103ng n\u00e0y, n\u1ed9i dung ch\u1ee7 y\u1ebfu xoay quanh vi\u1ec7c l\u00e0m sao \u0111\u1ec3 LlamaIndex c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0m khung \u0111\u1ec3 t\u00edch h\u1ee3p d\u1eef li\u1ec7u v\u00e0 c\u00e1ch ho\u1ea1t \u0111\u1ed9ng c\u1ee7a n\u00f3?<\/span><\/p>\n<h2><strong>1\/ LlamaIndex l\u00e0 g\u00ec?<\/strong><\/h2>\n<div id=\"attachment_16324\" style=\"width: 610px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16324\" class=\"wp-image-16324 size-medium\" src=\"https:\/\/cdn.bap-software.net\/2024\/05\/27174818\/LlamaIndex-e1716781781228.png\" alt=\"LlamaIndex\" width=\"600\" height=\"245\" \/><p id=\"caption-attachment-16324\" class=\"wp-caption-text\">Gi\u1edbi thi\u1ec7u v\u1ec1 LlamaIndex (Ngu\u1ed3n: Llama 2)<\/p><\/div>\n<p><span style=\"font-weight: 400;\">Trong ph\u1ea7n \u0111\u1ea7u c\u1ee7a b\u00e0i vi\u1ebft c\u00f3 \u0111\u1ec1 c\u1eadp s\u1ee3 b\u1ed9, LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n t\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u c\u1ee7a d\u1eef li\u1ec7u ri\u00eang t\u01b0, cho ph\u00e9p n\u00f3 \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u00e0o LLM \u0111\u1ec3 t\u1ea1o v\u00e0 l\u00fd lu\u1eadn ki\u1ebfn th\u1ee9c.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00e1c \u1ee9ng d\u1ee5ng c\u1ee7a doanh nghi\u1ec7p ph\u1ea3i c\u00f3 kh\u1ea3 n\u0103ng truy c\u1eadp nhi\u1ec1u h\u01a1n thay v\u00ec ch\u1ec9 l\u00e0 d\u1eef li\u1ec7u c\u00f4ng khai m\u00e0 LLM \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o. Ngo\u00e0i ra, n\u00f3 c\u0169ng c\u1ea7n \u0111\u01b0\u1ee3c c\u1ea7n k\u1ebft h\u1ee3p d\u1eef li\u1ec7u c\u1ea5u tr\u00fac,d\u1eef li\u1ec7u lo\u1ea1i phi c\u1ea5u tr\u00fac ho\u1eb7c d\u1eef li\u1ec7u b\u00e1n c\u1ea5u tr\u00fac t\u1eeb t\u1ea5t c\u1ea3 c\u00e1c ngu\u1ed3n b\u00ean trong v\u00e0 b\u00ean ngo\u00e0i.<\/span><\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> B\u00e0i vi\u1ebft li\u00ean quan <\/p>\n\t\t\t\t<div class=\"one_post_contents\">\n\t\t\t\t\t<div class=\"thumb\">\n\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/cdn.bap-software.net\/2022\/10\/interesting-features-of-blockchain.jpg\" alt=\"Gi\u1edbi thi\u1ec7u m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n blockchain hi\u1ec7n nay\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"desc\">\n\t\t\t\t\t\t<h6 class=\"title_one_post\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/blockchain-development-services\/\" title=\"Gi\u1edbi thi\u1ec7u m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n blockchain hi\u1ec7n nay\"> Gi\u1edbi thi\u1ec7u m\u1ed9t s\u1ed1 d\u1ecbch v\u1ee5 ph\u00e1t tri\u1ec3n blockchain hi\u1ec7n nay <\/a>\n\t\t\t\t\t\t<\/h6>\n\t\t\t\t\t\t<div class=\"read_more\">\n\t\t\t\t\t\t\t<p class=\"read_more_text\">\n\t\t\t\t\t\t\t\tBlockchain l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c s\u0103n l\u00f9ng nhi\u1ec1u nh\u1ea5t hi\u1ec7n nay. R\u1ea5t nhi\u1ec1u kh\u00e1ch h\u00e0ng c\u00e1 nh\u00e2n v\u00e0 doanh nghi\u1ec7p \u1edf nhi\u1ec1u l\u0129nh v\u1ef1c \u0111ang t\u00ecm ki\u1ebfm c\u00e1c d?...\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"link_read_more\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/blockchain-development-services\/\"> Xem Th\u00eam\t\t\t\t\t\t\t\t\t<i class=\"fa fa-angle-right\"><\/i>\n\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\n<p><span style=\"font-weight: 400;\">Ch\u00ednh s\u1ef1 t\u00edch h\u1ee3p d\u1eef li\u1ec7u n\u00e0y m\u00e0 LlamaIndex cung c\u1ea5p \u0111\u00e3 \u0111\u01b0a d\u1eef li\u1ec7u t\u1eeb nhi\u1ec1u ngu\u1ed3n sau \u0111\u00f3 nh\u00fang d\u1eef li\u1ec7u \u0111\u00f3 d\u01b0\u1edbi d\u1ea1ng vect\u01a1. Ti\u1ebfp \u0111\u1ebfn. l\u01b0u tr\u1eef d\u1eef li\u1ec7u m\u1edbi \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng vector h\u00f3a trong c\u01a1 s\u1edf d\u1eef li\u1ec7u vect\u01a1. Cu\u1ed1i c\u00f9ng, cho ph\u00e9p c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh s\u1eed d\u1ee5ng d\u1eef li\u1ec7u \u0111\u00f3 \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c t\u00e1c v\u1ee5 ph\u1ee9c t\u1ea1p m\u00e0 kh\u00f4ng c\u00f3 \u0111\u1ed9 tr\u1ec5 ph\u1ea3n h\u1ed3i nh\u1ecf, ch\u1eb3ng h\u1ea1n nh\u01b0 t\u00ecm ki\u1ebfm vect\u01a1.