{"id":2719,"date":"2024-06-19T04:10:54","date_gmt":"2024-06-18T19:10:54","guid":{"rendered":"https:\/\/manvscloud.com\/?p=2719"},"modified":"2024-07-20T23:43:23","modified_gmt":"2024-07-20T14:43:23","slug":"ncloud-%eb%84%a4%ec%9d%b4%eb%b2%84-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-%ec%84%9c%eb%b9%84%ec%8a%a4%eb%a5%bc-%ed%99%9c%ec%9a%a9%ed%95%9c-ai-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98-with-rag-pipeline","status":"publish","type":"post","link":"https:\/\/manvscloud.com\/?p=2719","title":{"rendered":"[NCLOUD] \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud55c AI \uc544\ud0a4\ud14d\ucc98 (With RAG Pipeline)"},"content":{"rendered":"\n<p>\uc548\ub155\ud558\uc138\uc694. MANVSCLOUD \uae40\uc218\ud604\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc5bc\ub9c8 \uc804\uae4c\uc9c0\ub9cc \ud574\ub3c4 \uc6b0\ub9ac\ub294 \uc778\ud130\ub137 \uc5c6\uc774\ub294 \ubd88\ud3b8\uc744 \uacaa\uc5c8\ub358 \uc2dc\ub300\uc5d0 \uc0b4\uc558\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\uc81c\ub294 AI \uae30\uc220 \uc5c6\uc774\ub294 \uc77c\uc0c1 \uc0dd\ud65c\uacfc \uc9c1\uc7a5\uc5d0\uc11c \ud070 \ubd88\ud3b8\ud568\uc744 \uacbd\ud5d8\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. AI\ub294 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c \ud544\uc218\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\uc73c\uba70 \ucd5c\uadfc\uc5d0\ub294 IT \uad00\ub828 \uc9c1\ubb34\uc5d0\uc11c\ub3c4 AI \uc5ed\ub7c9\uc774 \ud544\uc218 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\ub610\ud55c \uc9c0\ub09c\ud574 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \uc720\uc800 \ucee4\ubba4\ub2c8\ud2f0(NCUC) \uc5f0\ub9d0 MeetUp\uc5d0\uc11c \uc800\ub294 \uad00\uc2ec \ud0a4\uc6cc\ub4dc\ub85c Gen AI, Serverless, FinOps\ub97c \uc5b8\uae09\ud558\uba70 2024\ub144\ub3c4\uc5d0 \uc9d1\uc911 \ud559\uc2b5\ud558\uaca0\ub2e4\uace0 \ub9d0\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\uc774\uc5d0 \ub530\ub77c 6\uc6d4 1\uc77c &#8216;AI \ub9c9\ucc28 \ud0d1\uc2b9: HyperCLOVA X \ud504\ub85c\uc81d\ud2b8 \ucc4c\ub9b0\uc9c0&#8217;\ub97c \uae30\ud68d \ubc0f \uc6b4\uc601\ud558\uac8c \ub418\uc5c8\uace0 \uc774 \ud65c\ub3d9\uc744 \ud1b5\ud574 \ud559\uc2b5\ud55c \ub0b4\uc6a9\uc758 \uc77c\ubd80\ub97c \uacf5\uc720\ub4dc\ub9ac\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background\"> HyperCLOVA X\uc640 CLOVA Studio<\/h3>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-manvscloud wp-block-embed-manvscloud\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"jX5rx7YDop\"><a href=\"https:\/\/manvscloud.com\/?p=2121\">[NCLOUD] CLOVA AI : \ud55c\uad6d\uc5d0 \ud2b9\ud654\ub41c \uc778\uacf5\uc9c0\ub2a5<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;[NCLOUD] CLOVA AI : \ud55c\uad6d\uc5d0 \ud2b9\ud654\ub41c \uc778\uacf5\uc9c0\ub2a5&#8221; &#8212; ManVSCloud\" src=\"https:\/\/manvscloud.com\/?p=2121&#038;embed=true#?secret=AwwBQaMeSc#?secret=jX5rx7YDop\" data-secret=\"jX5rx7YDop\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">https:\/\/manvscloud.com\/?p=2121<\/figcaption><\/figure>\n\n\n\n<p>\ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\ub97c \uc774\uc6a9\ud558\uc5ec AI \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e4\uae30 \uc804\uc5d0 HyperCLOVA X\uc640 CLOVA Studio\uc5d0 \ub300\ud574 \uba3c\uc800 \uc54c\uc544\uc57c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub2e8, \uc774\ubbf8 \uc81c \ube14\ub85c\uadf8\uc5d0\uc11c HyperCLOVA X\uc5d0 \ub300\ud574 \ub2e4\ub8ec \uc801\uc774 \uc788\uae30\ub54c\ubb38\uc5d0 \uae38\uac8c \uc124\uba85\ud558\uc9c0 \uc54a\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac04\ub2e8\ud558\uac8c \uc124\uba85\ub4dc\ub9ac\uc790\uba74 HyperCLOVA X\ub294 \ub124\uc774\ubc84\uc758 \ucd5c\uc2e0 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\ub85c \ud2b9\ud788 \ud55c\uad6d\uc5b4 \ucc98\ub9ac \ub2a5\ub825\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uae30\uc874 HyperCLOVA\ub97c \ud55c \ub2e8\uacc4 \uc5c5\uadf8\ub808\uc774\ub4dc\ud55c \ubc84\uc804\uc774\uba70 \ub6f0\uc5b4\ub09c \uc774\ud574\ub825\uacfc \uc751\ub2f5 \ub2a5\ub825\uc744 \ubcf4\uc5ec \uc90d\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc774\ub7ec\ud55c \uace0\uae09 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ub9de\ucda4\ud615 