{"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\/kr\/knowledge\/llamaindex-and-how-it-works\/","title":{"rendered":"LlamaIndex: AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \ub370\uc774\ud130 \ud1b5\ud569 \uc194\ub8e8\uc158"},"content":{"rendered":"<p><em><strong>LlamaIndex\ub294 \ub17c\ubb38\uc758 \uccab \ubc88\uc9f8 \ubd80\ubd84\uc5d0\uc11c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\uc744 \ub354 \uc27d\uac8c \ub9cc\ub4dc\ub294 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub610\ub294 \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\ub85c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LlamaIndex GitHub\ub294 \ub370\uc774\ud130 \uc99d\uac15 \uad6c\ud604\uc744 \uc81c\uacf5\ud558\uc5ec \uc9c0\uc2dd \uc0dd\uc0b0\uacfc \ucd94\ub860\uc744 \uc704\ud574 \ube44\uacf5\uac1c \ub370\uc774\ud130\ub97c LLM\uc5d0 \ud1b5\ud569\ud558\ub294 \uac83\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/strong><\/em><\/p>\n<p>\ube44\uacf5\uac1c \ub370\uc774\ud130\uc640 \uacf5\uac1c \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud560 \uc218 \uc788\ub294 \uc694\uad6c \uc0ac\ud56d\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc774\ub294 \uc8fc\ub85c AI\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc758 \ube60\ub978 \ubc1c\uc804 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc740 \uc55e\uc11c \uc5b8\uae09\ud55c \uad6c\uc131 \uc694\uc18c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud504\ub85c\uadf8\ub798\uba38\ub4e4\uc740 \ub300\ubd80\ubd84\uc758 \ube44\uacf5\uac1c \ub370\uc774\ud130\uac00 \ube44\uad6c\uc870\ud654\ub418\uc5b4 \uc788\ub2e4\ub294 \ubcf5\uc7a1\ud55c \uc7a5\ubcbd\uc5d0 \uc9c1\uba74\ud574 \uc788\uc2b5\ub2c8\ub2e4. \ub354\uc6b1\uc774, \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 LLM\uc774 \uc27d\uac8c \uc811\uadfc\ud560 \uc218 \uc788\ub294 \ud615\uc2dd\uc774 \uc544\ub2c8\uba70, \ubcc4\ub3c4\ub85c \uc800\uc7a5\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \ubc30\uacbd\uc744 \uace0\ub824\ud560 \ub54c, LlamaIndex \uc720\ud615\uc758 \uc194\ub8e8\uc158\uc774 \uad00\ub828\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4. LlamaIndex\ub294 LLM \uc571 \uac1c\ubc1c\uc744 \uc704\ud55c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c \uc81c\uacf5\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4. LlamaIndex\ub294 \ube44\uacf5\uac1c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uac80\uc0c9\ud558\uae30 \uc704\ud55c \ub0b4\uc7a5 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc791\uc5c5\uc744 \ube60\ub974\uac8c \uc644\ub8cc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae30\uc0ac\uc5d0\uc11c \uc8fc\uc694 \ub17c\uc758 \uc8fc\uc81c\ub294 LlamaIndex\uac00 \ub370\uc774\ud130 \ud1b5\ud569\uc744 \uc704\ud55c \ud504\ub808\uc784\uc6cc\ud06c\ub85c \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0\uc785\ub2c8\ub2e4.<\/p>\n<h2><strong>1\/ LlamaIndex\ub780 \ubb34\uc5c7\uc778\uac00?