<\/span><\/p>\n<p><strong>C\u00e1c tr\u01b0\u1eddng h\u1ee3p Llamalndex \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u1ea1o c\u00e1c gi\u1ea3i ph\u00e1p chatbot ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean cho ph\u00e9p t\u01b0\u01a1ng t\u00e1c ngay l\u1eadp t\u1ee9c v\u1edbi t\u00e0i li\u1ec7u s\u1ea3n ph\u1ea9m c\u1ee7a b\u1ea1n \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi ng\u01b0\u1eddi ti\u00eau d\u00f9ng.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ph\u00e1t tri\u1ec3n c\u00e1c h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 ki\u1ebfn th\u1ee9c c\u00f3 kh\u1ea3 n\u0103ng th\u00edch \u1ee9ng v\u1edbi c\u00e1c c\u00e2y quy\u1ebft \u0111\u1ecbnh n\u0103ng \u0111\u1ed9ng \u0111\u1ec3 \u0111\u00e1p \u1ee9ng v\u1edbi th\u00f4ng tin li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">S\u1eed d\u1ee5ng ng\u00f4n ng\u1eef t\u1ef1 nhi\u00ean v\u00e0 s\u1ef1 t\u01b0\u01a1ng t\u00e1c c\u1ee7a con ng\u01b0\u1eddi \u0111\u1ec3 t\u01b0\u01a1ng t\u00e1c v\u1edbi l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u c\u00f3 t\u1ed5 ch\u1ee9c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">T\u0103ng c\u01b0\u1eddng d\u1eef li\u1ec7u c\u00f3 s\u1eb5n c\u00f4ng khai b\u1eb1ng c\u00e1ch bao g\u1ed3m c\u00e1c kho ki\u1ebfn th\u1ee9c ri\u00eang t\u01b0 cung c\u1ea5p s\u1ef1 tham gia c\u00f3 m\u1ee5c ti\u00eau cho c\u00e1c \u1ee9ng d\u1ee5ng c\u1ee5 th\u1ec3.<\/span><\/li>\n<\/ul>\n<h2><strong>2\/ L\u1ee3i \u00edch c\u1ee7a LlamaIndex l\u00e0 g\u00ec?<\/strong><\/h2>\n<div id=\"attachment_16322\" style=\"width: 1010px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16322\" class=\"wp-image-16322\" src=\"https:\/\/cdn.bap-software.net\/2024\/05\/27174813\/benefits-of-LlamaIndex.png\" alt=\"benefits of LlamaIndex\" width=\"1000\" height=\"557\" \/><p id=\"caption-attachment-16322\" class=\"wp-caption-text\">L\u1ee3i \u00edch r\u00f5 n\u00e9t m\u00e0 LlamaIndex mang l\u1ea1i (Ngu\u1ed3n: Hacker Noon)<\/p><\/div>\n<p><span style=\"font-weight: 400;\">\u0110\u1ea7u ti\u00ean, khi s\u1eed d\u1ee5ng LlamaIndex, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 vi\u1ec7c nh\u1eadp d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch \u0111\u01a1n gi\u1ea3n h\u00f3a h\u01a1n nh\u1edd v\u00e0o k\u1ebft n\u1ed1i c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u hi\u1ec7n c\u00f3 nh\u01b0 API, PDF, SQL, NoSQL, v\u00e0 nhi\u1ec1u h\u01a1n n\u1eefa \u0111\u1ec3 s\u1eed d\u1ee5ng v\u1edbi c\u00e1c \u1ee9ng d\u1ee5ng LLM.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u01afu \u0111i\u1ec3m th\u1ee9 hai ch\u00ednh l\u00e0 kh\u1ea3 n\u0103ng l\u01b0u tr\u1eef v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c d\u1eef li\u1ec7u ri\u00eang t\u01b0 m\u1ed9t c\u00e1ch nguy\u00ean b\u1ea3n c\u1ee7a LlamaIndex. Ch\u00ednh t\u00ednh n\u0103ng n\u00e0y c\u1ee7a LlamaIndex \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng \u0111\u1ec3 s\u1eed d\u1ee5ng trong c\u00e1c tr\u01b0\u1eddng h\u1ee3p th\u1ef1c t\u1ebf kh\u00e1c nhau, v\u1edbi s\u1ef1 t\u00edch h\u1ee3p ri\u00eang v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u vect\u01a1 ho\u1eb7c l\u01b0u tr\u1eef vect\u01a1 xu\u00f4i d\u00f2ng.