AI \uc11c\ube44\uc2a4\ub97c \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \uac1c\ubc1c \ub3c4\uad6c\uac00 \ubc14\ub85c CLOVA Studio\uc785\ub2c8\ub2e4. CLOVA Studio\ub294 \ud29c\ub2dd, \uc784\ubca0\ub529, \uc2a4\ud0ac \ud2b8\ub808\uc774\ub108\uc640 \uac19\uc740 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \uc0ac\uc6a9\uc790\uc758 \ud2b9\uc815 \ubaa9\uc801\uc5d0 \ub9de\ucdb0 \uc11c\ube44\uc2a4\ub97c \uc138\ubc00\ud558\uac8c \uc870\uc815\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\ub294 \uc790\uc2e0\ub9cc\uc758 \uc804\ubb38\uc801\uc778 AI \uc11c\ube44\uc2a4\ub97c \uc27d\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background\"> RAG(Retrieval-Augmented Generation)<\/h3>\n\n\n\n<p>\ucd94\uac00\ub85c \uc774 \ube14\ub85c\uadf8\uc758 \uc8fc\uc81c\uac00 &#8216;\ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud55c AI \uc544\ud0a4\ud14d\ucc98 (With RAG Pipeline)&#8217;\uc774\ubbc0\ub85c RAG\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc870\uae08 \uc124\uba85\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \ub610\ud55c Vector Database\uc640 LangChain\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc870\uae08 \ub367\ubd99\uc5ec\ubcf4\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul>\n<li><strong>RAG(\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131)\uc774\ub780?<\/strong><br>: RAG\ub294 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc678\ubd80 \ub370\uc774\ud130 \uc138\ud2b8 \ub610\ub294 \uc9c0\uc2dd \uae30\ubc18 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ucc38\uc870\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub85c \uae30\uc874 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \uc218\uc815\ud558\uc9c0 \uc54a\uace0 \uacb0\ud569\ud558\uc5ec \uc815\ud655\ud558\uace0 \uad00\ub828\uc131 \ub192\uc740 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\uae30 \uc704\ud574 \uac80\uc0c9 \uae30\ub2a5\uc744 \uc774\uc6a9\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uad00\ub828 \uc815\ubcf4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac80\uc0c9\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uc5ec, \uc815\ubcf4\uc758 \ucd5c\uc2e0\uc131\uacfc \uad00\ub828\uc131\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uac8c \ub418\uae30\uc5d0 \uc2e4\uc2dc\uac04 \uc815\ubcf4 \ubc18\uc601\uc774 \uc911\uc694\ud55c \ucc57\ubd07, \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul>\n<li><strong>RAG\ub97c \uc704\ud55c \uad6c\uc131 \uc694\uc18c<\/strong>\n<ul>\n<li><span style=\"text-decoration: underline;\">Data Preprocessing (Extract\/Parse, Chunk)<\/span>\n<ul>\n<li>\ubb38\ub9e5\uc744 \uc774\ud574\ud55c \ubb38\ub2e8 \ubd84\ub9ac: \ubb38\uc11c\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \ub2e8\uc704\ub85c \ub0b4\uc6a9\uc744 \ubd84\ud560\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Document Loading: \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \ubb38\uc11c\ub97c \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Text Segmentation, Summarization: \ud14d\uc2a4\ud2b8\ub97c \uc138\ubd84\ud654\ud558\uace0 \uc694\uc57d\ud558\uc5ec \uc911\uc694 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud569\ub2c8\ub2e4.<br><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">Embedding<\/span>\n<ul>\n<li>\uc720\uc0ac\uc131\uc744 \uac00\uc9c0\uace0 \uc788\ub294 Vector \uc81c\uacf5: \ubb38\uc11c \ub0b4\uc6a9\uc744 \ubca1\ud130 \ud615\ud0dc\ub85c \ud45c\ud604\ud558\uc5ec \uc720\uc0ac \ubb38\uc11c \uac80\uc0c9\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uace0\ucc28\uc6d0\uc758 \ubca1\ud130\ub97c \ud1b5\ud574 \uc138\ubc00\ud55c \ub370\uc774\ud130 \uc81c\uacf5: \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud2b9\uc131\uc744 \uc815\uad50\ud558\uac8c \ub9e4\ud551\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>LLM\uc744 \uc774\uc6a9\ud55c \ub370\uc774\ud130 \uc7ac\uc0dd\uc131: \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud574 \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \ud574\uc11d\ud558\uace0 \uc0dd\uc131 \uacfc\uc815\uc5d0 \ud1b5\ud569\ud569\ub2c8\ub2e4.