<\/strong><\/h2>\n<div id=\"attachment_16324\" style=\"width: 729px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16324\" class=\"wp-image-16324 size-full\" src=\"https:\/\/cdn.bap-software.net\/2024\/05\/27174818\/LlamaIndex-e1716781781228.png\" alt=\"LlamaIndex\" width=\"719\" height=\"293\" \/><p id=\"caption-attachment-16324\" class=\"wp-caption-text\">LlamaIndex\ub780 \ubb34\uc5c7\uc778\uac00? (\ucd9c\ucc98: Llama 2)<\/p><\/div>\n<p>LlamaIndex\ub294 \ub17c\ubb38\uc758 \uccab \ubc88\uc9f8 \ubd80\ubd84\uc5d0\uc11c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\uc744 \ub354 \uc27d\uac8c \ub9cc\ub4dc\ub294 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub610\ub294 \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\ub85c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LlamaIndex GitHub\ub294 \ub370\uc774\ud130 \uc99d\uac15 \uad6c\ud604\uc744 \uc81c\uacf5\ud558\uc5ec \uc9c0\uc2dd \uc0dd\uc0b0\uacfc \ucd94\ub860\uc744 \uc704\ud574 \ube44\uacf5\uac1c \ub370\uc774\ud130\ub97c LLM\uc5d0 \ud1b5\ud569\ud558\ub294 \uac83\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc5c5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub294 LLM\uc774 \ud559\uc2b5\ud558\ub294 \uacf5\uac1c \ub370\uc774\ud130\uc5d0\ub9cc \uad6d\ud55c\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc870\uc9c1\ud654\ub418\uc5c8\ub4e0, \ube44\uad6c\uc870\ud654\ub418\uc5c8\ub4e0, \ubc18\uad6c\uc870\ud654\ub418\uc5c8\ub4e0 \ubaa8\ub4e0 \ub0b4\ubd80 \ubc0f \uc678\ubd80 \ucd9c\ucc98\uc758 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> \uad00\ub828 \uae30\uc0ac <\/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=\"\ud604\uc7ac \ube14\ub85d\uccb4\uc778 \uac1c\ubc1c \uc11c\ube44\uc2a4 \uc911 \uc77c\ubd80\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.\" \/>\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\/kr\/knowledge\/blockchain-development-services\/\" title=\"\ud604\uc7ac \ube14\ub85d\uccb4\uc778 \uac1c\ubc1c \uc11c\ube44\uc2a4 \uc911 \uc77c\ubd80\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.\"> \ud604\uc7ac \ube14\ub85d\uccb4\uc778 \uac1c\ubc1c \uc11c\ube44\uc2a4 \uc911 \uc77c\ubd80\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4. <\/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\t\ube14\ub85d\uccb4\uc778\uc740 \uc624\ub298\ub0a0 \uac00\uc7a5 \ub192\uc740 \uc218\uc694\ub97c \ubc1b\ub294 \uae30\uc220 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ub9ce\uc740 \ubd84\uc57c\uc758 \uac1c\uc778 \ubc0f \uae30\uc5c5 \uace0\uac1d\ub4e4\uc774 \ube44\uc988\ub2c8\uc2a4 \ud504\ub85c\uc138\uc2a4\ub97c \uc704\ud574 \ube14\ub85d\uccb4\uc778 \uac1c\ubc1c \uc11c\ube44\uc2a4?...\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\/kr\/knowledge\/blockchain-development-services\/\"> \ub354 \ubcf4\uae30\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>LlamaIndex GitHub\ub294 \uc5ec\ub7ec \uc18c\uc2a4\uc5d0\uc11c \uc785\ub825\uc744 \ubc1b\uc544 \uc774\ub97c \ubca1\ud130 \ud615\uc2dd\uc73c\ub85c \uc784\ubca0\ub529\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc774\ub7ec\ud55c \ub370\uc774\ud130 \ud1b5\ud569\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc73c\ub85c, \uc0c8\ub85c \ubca1\ud130\ud654\ub41c \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. \uad81\uadf9\uc801\uc73c\ub85c, \ud504\ub85c\uadf8\ub7a8\uc774 \uadf8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ube60\ub978 \ubc18\uc751 \uc2dc\uac04\uc73c\ub85c \ubca1\ud130 \uac80\uc0c9\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p><strong>LlamaIndex\uac00 \uc801\uc6a9\ub418\ub294 \uc0c1\ud669:<\/strong><\/p>\n<ul>\n<li>\uc18c\ube44\uc790\uc640 \uc790\uc5f0\uc2a4\ub7fd\uac8c \uc18c\ud1b5\ud558\uae30 \uc704\ud574, \uc81c\ud488 \uc790\ub8cc\uc640 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uc790\uc5f0\uc5b4 \ucc57\ubd07 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc0c8\ub85c\uc6b4 \uc815\ubcf4\uc5d0 \ub530\ub77c \ud56d\uc0c1 \ubcc0\ud654\ud558\ub294 \uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\ub294 \uc9c0\uc2dd \uc9c0\uc6d0 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub300\ud654\ud615 \uc5b8\uc5b4\uc640 \ub300\uc778 \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubc29\ub300\ud55c \uc591\uc758 \uc870\uc9c1\ud654\ub41c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li>\uacf5\uac1c \ub370\uc774\ud130\ub97c \ubcf4\uc644\ud558\uae30 \uc704\ud574 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud2b9\ud654 \uc0c1\ud638\uc791\uc6a9\uc744 \ud1b5\ud574 \ube44\uacf5\uac1c \uc9c0\uc2dd \ud480\uc744 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2><strong>2\/ LlamaIndex\uc758 \uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/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\">LlamaIndex\uac00 \uc81c\uacf5\ud558\ub294 \uba85\ud655\ud55c \uc774\uc810\ub4e4 (\ucd9c\ucc98: Hacker Noon)<\/p><\/div>\n<p>LlamaIndex\ub97c \uc0ac\uc6a9\ud558\ub294 \uccab \ubc88\uc9f8 \uc774\uc810\uc740 \uace0\uac1d\uc774 \ud604\uc7ac\uc758 \ub370\uc774\ud130 \uc18c\uc2a4(APIs, PDFs, SQL, NoSQL \ub4f1)\ub97c LLM\uacfc \uc5f0\uacb0\ud558\uc5ec \uac04\ud3b8\ud55c \ub370\uc774\ud130 \uc785\ub825 \uc9c0\uc6d0\uc744 \ubc1b\uc744 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8 \uc774\uc810\uc740 LlamaIndex\uac00 \ube44\uacf5\uac1c \ub370\uc774\ud130\ub97c \ub124\uc774\ud2f0\ube0c \ubc29\uc2dd\uc73c\ub85c \uc778\ub371\uc2f1\ud558\uace0 \uc800\uc7a5\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640\uc758 \uace0\uc720\ud55c \uc0c1\ud638\uc791\uc6a9\uacfc \ubca1\ud130 \ub370\uc774\ud130\ub97c \ub2e4\uc6b4\uc2a4\ud2b8\ub9bc\uc5d0 \uc800\uc7a5\ud560 \uc218 \uc788\ub294 \ub2a5\ub825 \ub355\ubd84\uc5d0 LlamaIndex\ub294 \ub2e4\uc591\ud55c \uc2e4\uc81c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc720\uc6a9\ud55c \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud1b5\ud569\ub41c \ucffc\ub9ac \uc778\ud130\ud398\uc774\uc2a4\ub294 LlamaIndex\uc758 \ub9c8\uc9c0\ub9c9 \uc7a5\uc810\uc785\ub2c8\ub2e4. \ud604\uc7ac LlamaIndex GitHub\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc785\ub825 \ud504\ub86c\ud504\ud2b8\uc5d0 \uc9c0\uc2dd \ud5a5\uc0c1 \uc751\ub2f5\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> \uad00\ub828 \uae30\uc0ac <\/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=\"\uc54c\uc544\uc57c \ud560 \ucd5c\uace0\uc758 \ube45\ub370\uc774\ud130 \uae30\uc220\ub4e4\" \/>\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\/kr\/knowledge\/top-big-data-technologies\/\" title=\"\uc54c\uc544\uc57c \ud560 \ucd5c\uace0\uc758 \ube45\ub370\uc774\ud130 \uae30\uc220\ub4e4\"> \uc54c\uc544\uc57c \ud560 \ucd5c\uace0\uc758 \ube45\ub370\uc774\ud130 \uae30\uc220\ub4e4 <\/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\t\"\ube45\ub370\uc774\ud130\ub780 \ubb34\uc5c7\uc778\uac00?