\u00a0<\/span><\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> B\u00e0i vi\u1ebft li\u00ean quan <\/p>\n\t\t\t\t<div class=\"one_post_contents\">\n\t\t\t\t\t<div class=\"thumb\">\n\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/cdn.bap-software.net\/2023\/02\/big-data-technologies.jpg\" alt=\"C\u00e1c c\u00f4ng ngh\u1ec7 Big Data h\u00e0ng \u0111\u1ea7u m\u00e0 b\u1ea1n c\u1ea7n bi\u1ebft\u00a0\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"desc\">\n\t\t\t\t\t\t<h6 class=\"title_one_post\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/top-big-data-technologies\/\" title=\"C\u00e1c c\u00f4ng ngh\u1ec7 Big Data h\u00e0ng \u0111\u1ea7u m\u00e0 b\u1ea1n c\u1ea7n bi\u1ebft\u00a0\"> C\u00e1c c\u00f4ng ngh\u1ec7 Big Data h\u00e0ng \u0111\u1ea7u m\u00e0 b\u1ea1n c\u1ea7n bi\u1ebft\u00a0 <\/a>\n\t\t\t\t\t\t<\/h6>\n\t\t\t\t\t\t<div class=\"read_more\">\n\t\t\t\t\t\t\t<p class=\"read_more_text\">\n\t\t\t\t\t\t\t\tTi\u1ebfp n\u1ed1i nh\u1eefng ki\u1ebfn th\u1ee9c v\u1ec1 Big Data l\u00e0 g\u00ec, b\u00e0i vi\u1ebft n\u00e0y s\u1ebd ti\u1ebft l\u1ed9 m\u1ed9t s\u1ed1 c\u00f4ng ngh\u1ec7 h\u00e0ng \u0111\u1ea7u cho d\u1eef li\u1ec7u l\u1edbn m\u00e0 c\u00e1c doanh nghi\u1ec7p c\u00f3 th\u1ec3 s\u1eed d\u1ee5ng. L?...\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"link_read_more\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/top-big-data-technologies\/\"> Xem Th\u00eam\t\t\t\t\t\t\t\t\t<i class=\"fa fa-angle-right\"><\/i>\n\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\n<p><span style=\"font-weight: 400;\">\u0110i\u1ec3m c\u1ed9ng cu\u1ed1i c\u00f9ng khi nh\u1eafc \u0111\u1ebfn l\u1ee3i \u00edch c\u1ee7a LlamaIndex ch\u00ednh l\u00e0 giao di\u1ec7n truy v\u1ea5n t\u00edch h\u1ee3p. L<\/span><span style=\"font-weight: 400;\">lamaIndex hi\u1ec7n \u0111ang cung c\u1ea5p kh\u1ea3 n\u0103ng tr\u1ea3 v\u1ec1 c\u00e1c ph\u1ea3n h\u1ed3i n\u00e2ng cao ki\u1ebfn th\u1ee9c t\u1eeb l\u1eddi nh\u1eafc \u0111\u1ea7u v\u00e0o tr\u00ean d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n.<\/span><\/p>\n<h2><strong>3\/ LlamaIndex ho\u1ea1t \u0111\u1ed9ng nh\u01b0 th\u1ebf n\u00e0o?<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean LLM y\u00eau c\u1ea7u s\u1eed d\u1ee5ng c\u00e1c c\u00f4ng c\u1ee5 \u0111\u1ec3 qu\u1ea3n l\u00fd v\u00f2ng \u0111\u1eddi t\u1eeb \u0111\u1ea7u \u0111\u1ebfn cu\u1ed1i do khung LlamaIndex cung c\u1ea5p. X\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng d\u1ef1a tr\u00ean LLM l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 v\u00ec c\u00e1c \u1ee9ng d\u1ee5ng n\u00e0y c\u1ea7n d\u1eef li\u1ec7u, th\u01b0\u1eddng t\u1eeb nhi\u1ec1u ngu\u1ed3n v\u00e0 kh\u00f4ng tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t c\u1ea5u tr\u00fac d\u1eef li\u1ec7u ti\u00eau chu\u1ea9n. C\u1ea7n c\u00f3 nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u, m\u1ed9t s\u1ed1 c\u00f3 c\u1ea5u tr\u00fac cao v\u00e0 m\u1ed9t s\u1ed1 kh\u00f4ng c\u00f3 c\u1ea5u tr\u00fac.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 l\u00fac h\u1ed9p c\u00f4ng c\u1ee5 nh\u1eadp d\u1eef li\u1ec7u v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c c\u1ee7a LlamaIndex tr\u1edf n\u00ean h\u1eefu \u00edch. C\u00e1c \u1ee9ng d\u1ee5ng th\u1ebf h\u1ec7 t\u0103ng c\u01b0\u1eddng truy xu\u1ea5t (Cloth) c\u00f3 th\u1ec3 truy c\u1eadp d\u1eef li\u1ec7u v\u00e0 h\u1ed7 tr\u1ee3 LLM b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng giao di\u1ec7n truy v\u1ea5n LlamaIndex sau khi n\u00f3 \u0111\u01b0\u1ee3c nh\u1eadp v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c.