<br><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">Vector Database (Index)<\/span>\n<ul>\n<li>Vector \uae30\ubc18 \ub370\uc774\ud130 \uc800\uc7a5: \uc0dd\uc131\ub41c \ubca1\ud130\ub4e4\uc744 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc720\uc0ac\uc131 \uac80\uc0c9: \uc800\uc7a5\ub41c \ubca1\ud130\ub4e4 \uc911 \uc720\uc0ac\ud55c \ud56d\ubaa9\uc744 \ube60\ub974\uac8c \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac: \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul>\n<li><strong>RAG(Retrieval-Augmented Generation)\uc640 Fine-Tuning\uc758 \ucc28\uc774<\/strong><br>: \ub458 \ub2e4 \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc744 \ud2b9\uc815 \uc791\uc5c5\uc774\ub098 \uc694\uad6c\uc5d0 \ub9de\uac8c \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95\ub860\uc774\uc9c0\ub9cc \ucc28\uc774\uac00 \uc788\uc2b5\ub2c8\ub2e4.<br><em>1) RAG\ub294 \uc2e4\uc2dc\uac04 \uc815\ubcf4 \uac80\uc0c9\uacfc \ud1b5\ud569\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \ubc18\uba74 Fine Tuning\uc740 \ud2b9\uc815 \ub3c4\uba54\uc778\uc774\ub098 \uc791\uc5c5\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \uc804\ubb38\uc131\uc744 \uac15\ud654\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucda4<\/em><br><br><em>2) RAG\ub294 \ub3d9\uc801\uc73c\ub85c \ubcc0\ud654\ud558\ub294 \uc678\ubd80 \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uc5ec \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ubc18\uba74 Fine Tuning\uc740 \uc8fc\uc5b4\uc9c4 \ud2b9\uc815 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \uc7ac\ud559\uc2b5\ud568<\/em><br><br><em>3) RAG\ub294 \uc815\ubcf4 \uac80\uc0c9\uc774 \uc911\uc694\ud55c \uc9c8\uc758\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc774\ub098 \ucc57\ubd07 \ub4f1\uc5d0\uc11c \uc720\uc6a9\ud558\uba70 Fine Tuning\uc740 \ud2b9\uc815 \ubd84\uc57c\uc758 \uc804\ubb38 \uc9c0\uc2dd\uc744 \ud544\uc694\ub85c \ud558\ub294 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc720\uc6a9\ud568<\/em><br>\n<ul>\n<li><span style=\"text-decoration: underline;\">RAG (Retrieval-Augmented Generation)<\/span><br>: RAG\ub294 \uac80\uc0c9 \uae30\ub2a5\uc744 \uc774\uc6a9\ud558\uc5ec \uad00\ub828 \uc815\ubcf4\ub97c \ucc3e\uc544\ub0b4\uace0 \uadf8 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. RAG\ub294 \ud2b9\ud788 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ubb38\uc11c \uc9d1\ud569\uc5d0\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uc5ec \uc774\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc0c1\uc138\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. RAG\uc758 \uc8fc\ub41c \ubaa9\uc801\uc740 \uc815\ubcf4\uc758 \uc815\ud655\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\ub294 \uac83\uc774\uba70 \ubcc0\ud654\ud558\ub294 \ub370\uc774\ud130\uc5d0 \ub300\uc751\ud558\ub294 \ub2a5\ub825\uc744 \uac15\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<br><\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">Fine-Tuning<\/span><br>: Fine Tuning\uc740 \uae30\uc874\uc5d0 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378(\uc608: GPT, BERT \ub4f1)\uc744 \ud2b9\uc815 \uc791\uc5c5\uc774\ub098 \ub3c4\uba54\uc778\uc5d0 \ub9de\uac8c \ucd94\uac00\uc801\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0a4\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc774 \uac00\uc9c4 \uc77c\ubc18\uc801\uc778 \uc5b8\uc5b4 \uc774\ud574 \ub2a5\ub825\uc744 \ubc14\ud0d5\uc73c\ub85c, \ud2b9\uc815 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ub354\uc6b1 \ud2b9\ud654\uc2dc\ud0a4\ub294 \uac83\uc744 \ubaa9\uc801\uc73c\ub85c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubc95\ub960, \uc758\ub8cc, \ud2b9\uc815 \uae30\uc220 \ubd84\uc57c \ub4f1 \ud2b9\uc815 \uc8fc\uc81c\uc5d0 \ub300\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul>\n<li><strong>Embedding\uc758 \uc5ed\ud560\uacfc \uc911\uc694\uc131<\/strong>\n<ul>\n<li><span style=\"text-decoration: underline;\">\uc815\uc758<\/span> : Embedding\uc740 \ud14d\uc2a4\ud2b8\ub098 \uac1d\uccb4\ub97c \uc218\uce58\ud654\ub41c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \uc0dd\uc131\ub41c \ubca1\ud130\ub294 \ub2e8\uc5b4\ub098 \ubb38\uc7a5\uc758 \uc758\ubbf8\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\uba70 \uc774\ub7ec\ud55c \ubca1\ud130\ub4e4\uc740 \uc720\uc0ac\ub3c4 \uce21\uc815 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc785\ub825\uc73c\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e8\uc5b4, \ubb38\uc7a5, \ubb38\uc11c \uac04\uc758 \uc720\uc0ac\ub3c4\ub97c \uacc4\uc0b0\ud558\uace0 \uc758\ubbf8\uc801, \ubb38\ubc95\uc801 \uc815\ubcf4\ub97c \ud568\ucd95\uc801\uc73c\ub85c \ub098\ud0c0\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br><\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">\ubaa8\ub378 \uc608\uc2dc<\/span> :\n<ul>\n<li><em>Word2Vec, GloVe<\/em>: \ub2e8\uc5b4\ub97c \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\uc5ec \ub2e8\uc5b4 \uac04 \uc720\uc0ac\ub3c4\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><em>BERT Embeddings:<\/em> \ubb38\uc7a5 \uc804\uccb4\uc758 \ubb38\ub9e5\uc744 \ubc18\uc601\ud55c \ubca1\ud130\ub97c \uc0dd\uc131\ud558\uc5ec \ub354 \uc815\uad50\ud55c \uc758\ubbf8 \ubd84\uc11d\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul>\n<li><strong>Vector Database\uc758 \uac1c\ub150\uacfc \uc608<\/strong>\n<ul>\n<li><span style=\"text-decoration: underline;\">\uc815\uc758<\/span> : Vector Database\ub294 \ubca1\ud130 \ud615\ud0dc\ub85c \uc800\uc7a5\ub41c \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \uc0dd\uc131\ub41c \ubca1\ud130\ub4e4\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0, \uc720\uc0ac \ubca1\ud130 \uac80\uc0c9\uc744 \uc704\ud55c \uc0c9\uc778 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub294 \uc720\uc0ac\ub3c4 \uae30\ubc18 \uac80\uc0c9\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc5ec RAG \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \ub54c\ubb38\uc5d0 \uac80\uc0c9 \ubaa8\ub4c8\uc5d0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<br><\/li>\n\n\n\n<li><span style=\"text-decoration: underline;\">\uc608\uc2dc<\/span> : \n<ul>\n<li><strong>Faiss<\/strong> : \uace0\ucc28\uc6d0 \ubca1\ud130\uc758 \uc720\uc0ac\uc131 \uac80\uc0c9\uc5d0 \ucd5c\uc801\ud654\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub300\uaddc\ubaa8 \ubca1\ud130 \uac80\uc0c9\uc744 \ube60\ub974\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Elasticsearch : \ud14d\uc2a4\ud2b8\uc640 \ubca1\ud130 \ub370\uc774\ud130 \ubaa8\ub450\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\ud55c \uac80\uc0c9 \uc5d4\uc9c4\uc73c\ub85c, \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ub370\uc774\ud130 \uac80\uc0c9\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>PostgreSQL<\/strong>(+PGVector) : PostgreSQL\uc740 \uc804\ud1b5\uc801\uc778 \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. PGVector \ud655\uc7a5\uc744 \ucd94\uac00\ud568\uc73c\ub85c\uc368 PostgreSQL\uc740 \ubca1\ud130 \ub370\uc774\ud130\uc758 \uc800\uc7a5 \ubc0f \uc720\uc0ac\ub3c4 \uac80\uc0c9 \uae30\ub2a5\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uadf8 \uc678 (milvus, usearch, pinecone, Qdrant, Chroma, Weaviate \ub4f1)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<ul>\n<li><strong>LangChain\uc774\ub780?<\/strong><br>: LangChain\uc740 \uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\ub85c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c AI \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1c\ubc1c\uc790\ub4e4\uc740 \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \uae30\ub2a5\uc744 \uc27d\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uc73c\uba70 \ub370\uc774\ud130 \uc18c\uc2a4\uc758 \ud1b5\ud569 \ubc0f \ud504\ub86c\ud504\ud2b8 \uc138\ubd84\ud654\ub97c \ucd94\uc0c1\ud654\ud558\uc5ec AI \uac1c\ubc1c\uc744 \uac04\uc18c\ud654\ud569\ub2c8\ub2e4. \ub610 LangChain\uc740 \ucc57\ubd07, \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c, \ucf58\ud150\uce20 \uc0dd\uc131, \uc694\uc57d \ub4f1 \ub2e4\uc591\ud55c \uc6a9\ub3c4\ub85c \ud65c\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background\"> Chunking\uc758 \uc911\uc694\uc131<\/h3>\n\n\n\n<p>\ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c\ub294 Vector Database\ub97c \uc0dd\uc131\ud55c\ub2e4\uba74 Server\ub97c \uc0dd\uc131\ud558\uace0 \ub2e4\uc591\ud55c Vector DB\ub97c \uad6c\uc131\ud558\uac70\ub098 \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\ub85c Cloud DB for PostgreSQL\uacfc Search Engine Service\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucc38\uace0\ub85c Cloud DB for MongoDB\uc758 \uacbd\uc6b0 Atlas\uc640 \uc5f0\ub3d9\uc774 \ubd88\uac00\ud558\uae30 \ub584\ubb38\uc5d0 Atlas Vector Search\ub97c \uc9c0\uc6d0\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc6b0\uc120 &#8216;AI \ub9c9\ucc28 \ud0d1\uc2b9: HyperCLOVA X \ud504\ub85c\uc81d\ud2b8 \ucc4c\ub9b0\uc9c0&#8217;\ub97c \ud1b5\ud574 \uc800\ub294 \uc124\uce58\ud615 Milvus \ubc0f \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 Search Engine Service(ElasticSearch)\ub97c \uc774\uc6a9\ud558\uc5ec RAG Pipeline\uc744 \uad6c\ud604\ud574\ubcf4\uc558\ub294\ub370\uc694.