\"\uc5d0 \ub300\ud55c \uc9c0\uc2dd\uc744 \uc774\uc5b4\uac00\uba74, \uc774 \uae30\uc0ac\ub294 \uae30\uc5c5\uc774 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc8fc\uc694 \ube45\ub370\uc774\ud130 \uae30\uc220 \uc911 \uc77c\ubd80\ub97c \uacf5\uac1c\ud560 \uac83\uc785\ub2c8\ub2e4. \uc804 \uc138\uacc4\uc801\uc73c\ub85c \uc0dd?...\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\/kr\/knowledge\/top-big-data-technologies\/\"> \ub354 \ubcf4\uae30\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<h2><strong>3\/ LlamaIndex\ub294 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?<\/strong><\/h2>\n<p>LlamaIndex GitHub \ud504\ub808\uc784\uc6cc\ud06c\uc758 \ub05d\uc5d0\uc11c \ub05d\uae4c\uc9c0\uc758 \uc0dd\uba85 \uc8fc\uae30 \uad00\ub9ac \uae30\ub2a5\uc740 LLM \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. LLM \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud558\ub294 \uac83\uc740 \ub9ce\uc740 \uc18c\uc2a4\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ud544\uc694\ub85c \ud558\uace0, \uc77c\ubc18\uc801\uc778 \ub370\uc774\ud130 \ud615\uc2dd\uc744 \ub530\ub974\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc5d0 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud615\uc2dd\uc774 \ud544\uc694\ud558\uba70, \uc77c\ubd80\ub294 \uace0\ub3c4\ub85c \uc870\uc9c1\ud654\ub418\uc5b4 \uc788\uace0, \uc77c\ubd80\ub294 \uadf8\ub807\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n<p>LlamaIndex\uac00 \uc81c\uacf5\ud558\ub294 \uc778\ub371\uc2f1 \ubc0f \ub370\uc774\ud130 \uac00\uc838\uc624\uae30 \ud234\ud0b7\uc740 \uc774\ub7ec\ud55c \uc0c1\ud669\uc5d0\uc11c \uc720\uc6a9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uac00 \uac00\uc838\uc640\uc9c0\uace0 \uc778\ub371\uc2f1\ub41c \ud6c4\uc5d0\ub294 RAG(\ub9ac\ud2b8\ub9ac\ubc8c \ud5a5\uc0c1 \uc0dd\uc131) \uc571\uc774 LlamaIndex \ucffc\ub9ac \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec LLM\uc5d0 \uc811\uadfc\ud558\uace0 \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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\"><strong>LlamaIndex\uc758 \uc791\ub3d9 \ubc29\uc2dd (\ucd9c\ucc98: Medium)<\/strong><\/p><\/div>\n<ul>\n<li><strong>Import<\/strong><\/li>\n<\/ul>\n<p>\uace0\uc720\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c LLM\uacfc \ud1b5\ud569\ud558\ub294 \uac83\uc740 LlamaIndex\uc5d0\uc11c \uc811\uadfc\ud560 \uc218 \uc788\ub294 \uc218\ubc31 \uac00\uc9c0\uc758 \ub370\uc774\ud130 \ub85c\ub354 \ub355\ubd84\uc5d0 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc774\ub294 Jira, Salesforce, Airtable \ub4f1\uacfc \uac19\uc740 \uc0ac\uc804 \uad6c\ucd95\ub41c \uc194\ub8e8\uc158\uc744 \ud30c\uc77c, JSON \ubb38\uc11c, \uac04\ub2e8\ud55c CSV \ud30c\uc77c \ubc0f \ube44\uad6c\uc870\ud654 \ub370\uc774\ud130\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud558\uae30 \uc704\ud55c \uc798 \uc54c\ub824\uc9c4 \ud50c\ub7ec\uadf8\uc778\uacfc \uacb0\ud569\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Indexing<\/strong><\/li>\n<\/ul>\n<p>LLM\uc774 \ub370\uc774\ud130\ub97c \uc27d\uac8c \ucffc\ub9ac\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc785\ub825\ub41c \ub370\uc774\ud130\uac00 \uc218\ud559\uc801\uc73c\ub85c \ud45c\ud604\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. LlamaIndex GitHub\uc758 \uc778\ub371\uc2a4\ub294 \ud2b9\uc815 \ucc28\uc6d0\uc5d0 \ub530\ub77c \ub370\uc774\ud130\uc758 \uc218\ud559\uc801 \ud45c\ud604\uc744 \ud5c8\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> \uad00\ub828 \uae30\uc0ac <\/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=\"Metaverse overview and things to know about virtual universes\" \/>\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\/kr\/knowledge\/metaverse-overview\/\" title=\"Metaverse overview and things to know about virtual universes\"> Metaverse overview and things to know about virtual universes <\/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\tIn October 2021, the phrase \"Metaverse\" became a hot keyword and was of intense interest. The origin is from the event that Mark Zuckerberg changed the name of Facebook company to Meta (derived from M...\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\/kr\/knowledge\/metaverse-overview\/\"> \ub354 \ubcf4\uae30\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><strong>Query<\/strong><\/li>\n<\/ul>\n<p>\uc774 \ub2e8\uacc4\uc5d0\uc11c LLM\uacfc LlamaIndex\ub294 \uadf8\ub4e4\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ubc1c\ud718\ud558\uae30 \uc2dc\uc791\ud569\ub2c8\ub2e4. LlamaIndex \uac80\uc0c9\uc740 \ub370\uc774\ud130\ub97c \ubcd1\ud569, \uacb0\ud569 \ubc0f \uc870\uc0ac\ud558\uae30 \uc704\ud55c \ubcf5\uc7a1\ud55c \uba85\ub839 \ubaa8\uc74c\uc774 \uc544\ub2c8\uba70, \uc989\uc11d\uc5d0\uc11c \uc811\uadfc \ubc29\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud3c9\uc774\ud55c \uc601\uc5b4\ub85c \uc81c\uc2dc\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130\uac00 \uc218\uc9d1\ub418\uace0 \uc778\ub371\uc2f1\ub41c \ud6c4 \uc0ac\ub78c\ub4e4\uc774 \ub370\uc774\ud130\uc640 \uc0c1\ud638 \uc791\uc6a9\ud558\ub294 \uac00\uc7a5 \uac04\ub2e8\ud55c \ubc29\ubc95\uc740 \uc9c8\uc758(\ucffc\ub9ac)\ub97c \uc9c8\ubb38\ud558\uace0 \uc751\ub2f5\uc744 \ubc1b\ub294 \uc808\ucc28\ub85c \uac04\uc8fc\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2><strong>4\/ LlamaIndex\uc758 \uc778\ub371\uc2a4<\/strong><\/h2>\n<ul>\n<li><strong>Index list:<\/strong><\/li>\n<\/ul>\n<p>\uc774 LlamaIndex \uc778\ub371\uc2a4\ub294 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub97c \uc2dc\uac04\uc5d0 \uac78\uccd0 \uc800\uc7a5\ud558\ub294 \ub370 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4. \uc774\uc810\uc740 \ub370\uc774\ud130\uac00 \ucca0\uc800\ud788 \uc870\uc0ac\ub420 \uc218 \uc788\uc9c0\ub9cc, \uc0d8\ud50c \uc21c\uc11c \uc815\ubcf4\uac00 \uac80\uc0c9\uc744 \uc704\ud55c \ucd5c\uc801\ud654 \uc791\uc5c5\uc758 \ub300\ubd80\ubd84\uc744 \uc218\ud589\ud55c\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Tree index:<\/strong><\/li>\n<\/ul>\n<p>LlamaIndex\uc758 \ud2b8\ub9ac \uc778\ub371\uc2a4\ub294 \uac80\uc0c9 \uacbd\ub85c\uc5d0 \ub530\ub77c \ud2b9\uc815 \ud14d\uc2a4\ud2b8 \uc138\uadf8\uba3c\ud2b8\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ud0d0\uc0c9\ud560 \uc218 \uc788\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Vector store index:<\/strong><\/li>\n<\/ul>\n<p>\ubca1\ud130 \uc2a4\ud1a0\uc5b4 \uc778\ub371\uc2a4\ub294 \ub370\uc774\ud130 \ud45c\ud604\uc758 \ub2e4\uc591\uc131 \ub54c\ubb38\uc5d0 \uac00\uc7a5 \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \ud3ec\uc778\ud305 \uad6c\ud604\uc785\ub2c8\ub2e4. \uc774\ub294 \uc870\ud68c \ubc0f \uc720\uc0ac\uc131 \uac80\uc0c9 \uad6c\uc131 \uc694\uc18c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Keyword