<\/span><\/p>\n<div id=\"attachment_16323\" style=\"width: 1010px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16323\" class=\"wp-image-16323\" src=\"https:\/\/cdn.bap-software.net\/2024\/05\/27174815\/LlamaIndex-How-it-works.gif\" alt=\"LlamaIndex How it works\" width=\"1000\" height=\"707\" \/><p id=\"caption-attachment-16323\" class=\"wp-caption-text\">C\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a LlamaIndex (Ngu\u1ed3n: Medium)<\/p><\/div>\n<ul>\n<li><b>Nh\u1eadp<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">H\u00e0ng tr\u0103m tr\u00ecnh t\u1ea3i d\u1eef li\u1ec7u c\u00f3 s\u1eb5n tr\u00ean LlamaIndex cho ph\u00e9p t\u00edch h\u1ee3p c\u00e1c ngu\u1ed3n d\u1eef li\u1ec7u duy nh\u1ea5t v\u1edbi LLM. N\u00f3 li\u00ean k\u1ebft c\u00e1c plugin ph\u1ed5 bi\u1ebfn \u0111\u1ec3 t\u1ea3i d\u1eef li\u1ec7u t\u1eeb t\u1ec7p, t\u00e0i li\u1ec7u JSON, t\u1ec7p CSV c\u01a1 b\u1ea3n v\u00e0 d\u1eef li\u1ec7u phi c\u1ea5u tr\u00fac v\u1edbi c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1ng s\u1eb5n nh\u01b0 Jira, Salesforce, Airtable v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p kh\u00e1c.<\/span><\/p>\n<ul>\n<li><b>L\u1eadp ch\u1ec9 m\u1ee5c<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Sau khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c nh\u1eadp v\u00e0o, n\u00f3 ph\u1ea3i \u0111\u01b0\u1ee3c bi\u1ec3u di\u1ec5n b\u1eb1ng to\u00e1n h\u1ecdc \u0111\u1ec3 LLM c\u00f3 th\u1ec3 truy v\u1ea5n n\u00f3 m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng. M\u1ed9t ch\u1ec9 m\u1ee5c s\u1eed d\u1ee5ng LlamaIndex ch\u1ec9 cung c\u1ea5p kh\u1ea3 n\u0103ng bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u theo m\u1ed9t s\u1ed1 chi\u1ec1u m\u1ed9t c\u00e1ch to\u00e1n h\u1ecdc.<\/span><\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> B\u00e0i vi\u1ebft li\u00ean quan <\/p>\n\t\t\t\t<div class=\"one_post_contents\">\n\t\t\t\t\t<div class=\"thumb\">\n\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/cdn.bap-software.net\/2022\/06\/What-is-Metaverse.png\" alt=\"T\u1ed5ng quan v\u1ec1 Metaverse v\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 v\u0169 tr\u1ee5 \u1ea3o\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"desc\">\n\t\t\t\t\t\t<h6 class=\"title_one_post\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/metaverse-overview\/\" title=\"T\u1ed5ng quan v\u1ec1 Metaverse v\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 v\u0169 tr\u1ee5 \u1ea3o\"> T\u1ed5ng quan v\u1ec1 Metaverse v\u00e0 nh\u1eefng \u0111i\u1ec1u c\u1ea7n bi\u1ebft v\u1ec1 v\u0169 tr\u1ee5 \u1ea3o <\/a>\n\t\t\t\t\t\t<\/h6>\n\t\t\t\t\t\t<div class=\"read_more\">\n\t\t\t\t\t\t\t<p class=\"read_more_text\">\n\t\t\t\t\t\t\t\tV\u00e0o th\u00e1ng 10\/2021, c\u1ee5m t\u1eeb \u201cMetaverse\u201d \u0111\u00e3 tr\u1edf th\u00e0nh t\u1eeb kh\u00f3a hot v\u00e0 \u0111\u01b0\u1ee3c quan t\u00e2m s\u00f4i n\u1ed5i. Kh\u1edfi ngu\u1ed3n l\u00e0 t\u1eeb s\u1ef1 ki\u1ec7n Mark Zuckerberg \u0111\u1ed5i t\u00ean c\u00f4ng ty Facebook th...\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"link_read_more\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/metaverse-overview\/\"> Xem Th\u00eam\t\t\t\t\t\t\t\t\t<i class=\"fa fa-angle-right\"><\/i>\n\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\n<ul>\n<li><b>Truy v\u1ea5n<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0110\u00e2y l\u00e0 l\u00fac LlamaIndex v\u00e0 LLM b\u1eaft \u0111\u1ea7u b\u1ed9c l\u1ed9 ti\u1ec1m n\u0103ng th\u1ef1c s\u1ef1 c\u1ee7a m\u00ecnh. T\u00ecm ki\u1ebfm LlamaIndex \u0111\u01b0\u1ee3c th\u1ec3 hi\u1ec7n b\u1eb1ng ng\u00f4n ng\u1eef ph\u1ed5 bi\u1ebfn b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng kh\u00e1i ni\u1ec7m \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 k\u1ef9 thu\u1eadt nhanh ch\u00f3ng v\u00ec \u0111\u00e2y kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ed9t b\u1ed9 h\u01b0\u1edbng d\u1eabn ph\u1ee9c t\u1ea1p \u0111\u1ec3 h\u1ee3p nh\u1ea5t ho\u1eb7c k\u1ebft h\u1ee3p v\u00e0 kh\u00e1m ph\u00e1 d\u1eef li\u1ec7u. Sau khi d\u1eef li\u1ec7u c\u1ee7a b\u1ea1n \u0111\u00e3 \u0111\u01b0\u1ee3c nh\u1eadp v\u00e0 l\u1eadp ch\u1ec9 m\u1ee5c, c\u00e1ch ti\u1ebfp c\u1eadn d\u1ec5 d\u00e0ng nh\u1ea5t \u0111\u1ec3 xem c\u00e1ch ng\u01b0\u1eddi d\u00f9ng t\u01b0\u01a1ng t\u00e1c v\u1edbi d\u1eef li\u1ec7u \u0111\u00f3 l\u00e0 coi truy v\u1ea5n nh\u01b0 m\u1ed9t qu\u00e1 tr\u00ecnh \u0111\u1eb7t truy v\u1ea5n v\u00e0 nh\u1eadn c\u00e2u tr\u1ea3 l\u1eddi.