<\/p>\n\n\n\n<p>RAG(Retrieval-Augmented Generation)\ub97c \uad6c\ucd95\ud574\ubcf4\uba74\uc11c RAG\uc5d0 \ub300\ud574 \ub9ce\uc740 \uc5f0\uad6c\ub97c \ud558\uba74\uc11c RAG \uc2dc\uc2a4\ud15c\uc758 \uc0ac\uc6a9\uc774 \ubaa8\ub4e0 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\ud569\ud55c \uac83\uc740 \uc544\ub2c8\ub77c\ub294 \uac83\uc744 \uae68\ub2ec\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>RAG\ub97c \ub3c4\uc785\ud558\uc5ec Hallucination\uc744 \uc904\uc774\uace0 \ub2f5\ubcc0\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\ub824 \ud588\uc73c\ub098 \ub370\uc774\ud130\uc758 \uc798\ubabb\ub41c \ucc98\ub9ac\uac00 \ub2f5\ubcc0\uc758 \ud488\uc9c8\uc744 \uc800\ud558\uc2dc\ud0ac \uc218 \uc788\ub2e4\ub294 \uac83\uc744 \uc54c\uac8c \ub410\ub294\ub370\uc694.<\/p>\n\n\n\n<p>\ud2b9\ud788 URL\uc774\ub098 \ucf54\ub4dc \uc2a4\ub2c8\ud3ab \ub4f1\uc758 \uacbd\uc6b0 RAG\uc640 \uac19\uc740 \uc2dc\uc2a4\ud15c\uc774 \uc774\ub97c \uc62c\ubc14\ub974\uac8c \ucc98\ub9ac\ud558\uc9c0 \ubabb\ud558\uc5ec \ubb38\uc790 \ub2e8\uc704\ub85c \ucabc\uac1c\uac70\ub098 \uc798\ubabb\ub41c \ud615\ud0dc\ub85c \uc778\uc2dd\ud560 \uc218 \uc788\uc5c8\uace0 \uc774\ub294 \uc624\ud788\ub824 Hallucination\uc744 \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \uacb0\uacfc\ub97c \ucd08\ub798\ud588\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ub370\uc774\ud130\ub97c \ubb38\ub2e8, \ubb38\uc7a5, \ubb38\uc790 \ub2e8\uc704\ub85c \ubd84\ud560\ud558\uc5ec \uc0ac\uc6a9\ud558\ub294\ub370 \uc815\ubc00\ud55c \ucc98\ub9ac\ub97c \ud558\uace0\uc790 \ubb38\uc790 \ub2e8\uc704\ub85c \ubd84\ud560\uc744 \ud588\ub354\ub2c8 \uc644\uc804 \uc5c9\ub6b1\ud55c URL\uc744 \uc81c\uacf5\ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p><strong>\ubb38\ub2e8 \ub2e8\uc704<\/strong>\ub294 \uc8fc\uc81c\uac00 \uba85\ud655\ud558\uace0 \ub113\uc740 \ubb38\ub9e5\uc774 \ud544\uc694\ud55c \uc815\ubcf4 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud558\uace0 <strong>\ubb38\uc790 \ub2e8\uc704<\/strong>\ub294 \ud14d\uc2a4\ud2b8\uc758 \uad6c\uc870\uc801 \ud2b9\uc131\uc744 \ub354\uc6b1 \uc138\ubc00\ud558\uac8c \ubd84\uc11d\ud560 \ud544\uc694\uac00 \uc788\uc744 \ub54c \ud639\uc740 \uc5b8\uc5b4\uc801 \uc138\ubd80\uc0ac\ud56d\uc774 \uc911\uc694\ud560 \ub54c \uc120\ud0dd\uc801\uc73c\ub85c \uc0ac\uc6a9\ub420 \ud544\uc694\uac00 \uc788\uc5b4\ubcf4\uc600\uc2b5\ub2e4.<\/p>\n\n\n\n<p>\ub530\ub77c\uc11c RAG \uc2dc\uc2a4\ud15c\uc758 \uacbd\uc6b0 \ubb38\uc11c\uc758 \uc9c8\uc774 \ubcf4\uc7a5\ub418\ub294 \uac83\ub3c4 \uc911\uc694\ud558\uc9c0\ub9cc \uc774 \ubb38\uc11c\ub97c \uc5b4\ub5bb\uac8c <strong>Chunking<\/strong> \ud560 \uc9c0\uc5d0 \ub300\ud55c \uace0\ubbfc\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ud3ec\uc778\ud2b8\uc600\ub294\ub370\uc694.<\/p>\n\n\n\n<p>\ubb38\uc11c\uc758 Chunking \ub2e8\uc704\ub97c \uc870\uc808\ud558\uc5ec \uac80\uc0c9 \uc5d4\uc9c4\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0 \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub97c \ubc30\uc81c\ud568\uc73c\ub85c\uc368 \uc5b4\ub5bb\uac8c \ucc98\ub9ac \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac\uc9c0\uc5d0 \ub300\ud55c \uc5f0\uad6c\ub97c \ucd94\uac00\ub85c \ud574\ubd10\uc57c\uaca0\ub2e4\uace0 \uc0dd\uac01\ud588\uc2b5\ub2c8\ub2e4. Chunking \ub2e8\uc704\uac00 \ub108\ubb34 \ud06c\uba74 \uad00\ub828 \uc5c6\ub294 \uc815\ubcf4\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uace0 \ub108\ubb34 \uc791\uc73c\uba74 \ubb38\ub9e5\uc774 \ub204\ub77d\ub420 \uc218 \uc788\uc73c\ubbc0\ub85c \uc801\uc808\ud55c \uade0\ud615\uc744 \ucc3e\ub294 \uac83\uc774 \uc911\uc694\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub610\ud55c Fine-Tuning\uc740 RAG \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\ub294\ub370 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 Tuning\uacfc RAG Pipeline\uc744 \uc801\uc808\ud788 \uc11e\uc5b4 \uc0ac\uc6a9\ud558\uc5ec \uc5b4\ub5a4 \uacb0\uacfc\uc758 \ucc28\uc774\uac00 \uc788\ub294\uc9c0 \ucd94\uac00 \ud559\uc2b5\uc774 \ud544\uc694\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-vivid-green-cyan-background-color has-text-color has-background\"> \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud55c AI \uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98 \uc5f0\uad6c<\/h3>\n\n\n\n<p>\ubcf8\uaca9\uc801\uc73c\ub85c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec AI \uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub97c \uad6c\ud604\ud55c\ub2e4\uba74 \uc5b4\ub5a4 \uc11c\ube44\uc2a4\ub4e4\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc744\uc9c0 \uc544\ub798 \uc608\uc2dc\uc640 Flow \ubc0f \uac01 \uc0ac\uc6a9\ub41c \uc11c\ube44\uc2a4\ubcc4 \uc5ed\ud560\uc744 \uc124\uba85\ud574\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul>\n<li>\uc608\uc2dc &#8211; \uc758\ud559, \ubc95\ub960, \uae08\uc735 \ub4f1 \ud2b9\uc815 \uc804\ubb38 \ubd84\uc57c\uc5d0 \ub300\ud574 PDF \ud30c\uc77c\uc744 \uae30\ubc18\uc73c\ub85c \ubd84\uc11d \ubc0f \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud574\uc8fc\ub294 \uc11c\ube44\uc2a4<\/li>\n\n\n\n<li>\uc11c\ubc84 \uad00\ub9ac\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\uc740 Serverless Architecture<\/li>\n\n\n\n<li>\uc9c8\ubb38 \ubc0f \ub2f5\ubcc0 \ub370\uc774\ud130\ub97c \uc7ac\uac00\uacf5\ud558\uc5ec Fine Tuning\ud558\uac70\ub098 \ucd94\uac00\uc801\uc778 \ubaa9\uc801\uc5d0 \ud65c\uc6a9<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"557\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/06\/17184309\/image-1024x557.png\" alt=\"\" class=\"wp-image-2721\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/06\/17184309\/image-1024x557.png 1024w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/06\/17184309\/image-300x163.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/06\/17184309\/image-768x418.png 768w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/06\/17184309\/image-1080x588.png 1080w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2024\/06\/17184309\/image.png 1492w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">http:\/\/file.manvscloud.com\/img\/ncloud-rag-pipeline.png<\/figcaption><\/figure>\n\n\n\n<ul>\n<li><strong>Flow \uc124\uba85<\/strong><\/li>\n<\/ul>\n\n\n\n<ol>\n<li>Cloud Functions Action\uc73c\ub85c RAG Pipeline\uc744 \ub3d9\uc791\uc2dc\ucf1c \uae30\ubcf8 Raw Data\ub97c Chunking, Embedding\ud558\uc5ec Vector Database\uc5d0 \uc800\uc7a5\uc2dc\ud0b4.<\/li>\n\n\n\n<li>Client\ub294 \uc6f9(\uc11c\ube44\uc2a4)\uc5d0 \uc811\uc18d (Object Storage\uc5d0 \uc800\uc7a5\ub41c \uc815\uc801 \ud398\uc774\uc9c0\ub294 Global Edge\uc5d0 \uce90\uc2f1\ub418\uc5b4 \ubcf4\ub2e4 \ube60\ub974\uac8c \ud654\uba74\uc774 \ubcf4\uc5ec\uc9d0)<\/li>\n\n\n\n<li>PDF \ud30c\uc77c \uc5c5\ub85c\ub4dc \ubc0f \uc9c8\ubb38 \uc2dc API Gateway\uc5d0 \uc5f0\uacb0\ub41c Cloud Functions Action\uc5d0 \uc694\uccad\ub418\uace0 PDF \ud30c\uc77c\uc774 Object Storage\uc5d0 \uc5c5\ub85c\ub4dc\ub418\uace0, \uc0ac\uc6a9\uc790 \uc9c8\ubb38 + PDF(Summarization(\uc694\uc57d)) \ub0b4\uc6a9\uc774 \uc9c8\ubb38\ub428.<\/li>\n\n\n\n<li>\uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc744 \uba3c\uc800 Vector\ub85c \ubcc0\ud658\ud558\uace0 \uc9c8\ubb38 Vector\ub97c \uc0ac\uc6a9\ud558\uc5ec Vector Database\uc5d0\uc11c \uac00\uc7a5 \uc720\uc0ac\ud55c \ubb38\uc11c\ub97c Top K\uac1c\ub9cc\ud07c \uac80\uc0c9\ud568. \uadf8 \uc774\ud6c4 \uac80\uc0c9\ub41c \uac01 \ubb38\uc11c\ub294 \uac80\uc0c9 \uc810\uc218(_score)\ub97c \uae30\ubc18\uc73c\ub85c \uadf8 \uad00\ub828\uc131\uc744 \ud3c9\uac00\ud568. \ub9c8\uc9c0\ub9c9\uc73c\ub85c LLM\uc744 \ud1b5\ud574 \uc774 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0 \uc0dd\uc131\ud558\uc5ec \uc81c\uacf5<\/li>\n\n\n\n<li>\uc9c8\ubb38 \ubc0f \ub2f5\ubcc0 \ub0b4\uc6a9\uc740 Cloud Log Analytics\uc5d0 \uc800\uc7a5\ub418\uace0 \uc800\uc7a5\ub41c \ub85c\uadf8\ub294 Object Storage\ub85c Export\ub428.<\/li>\n\n\n\n<li>Data Flow\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uac00\uacf5\ud558\uace0 \uc7ac\uc0ac\uc6a9.<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<ul>\n<li><strong>\uc11c\ube44\uc2a4\ubcc4 \uc5ed\ud560<\/strong>\n<ul>\n<li>Global Edge : \uc815\uc801 \ud30c\uc77c\uc5d0 \ub300\ud574 \uce90\uc2f1 \ubaa9\uc801\uc73c\ub85c \uc0ac\uc6a9\ud560 CDN \uc11c\ube44\uc2a4\ub2e4.