index:<\/strong><\/li>\n<\/ul>\n<p>\uc774 \uc778\ub371\uc2a4\ub294 \ud2b9\uc815 \ub178\ub4dc\uc5d0 \ud574\ub2f9 \uc6a9\uc5b4\ub97c \ud3ec\ud568\ud558\ub294 \uc815\ubcf4 \ud0dc\uadf8 \ub610\ub294 \ud0a4\uc6cc\ub4dc\ub97c \uc5f0\uacb0\ud558\ub294 \ub354 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud0a4\uc6cc\ub4dc\ub294 \uc5ec\ub7ec \ub178\ub4dc\uc5d0 \uc5f0\uacb0\ub420 \uc218 \uc788\uace0, \ub178\ub4dc\ub294 \uc5ec\ub7ec \ud0a4\uc6cc\ub4dc\uc5d0 \uc5f0\uacb0\ub420 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc774\ub7ec\ud55c \uc5f0\uacb0\uc740 \ud0a4\uc6cc\ub4dc \uae30\ubc18 \ub9c1\ud06c\uc758 \ub124\ud2b8\uc6cc\ud06c\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/p>\n<h2><strong>5\/ LlamaIndex\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc124\uce58\ud558\ub294 \ubc29\ubc95:<\/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\"><strong>About LlamaIndex (\ucd9c\ucc98: Zilliz)<\/strong><\/p><\/div>\n<p>The LlamaIndex \uc124\uce58 \ubc29\ubc95\uc740 \uac04\ub2e8\ud569\ub2c8\ub2e4. Pip \ub610\ub294 \uc18c\uc2a4\ub85c \uc9c1\uc811 \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ol>\n<li>\n<h3><strong>Pip\ub97c \ud1b5\ud55c \uc124\uce58<\/strong><\/h3>\n<\/li>\n<\/ol>\n<p>\ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc2e4\ud589\ud558\uc2ed\uc2dc\uc624: pip install llama-index<\/p>\n<p>\ucc38\uace0: NLTK \ubc0f HuggingFace\ub97c \ud3ec\ud568\ud55c \ud2b9\uc815 \ud504\ub85c\uadf8\ub7a8\uc758 \uacbd\uc6b0, LlamaIndex\uac00 \uc124\uce58 \uc911\uc5d0 \ub85c\uceec \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacbd\uc6b0, \ud658\uacbd \ubcc0\uc218 &#8220;LLAMA_INDEX_CACHE_DIR&#8221;\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774 \ud30c\uc77c\ub4e4\uc758 \uc704\uce58\ub97c \uc815\uc758\ud558\uc2ed\uc2dc\uc624.<\/p>\n\t\t\t<div class=\"related_one_post\">\n\t\t\t\t<p class=\"title_label\"> \uad00\ub828 \uae30\uc0ac <\/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 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c: \uc778\uacf5 \uc9c0\ub2a5\uc774 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc5d0 \uc5b4\ub5bb\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uac00?\" \/>\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\/kr\/knowledge\/ai-in-software-development\/\" title=\"AI \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c: \uc778\uacf5 \uc9c0\ub2a5\uc774 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc5d0 \uc5b4\ub5bb\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uac00?\"> AI \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c: \uc778\uacf5 \uc9c0\ub2a5\uc774 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c\uc5d0 \uc5b4\ub5bb\uac8c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294\uac00? <\/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\t\uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \ud504\ub85c\uc138\uc2a4\ub294 \uc885\uc885 \uc5ec\ub7ec \ubcf5\uc7a1\ud55c \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \ube44\uc6a9\uc744 \uc904\uc774\uace0 \uac1c\ubc1c\uc790\uc758 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uae30 \uc704\ud574 \uc778\uacf5 \uc9c0\ub2a5\uc774 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \ud504\ub85c?...