<\/span><\/p>\n<h2><strong>4\/ C\u00e1c ch\u1ec9 m\u1ee5c trong LlamaIndex<\/strong><\/h2>\n<ul>\n<li><b>Danh s\u00e1ch ch\u1ec9 m\u1ee5c:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ch\u1ec9 m\u1ee5c LlamaIndex n\u00e0y l\u00fd t\u01b0\u1edfng \u0111\u1ec3 l\u01b0u tr\u1eef nh\u1eefng th\u1ee9 c\u00f3 c\u1ea5u tr\u00fac theo th\u1eddi gian. L\u1ee3i \u00edch l\u00e0, m\u1eb7c d\u00f9 d\u1eef li\u1ec7u c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u0111i\u1ec1u tra k\u1ef9 l\u01b0\u1ee1ng nh\u01b0ng th\u00f4ng tin tr\u00ecnh t\u1ef1 m\u1eabu th\u1ef1c hi\u1ec7n ph\u1ea7n l\u1edbn c\u00f4ng vi\u1ec7c t\u1ed1i \u01b0u h\u00f3a \u0111\u1ec3 t\u00ecm ki\u1ebfm n\u00f3.<\/span><\/p>\n<ul>\n<li><b>Ch\u1ec9 m\u1ee5c c\u00e2y:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ch\u1ec9 m\u1ee5c c\u00e2y c\u1ee7a LlamaIndex cho ph\u00e9p truy\u1ec1n t\u1ea3i hi\u1ec7u qu\u1ea3 kh\u1ed1i l\u01b0\u1ee3ng d\u1eef li\u1ec7u kh\u1ed5ng l\u1ed3 \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c ph\u00e2n \u0111o\u1ea1n v\u0103n b\u1ea3n c\u1ee5 th\u1ec3 t\u00f9y thu\u1ed9c v\u00e0o \u0111\u01b0\u1eddng d\u1eabn t\u00ecm ki\u1ebfm.<\/span><\/p>\n<ul>\n<li><b>Ch\u1ec9 m\u1ee5c l\u01b0u tr\u1eef vect\u01a1:<\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Ch\u1ec9 m\u1ee5c l\u01b0u tr\u1eef vect\u01a1 l\u00e0 c\u00e1ch tri\u1ec3n khai tr\u1ecf \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng th\u01b0\u1eddng xuy\u00ean nh\u1ea5t do t\u00ednh linh ho\u1ea1t c\u1ee7a ch\u00fang trong vi\u1ec7c bi\u1ec3u di\u1ec5n d\u1eef li\u1ec7u, bao g\u1ed3m c\u00e1c th\u00e0nh ph\u1ea7n t\u00ecm ki\u1ebfm tra c\u1ee9u v\u00e0 t\u01b0\u01a1ng t\u1ef1.<\/span><\/p>\n<ul>\n<li><b>Ch\u1ec9 m\u1ee5c t\u1eeb kh\u00f3a: <\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">L\u1eadp ch\u1ec9 m\u1ee5c t\u1eeb kh\u00f3a l\u00e0 m\u1ed9t k\u1ef9 thu\u1eadt th\u00f4ng th\u01b0\u1eddng h\u01a1n \u0111\u1ec3 \u00e1nh x\u1ea1 th\u1ebb si\u00eau d\u1eef li\u1ec7u ho\u1eb7c t\u1eeb kh\u00f3a t\u1edbi c\u00e1c n\u00fat c\u1ee5 th\u1ec3 c\u00f3 ch\u1ee9a c\u00e1c thu\u1eadt ng\u1eef \u0111\u00f3. Vi\u1ec7c \u00e1nh x\u1ea1 n\u00e0y t\u1ea1o ra m\u1ed9t m\u1ea1ng l\u01b0\u1edbi c\u00e1c li\u00ean k\u1ebft d\u1ef1a tr\u00ean t\u1eeb kh\u00f3a v\u00ec m\u1ed9t t\u1eeb kh\u00f3a c\u00f3 th\u1ec3 \u00e1nh x\u1ea1 t\u1edbi m\u1ed9t s\u1ed1 n\u00fat v\u00e0 m\u1ed9t n\u00fat c\u00f3 th\u1ec3 \u00e1nh x\u1ea1 t\u1edbi nhi\u1ec1u t\u1eeb kh\u00f3a.\u00a0<\/span><\/p>\n<h2><strong>5\/ C\u00e1ch c\u00e0i \u0111\u1eb7t LlamaIndex nhanh ch\u00f3ng v\u00e0 hi\u1ec7u qu\u1ea3:<\/strong><\/h2>\n<div id=\"attachment_16325\" style=\"width: 1010px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16325\" class=\"wp-image-16325\" src=\"https:\/\/cdn.bap-software.net\/2024\/05\/27174819\/What-is-LlamaIndex.webp\" alt=\"What is LlamaIndex\" width=\"1000\" height=\"562\" \/><p id=\"caption-attachment-16325\" class=\"wp-caption-text\">H\u01b0\u1edbng d\u1eabn c\u00e0i \u0111\u1eb7t LlamaIndex (Ngu\u1ed3n: gifthub)<\/p><\/div>\n<p><span style=\"font-weight: 400;\">Ph\u01b0\u01a1ng ph\u00e1p c\u00e0i \u0111\u1eb7t LlamaIndex r\u1ea5t d\u1ec5 d\u00e0ng. C\u00e0i \u0111\u1eb7t n\u00f3 tr\u1ef1c ti\u1ebfp t\u1eeb Pip ho\u1eb7c t\u1eeb ngu\u1ed3n l\u00e0 m\u1ed9t t\u00f9y ch\u1ecdn.<\/span><\/p>\n<h3><strong>1. C\u00e0i \u0111\u1eb7t qua Pip<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Th\u1ef1c hi\u1ec7n l\u1ec7nh n\u00e0y: pip install llama-index<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">L\u01b0u \u00fd: \u0110\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 ch\u01b0\u01a1ng tr\u00ecnh nh\u1ea5t \u0111\u1ecbnh, bao g\u1ed3m NLTK v\u00e0 HuggingFace, LlamaIndex c\u00f3 th\u1ec3 t\u1ea3i xu\u1ed1ng v\u00e0 l\u01b0u c\u00e1c t\u1ec7p c\u1ee5c b\u1ed9 trong khi c\u00e0i \u0111\u1eb7t. S\u1eed d\u1ee5ng bi\u1ebfn m\u00f4i tr\u01b0\u1eddng &#8220;LLAMA_INDEX_CACHE_DIR&#8221; \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh v\u1ecb tr\u00ed cho c\u00e1c t\u1ec7p n\u00e0y.