<\/li>\n\n\n\n<li>Ojbect Storage(Static) : vue.js \ub4f1\uc744 \uc774\uc6a9\ud574\uc11c html, css, javascript\ub85c \uc774\ub8e8\uc5b4\uc9c4 \uc815\uc801 \ud30c\uc77c\ub4e4\uc744 Obejct Storage\uc5d0 \uc5c5\ub85c\ub4dc\ud558\uace0 \uc815\uc801 \ud638\uc2a4\ud305\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4. (\uc774 \ubd80\ubd84\uc740 Source Commit, Source Build \ub4f1 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 CI\/CD \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \ud3b8\ud558\uac8c \uad00\ub9ac\ud560 \uc218\ub3c4 \uc788\ub2e4.)<\/li>\n\n\n\n<li>API Gateway : Cloud Functions\uc758 Action\uc640 \uc5f0\ub3d9\ud574\uc11c \uc678\ubd80\uc5d0\uc11c \ud638\ucd9c \uac00\ub2a5\ud558\ub3c4\ub85d \ud560 \uac83\uc774\ub2e4.<\/li>\n\n\n\n<li>Cloud Functions : \uc2e4\uc81c Backend \uc5ed\ud560\uc744 \ud558\ub294 \ubd80\ubd84\uc774\ub2e4. RAG Pipeline\uc774 \ub3d9\uc791\ud558\ub824\uba74 \ub2e4\uc18c \uc2dc\uac04\uc774 \uc18c\uc694\ub418\uace0 Action \ud558\ub098\uc5d0 \uc6a9\ub7c9 \uc81c\ud55c\uc774 \uc788\uae30\ub54c\ubb38\uc5d0 Action\uc740 \uc5ec\ub7ec\uac1c\ub85c \ub098\ub208\ub2e4.\n<ul>\n<li><em>RAG Pipeline Action<\/em> \u2192 Client\uac00 \uc9c8\ubb38\ud560 \ub54c\ub9c8\ub2e4 \ub9e4\ubc88 \uae30\uc874 Raw Data\uae4c\uc9c0 \uc77d\uace0 Chunking, Embedding, Vector Database\uc5d0 \uc800\uc7a5\ud558\ub294 \uacfc\uc815\uae4c\uc9c0 \uac70\uce60 \ud544\uc694\ub294 \uc5c6\ub2e4. \ub530\ub85c \ubd84\ub9ac\ud574\uc11c Base Data\uac00 \ucd94\uac00\ub420 \ub54c \ubcc4\ub3c4\ub85c \ub3d9\uc791\uc2dc\ucf1c Vector Database\ub97c \uc5c5\ub370\uc774\ud2b8 \ud558\uc790.(\uc0ac\uc6a9\uc790 \uc9c8\ubb38\uc5d0 \ub300\ud55c RAG Pipeline\uc740 Response Action\uc5d0\uc11c \uc9c4\ud589)<\/li>\n\n\n\n<li><em>PDF File Upload Action<\/em> \u2192 \uc774 Action\uc740 \uc788\uc5b4\ub3c4 \ub418\uace0, \uc5c6\uc5b4\ub3c4 \ub41c\ub2e4. \uc704 \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c\ub294 PDF\ub97c Object Storage\uc5d0 \uc800\uc7a5\ud558\ub294 \uc6a9\ub3c4\uc774\uba70, PDF \ud30c\uc77c\uc758 \ub0b4\uc6a9\uc744 \uc0ac\uc6a9\uc790 Query\uc5d0 \ud3ec\ud568 \uc2dc\ud0ac \uc218 \uc788\uc744 \uac83\uc774\ub2e4. PDF \ud30c\uc77c \ub0b4\uc6a9\uc774 \uae38 \uc218 \uc788\uc73c\ub2c8 \uc0ac\uc6a9\uc790 Query\uc5d0 \ud3ec\ud568 \uc2dc\ud0a4\uae30 \uc804\uc5d0 CLOVA Studio\uc758 Summarization(\uc694\uc57d) API\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4.<\/li>\n\n\n\n<li><em>Response Action<\/em> \u2192 \uc2e4\uc81c Client\uac00 \uc6f9\uc5d0\uc11c \u201cCLOVA Studio\uc5d0\uc11c \ud29c\ub2dd\uc744 \ud558\ub294 \ubc29\ubc95\uc744 \uc54c\ub824\uc918\u201d\ub77c\uace0 \uc9c8\ubb38\uc744 \ud55c\ub2e4\uba74 \uc774\ubbf8 RAG Pipeline\uc744 \ud1b5\ud574 \uc800\uc7a5\ud588\ub358 Vector Database\uc758 \uac12\uc744 \uc870\ud68c\ud558\uace0 LLM\uc744 \uac70\uccd0 \ub2f5\uc744 \uc81c\uacf5\ud55c\ub2e4.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Container Registry : Cloud Functions\uc740 \ubaa8\ub4e0 \ud328\ud0a4\uc9c0\ub97c \uc81c\uacf5\ud558\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc5d0 \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\uac00 \uc788\uc744 \uacbd\uc6b0 .zip\ub85c \uc555\ucd95\ud574\uc11c \uc5c5\ub85c\ub4dc \ud558\uac70\ub098 Container Registry \uc774\ubbf8\uc9c0(Docker)\ub97c \uc774\uc6a9\ud560 \ud544\uc694\uac00 \uc788\ub2e4. Container Registry \uc11c\ube44\uc2a4\ub97c \uc774\uc6a9\ud558\uc5ec \uc27d\uac8c Docker Image\ub97c Push, Pull\ud558\uace0 \uc27d\uac8c \uad00\ub9ac\ud560 \uc218 \uc788\ub2e4.<\/li>\n\n\n\n<li>Ojbect Storage(Base Data \/ Upload) : RAG Pipeline\uc5d0 \ud544\uc694\ud55c \uae30\ubcf8 Raw Data\uac00 \uc788\ub294 Obejct Storage\uc640 \uc0ac\uc6a9\uc790\uac00 \uc9c8\ubb38 \uc2dc \ud30c\uc77c\uc744 Upload \ud560 Obejct Storage<\/li>\n\n\n\n<li>CLOVA Studio : Chunking(Segmentation), Embedding, Summarization, Tuning, HyperCLOVA X LLM \ub4f1 \ud65c\uc6a9<\/li>\n\n\n\n<li>Search Engine Service : Vector Database\uc6a9\ub3c4 (Cloud DB for PostgreSQL(pgvector)\ub85c \ub300\uccb4 \uac00\ub2a5)<\/li>\n\n\n\n<li>Cloud Log Analytics : Cloud Functions\uc758 Action \ub85c\uadf8 \ubc0f \uad00\ub9ac, Object Storage\ub85c Export \ud560 \uc218 \uc788\ub2e4. \uc989, \uc9c8\ubb38\uacfc \ub2f5\ubcc0\uc744 \uad00\ub9ac\ud558\uace0 Object Storage\ub85c Export\ud560 \ubaa9\uc801\uc774\ub2e4.