\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\/kr\/knowledge\/ai-in-software-development\/\"> \ub354 \ubcf4\uae30\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<ol start=\"2\">\n<li>\n<h3><strong>\uc18c\uc2a4\uc5d0\uc11c \uc9c1\uc811 \uc124\uc815<\/strong><\/h3>\n<\/li>\n<\/ol>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>GitHub\uc5d0\uc11c LlamaIndex \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\ub824\uba74 \ub2e4\uc74c\uc744 \uc2e4\ud589\ud558\uc2ed\uc2dc\uc624: git clone <a href=\"https:\/\/github.com\/jerryjliu\/llama_index.git\" target=\"_new\" rel=\"nofollow noopener\">https:\/\/github.com\/jerryjliu\/llama_index.git<\/a><\/li>\n<li>\ubcf5\uc81c\ud55c \ud6c4\uc5d0 \ud504\ub85c\uc81d\ud2b8 \ud3f4\ub354\ub97c \uc5fd\ub2c8\ub2e4.<\/li>\n<li>\uc885\uc18d \ud328\ud0a4\uc9c0\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 Poetry\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774\uc81c \uac00\uc0c1 \ud658\uacbd\uc744 \ub9cc\ub4e4\uae30 \uc704\ud574 Poetry\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4: poetry shell<\/li>\n<li>\ub9c8\uc9c0\ub9c9\uc73c\ub85c \ud544\uc694\ud55c \ud575\uc2ec \ud328\ud0a4\uc9c0\ub97c \uc124\uce58\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4: poetry install<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><strong>6\/ \uacb0\ub860<\/strong><\/h2>\n<p>\uc694\uc57d\ud558\uba74, LlamaIndex\ub294 \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\uace0 \uc778\ub371\uc2f1\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \uc6b0\uc218\ud55c \uc2dc\uc791\uc810\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc77c\ubc18\uc801\uc778 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 \ub3c4\uad6c\ub97c \ucc3e\uc544\uc57c \ud560 \uacbd\uc6b0, LlamaIndex\ub294 \uac1c\uc778 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uace0 \uc0c1\ud638 \uc791\uc6a9 \uae30\ub2a5\uc73c\ub85c \ud3ec\ud568\ud574\uc57c \ud558\ub294 \uc81c\ud488\uc744 \ubc1c\uacac\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud544\uc694\ud55c \uacbd\uc6b0, \uc800\ud76c \uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc591\ud55c \uad00\ub828 \uae30\uc0ac\ub97c \ucc3e\uc544\ubcfc \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucee8\uc124\ud305 \ubc0f \ud504\ub85c\uc81d\ud2b8 \uac1c\ubc1c \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 \ud68c\uc0ac\ub97c \ucc3e\uace0 \uc788\ub2e4\uba74, <a href=\"https:\/\/bap-software.net\/kr\/contact\/\">BAP Software\uc5d0 \uc5b8\uc81c\ub4e0\uc9c0 \uc5f0\ub77d\ud558\uc138\uc694<\/a>. \uc6b0\ub9ac\ub294 \ud56d\uc0c1 \uc9c0\uc6d0\uc5d0 \uc900\ube44\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/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 v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>LlamaIndex: AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \ub370\uc774\ud130 \ud1b5\ud569 \uc194\ub8e8<\/title>\n<meta name=\"description\" content=\"LlamaIndex\ub294 \ub17c\ubb38\uc758 \uccab \ubc88\uc9f8 \ubd80\ubd84\uc5d0\uc11c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\uc744 \ub354 \uc27d\uac8c \ub9cc\ub4dc\ub294 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub610\ub294 \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\ub85c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. 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