<\/span><\/li>\n<\/ul>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> B\u00e0i vi\u1ebft li\u00ean quan <\/p>\n\t\t\t\t<div class=\"one_post_contents\">\n\t\t\t\t\t<div class=\"thumb\">\n\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/cdn.bap-software.net\/2023\/12\/08230700\/AIsoftwaredevelopment1.jpg\" alt=\"AI trong ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m: AI t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nh\u01b0 th\u1ebf n\u00e0o?\" \/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"desc\">\n\t\t\t\t\t\t<h6 class=\"title_one_post\">\n\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/ai-in-software-development\/\" title=\"AI trong ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m: AI t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nh\u01b0 th\u1ebf n\u00e0o?\"> AI trong ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m: AI t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn vi\u1ec7c ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m nh\u01b0 th\u1ebf n\u00e0o? <\/a>\n\t\t\t\t\t\t<\/h6>\n\t\t\t\t\t\t<div class=\"read_more\">\n\t\t\t\t\t\t\t<p class=\"read_more_text\">\n\t\t\t\t\t\t\t\tQu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m th\u01b0\u1eddng bao g\u1ed3m nhi\u1ec1u giai \u0111o\u1ea1n ph\u1ee9c t\u1ea1p. \u0110\u1ec3 gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u00e0 ti\u1ebft ki\u1ec7m th\u1eddi gian cho nh\u00e0 ph\u00e1t tri\u1ec3n, AI \u0111\u00e3 \u0111\u01b0\u1ee3c \u00e1p d...\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<p class=\"link_read_more\">\n\t\t\t\t\t\t\t\t<a href=\"https:\/\/bap-software.net\/vi\/knowledge\/ai-in-software-development\/\"> Xem Th\u00eam\t\t\t\t\t\t\t\t\t<i class=\"fa fa-angle-right\"><\/i>\n\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\n<h3><strong>2. Thi\u1ebft l\u1eadp tr\u1ef1c ti\u1ebfp t\u1eeb ngu\u1ed3n:<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Git clone <a href=\"https:\/\/github.com\/jerryjliu\/llama_index.git\" rel=\"nofollow\">https:\/\/github.com\/jerryjliu\/llama_index.git<\/a> \u0111\u1ec3 b\u1eaft \u0111\u1ea7u v\u1edbi d\u1ef1 \u00e1n LlamaIndex tr\u00ean GitHub.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sau khi nh\u00e2n b\u1ea3n, m\u1edf th\u01b0 m\u1ee5c d\u1ef1 \u00e1n.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Poetry l\u00e0 c\u1ea7n thi\u1ebft \u0111\u1ec3 x\u1eed l\u00fd c\u00e1c g\u00f3i ph\u1ee5 thu\u1ed9c.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00e2y gi\u1edd h\u00e3y d\u00f9ng Poetry \u0111\u1ec3 x\u00e2y d\u1ef1ng th\u1ebf gi\u1edbi \u1ea3o: poetry shell<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">C\u00e0i \u0111\u1eb7t g\u00f3i l\u00f5i c\u1ea7n thi\u1ebft cu\u1ed1i c\u00f9ng b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng: poetry install<\/span><\/li>\n<\/ul>\n<h2><strong>6\/ K\u1ebft lu\u1eadn<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">T\u00f3m l\u1ea1i, LlamaIndex l\u00e0 n\u01a1i tuy\u1ec7t v\u1eddi \u0111\u1ec3 b\u1eaft \u0111\u1ea7u nh\u1eadp, l\u1eadp ch\u1ec9 m\u1ee5c v\u00e0 truy v\u1ea5n. V\u00ec l\u1ebd \u0111\u00f3 n\u1ebfu nh\u01b0 b\u1ea1n c\u1ea7n t\u00ecm c\u00f4ng c\u1ee5 \u0111\u1ec3 x\u00e2y d\u1ef1ng m\u1ed9t \u1ee9ng d\u1ee5ng AI t\u1ed5ng qu\u00e1t \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng t\u1eadn d\u1ee5ng d\u1eef li\u1ec7u ri\u00eang t\u01b0 c\u1ee7a b\u1ea1n v\u00e0 k\u1ebft h\u1ee3p d\u1eef li\u1ec7u \u0111\u00f3 v\u00e0o kh\u1ea3 n\u0103ng t\u01b0\u01a1ng t\u00e1c b\u1ea1n c\u00f3 th\u1ec3 c\u00e2n nh\u1eafc LlamaIndex. Ngo\u00e0i ra, tr\u00ean n\u1ec1n t\u1ea3ng c\u1ee7a ch\u00fang t\u00f4i c\u00f2n r\u1ea5t nhi\u1ec1u c\u00e1c b\u00e0i vi\u1ebft li\u00ean quan m\u00e0 b\u1ea1n c\u00f3 th\u1ec3 kh\u00e1m ph\u00e1 n\u1ebfu c\u00f3 nhu c\u1ea7u.