<\/li>\n\n\n\n<li>Object Storage(Logs) : \uc9c8\ubb38\uacfc \ub2f5\ubcc0 \uc800\uc7a5 \ubc0f \uc7ac\uac00\uacf5\ub41c \ub370\uc774\ud130\uac00 \uc800\uc7a5\ub418\ub294 Obejct Storage, \uc7ac\uac00\uacf5\ub41c \ub370\uc774\ud130\ub85c Tuning\uc744 \uc9c4\ud589\ud558\uac70\ub098 \ub2e4\ub978 \uacf3\uc5d0 \ud65c\uc6a9 \uac00\ub2a5<\/li>\n\n\n\n<li>Data Query : \ub300\uaddc\ubaa8 \uc815\ud615\/\ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc27d\uac8c \ubd84\uc11d\ud558\uae30 \uc704\ud55c \ub300\ud654\ud615 \ucffc\ub9ac \uc11c\ube44\uc2a4<\/li>\n\n\n\n<li>Data Catalog : \ub370\uc774\ud130 \uc800\uc7a5\uc18c\ub85c \uc0ac\uc6a9\ub418\uba70, Data Flow \uc0ac\uc6a9\uc744 \uc704\ud574 \ud544\uc218<\/li>\n\n\n\n<li>Data Flow : \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucd94\ucd9c, \ubcc0\ud658, \uc801\uc7ac \uc6a9\ub3c4, \ubcc0\ud658\ub41c \ub370\uc774\ud130\ub294 Object Storage(Logs)\uc5d0 \uc800\uc7a5<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\ucc38\uace0\ub85c Search Engine Service\uc758 Elasticsearch \ube4c\ub4dc\ub294 OSS (Open Source Software) \ubc84\uc804\uc785\ub2c8\ub2e4. OSS \ubc84\uc804\uc740 \uc77c\ubd80 \uace0\uae09 \uae30\ub2a5\uc774 \uc81c\uac70\ub41c \uc0c1\ud0dc\ub85c \uc81c\uacf5\ub418\ubbc0\ub85c X-Pack \ud50c\ub7ec\uadf8\uc778\uc774 \uc81c\uac70\ub418\uc5b4 \uc788\ub2e4\ub294 \uc810\uc744 \ucc38\uace0\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. (\ubcf4\uc548, \ubaa8\ub2c8\ud130\ub9c1, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ubca1\ud130 \uac80\uc0c9\uc744 \uc704\ud55c &#8220;dense_vector&#8221; \ub370\uc774\ud130 \ud0c0\uc785 \ub4f1\uc758 \uae30\ub2a5 \uc5c6\uc74c)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-white-color has-cyan-bluish-gray-background-color has-text-color has-background\"> Personal Comments<\/h3>\n\n\n\n<p>\ubcf8 \uae00\uc5d0\uc11c\ub294 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\ub97c \ud65c\uc6a9\ud55c AI \uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc758 \uc124\uacc4 \ubc0f \uad6c\ud604 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc774 \uc5b4\ub5bb\uac8c \uc2e4\uc81c \uc5c5\ubb34\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0 \uadf8\ub9ac\uace0 AI\ub97c \ud1b5\ud574 \uc5b4\ub5a4 \ud6a8\uc728\uc131\uacfc \ud601\uc2e0\uc744 \uc774\ub8f0 \uc218 \uc788\ub294\uc9c0 \uace0\ubbfc\uc744 \ud558\uace0 \uad6c\ud604\uc744 \ud574\ubd10\uc57c\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>&#8216;AI \ub9c9\ucc28 \ud0d1\uc2b9: HyperCLOVA X \ud504\ub85c\uc81d\ud2b8 \ucc4c\ub9b0\uc9c0&#8217;\uac00 7\uc6d4 \ucd08\uc5d0 \ub9c8\ubb34\ub9ac\ub418\ub294\ub370 \ud574\ub2f9 \ucc4c\ub9b0\uc9c0\uac00 \ub05d\ub09c \ud6c4 \ucd94\uac00\ub85c \uacf5\uc720\ub4dc\ub9b4 \uc218 \uc788\ub294 \ubd80\ubd84\uc774 \uc788\ub2e4\uba74 \ube14\ub85c\uadf8\ub85c \ud3ec\uc2a4\ud305\ud558\uac70\ub098 Meetup \uc790\ub9ac\uc5d0\uc11c \uacf5\uc720\ub4dc\ub9b4 \uc218 \uc788\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uae34 \uae00 \uc77d\uc5b4\uc8fc\uc154\uc11c \uac10\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"773\" height=\"133\" src=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12213914\/Ncloud_Master_logo-1.png\" alt=\"\" class=\"wp-image-1234\" srcset=\"https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12213914\/Ncloud_Master_logo-1.png 773w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12213914\/Ncloud_Master_logo-1-300x52.png 300w, https:\/\/cdn.manvscloud.com\/wp-content\/uploads\/2021\/08\/12213914\/Ncloud_Master_logo-1-768x132.png 768w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\uc548\ub155\ud558\uc138\uc694. MANVSCLOUD \uae40\uc218\ud604\uc785\ub2c8\ub2e4. \uc5bc\ub9c8 \uc804\uae4c\uc9c0\ub9cc \ud574\ub3c4 \uc6b0\ub9ac\ub294 \uc778\ud130\ub137 \uc5c6\uc774\ub294 \ubd88\ud3b8\uc744 \uacaa\uc5c8\ub358 \uc2dc\ub300\uc5d0 \uc0b4\uc558\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\uc81c\ub294 AI \uae30\uc220 \uc5c6\uc774\ub294 \uc77c\uc0c1 \uc0dd\ud65c\uacfc \uc9c1\uc7a5\uc5d0\uc11c \ud070 \ubd88\ud3b8\ud568\uc744 \uacbd\ud5d8\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. 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