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">N\u1ebfu b\u1ea1n \u0111ang t\u00ecm ki\u1ebfm m\u1ed9t \u0111\u01a1n v\u1ecb cung d\u1ecbch d\u1ecbch v\u1ee5 t\u01b0 v\u1ea5n v\u00e0 ph\u00e1t tri\u1ec3n d\u1ef1 \u00e1n, \u0111\u1eebng ng\u1ea7n ng\u1ea1i <a href=\"https:\/\/bap-software.net\/vi\/contact\/\">li\u00ean h\u1ec7 v\u1edbi BAP Software<\/a>. Ch\u00fang t\u00f4i lu\u00f4n s\u1eb5n s\u00e0ng h\u1ed7 tr\u1ee3 b\u1ea1n.<\/span><\/p>","protected":false},"author":25,"featured_media":16325,"template":"","meta":{"_acf_changed":false},"tags":[10265,10264,10266],"blog-cat":[2058],"class_list":["post-16321","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","tag-ai-applications","tag-llamaindex-setup","tag-llm-application","blog-cat-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI<\/title>\n<meta name=\"description\" content=\"LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/\" \/>\n<meta property=\"og:locale\" content=\"vi_VN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI\" \/>\n<meta property=\"og:description\" content=\"LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/\" \/>\n<meta property=\"og:site_name\" content=\"C\u00f4ng Ty C\u1ed5 Ph\u1ea7n \u0110\u1ea7u T\u01b0 V\u00e0 C\u00f4ng Ngh\u1ec7 BAP\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/bap32\" \/>\n<meta property=\"article:modified_time\" content=\"2024-05-30T02:04:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.bap-software.net\/2024\/05\/27174819\/What-is-LlamaIndex.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1366\" \/>\n\t<meta property=\"og:image:height\" content=\"768\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@bapsoftware\" \/>\n<meta name=\"twitter:label1\" content=\"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc\" \/>\n\t<meta name=\"twitter:data1\" content=\"20 ph\u00fat\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/\",\"url\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/\",\"name\":\"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cdn.bap-software.net\\\/2024\\\/05\\\/27174819\\\/What-is-LlamaIndex.webp\",\"datePublished\":\"2024-05-27T06:33:47+00:00\",\"dateModified\":\"2024-05-30T02:04:47+00:00\",\"description\":\"LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c...\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/#breadcrumb\"},\"inLanguage\":\"vi\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[[\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/\"]]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"vi\",\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/#primaryimage\",\"url\":\"https:\\\/\\\/cdn.bap-software.net\\\/2024\\\/05\\\/27174819\\\/What-is-LlamaIndex.webp\",\"contentUrl\":\"https:\\\/\\\/cdn.bap-software.net\\\/2024\\\/05\\\/27174819\\\/What-is-LlamaIndex.webp\",\"width\":1366,\"height\":768,\"caption\":\"What is LlamaIndex\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/llamaindex-and-how-it-works\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Knowledge\",\"item\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/knowledge\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/#website\",\"url\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/\",\"name\":\"C\u00f4ng Ty C\u1ed5 Ph\u1ea7n \u0110\u1ea7u T\u01b0 V\u00e0 C\u00f4ng Ngh\u1ec7 BAP\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/bap-software.net\\\/vi\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"vi\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI","description":"LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c...","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/","og_locale":"vi_VN","og_type":"article","og_title":"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI","og_description":"LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c...","og_url":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/","og_site_name":"C\u00f4ng Ty C\u1ed5 Ph\u1ea7n \u0110\u1ea7u T\u01b0 V\u00e0 C\u00f4ng Ngh\u1ec7 BAP","article_publisher":"https:\/\/www.facebook.com\/bap32","article_modified_time":"2024-05-30T02:04:47+00:00","og_image":[{"width":1366,"height":768,"url":"https:\/\/cdn.bap-software.net\/2024\/05\/27174819\/What-is-LlamaIndex.webp","type":"image\/webp"}],"twitter_card":"summary_large_image","twitter_site":"@bapsoftware","twitter_misc":{"\u01af\u1edbc t\u00ednh th\u1eddi gian \u0111\u1ecdc":"20 ph\u00fat"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/","url":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/","name":"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI","isPartOf":{"@id":"https:\/\/bap-software.net\/vi\/#website"},"primaryImageOfPage":{"@id":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/#primaryimage"},"image":{"@id":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/#primaryimage"},"thumbnailUrl":"https:\/\/cdn.bap-software.net\/2024\/05\/27174819\/What-is-LlamaIndex.webp","datePublished":"2024-05-27T06:33:47+00:00","dateModified":"2024-05-30T02:04:47+00:00","description":"LlamaIndex \u0111\u01b0\u1ee3c gi\u1edbi thi\u1ec7u l\u00e0 m\u1ed9t khung \u0111i\u1ec1u ph\u1ed1i ho\u1eb7c khung d\u1eef li\u1ec7u gi\u00fap \u0111\u01a1n gi\u1ea3n h\u00f3a vi\u1ec7c x\u00e2y d\u1ef1ng c\u00e1c \u1ee9ng d\u1ee5ng LLM. LlamaIndex cung c\u1ea5p kh\u1ea3 n\u0103ng th\u1ef1c...","breadcrumb":{"@id":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/#breadcrumb"},"inLanguage":"vi","potentialAction":[{"@type":"ReadAction","target":[["https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/"]]}]},{"@type":"ImageObject","inLanguage":"vi","@id":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/#primaryimage","url":"https:\/\/cdn.bap-software.net\/2024\/05\/27174819\/What-is-LlamaIndex.webp","contentUrl":"https:\/\/cdn.bap-software.net\/2024\/05\/27174819\/What-is-LlamaIndex.webp","width":1366,"height":768,"caption":"What is LlamaIndex"},{"@type":"BreadcrumbList","@id":"https:\/\/bap-software.net\/vi\/knowledge\/llamaindex-and-how-it-works\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/bap-software.net\/vi\/"},{"@type":"ListItem","position":2,"name":"Knowledge","item":"https:\/\/bap-software.net\/vi\/knowledge\/"},{"@type":"ListItem","position":3,"name":"LlamaIndex: Gi\u1ea3i ph\u00e1p t\u00edch h\u1ee3p d\u1eef li\u1ec7u cho c\u00e1c \u1ee9ng d\u1ee5ng AI"}]},{"@type":"WebSite","@id":"https:\/\/bap-software.net\/vi\/#website","url":"https:\/\/bap-software.net\/vi\/","name":"C\u00f4ng Ty C\u1ed5 Ph\u1ea7n \u0110\u1ea7u T\u01b0 V\u00e0 C\u00f4ng Ngh\u1ec7 BAP","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/bap-software.net\/vi\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"vi"}]}},"_links":{"self":[{"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/knowledge\/16321","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/knowledge"}],"about":[{"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/types\/knowledge"}],"author":[{"embeddable":true,"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/users\/25"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/media\/16325"}],"wp:attachment":[{"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/media?parent=16321"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/tags?post=16321"},{"taxonomy":"blog-cat","embeddable":true,"href":"https:\/\/bap-software.net\/vi\/wp-json\/wp\/v2\/blog-cat?post=16321"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}