{"id":16233,"date":"2024-08-30T06:58:19","date_gmt":"2024-08-30T13:58:19","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=16233"},"modified":"2025-06-16T10:43:49","modified_gmt":"2025-06-16T17:43:49","slug":"couchbase-bedrock-rag-applications","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/couchbase-bedrock-rag-applications\/","title":{"rendered":"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9\uacfc \uc544\ub9c8\uc874 \ubca0\ub4dc\ub77d\uc744 \uc0ac\uc6a9\ud558\uc5ec \uace0\uc131\ub2a5 RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\ud558\uae30"},"content":{"rendered":"<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/category\/generative-ai-genai\/\">\uc0dd\uc131 AI(GenAI)<\/a> \uc740 \ud604\uc7ac \uc9c1\uc6d0 \uc5c5\ubb34 \uc2dc\uac04\uc758 60~70%\ub97c \ucc28\uc9c0\ud558\ub294 \uc5c5\ubb34 \ud65c\ub3d9\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc0c1\ub2f9\ud55c \uc0dd\uc0b0\uc131 \ud5a5\uc0c1\uc744 \uac00\uc838\uc62c \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ubc94\uc6a9(GP) \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc9c0\uc2dd\uc740 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uad6d\ud55c\ub418\uc5b4 \uc788\uc5b4 \ubd88\uc644\uc804\ud558\uac70\ub098 \ubd80\uc815\ud655\ud55c \uc751\ub2f5\uc744 \uc81c\uacf5\ud558\ub294 '\ud658\uac01'\uc744 \uc77c\uc73c\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uc2e0\ub8b0\uc640 \uacf5\uc2e0\ub825\uc774 \uc57d\ud654\ub418\uc5b4 \ub9ce\uc740 GenAI \uac1c\ub150 \uc99d\uba85(POC)\uc774 \uc0dd\uc0b0 \ub2e8\uacc4\uc5d0 \ub3c4\ub2ec\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4. \uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG) \uae30\uc220\uc744 \ub3c4\uc785\ud558\uba74 \ucd5c\uc2e0\uc758 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc0ac\uc2e4\uc5d0 \uadfc\uac70\ud55c \ub3c5\uc810\uc801\uc778 \ub370\uc774\ud130\ub85c LLM\uc744 \uc99d\uac15\ud558\uc5ec LLM \uc751\ub2f5\uc758 \uadfc\uac70\ub97c \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 RAG \uad6c\ud604\uc744 \uc704\ud574\uc11c\ub294 \uc9c0\uc2dd \uae30\ubc18, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4, LLM \uce90\uc2dc \uc5ed\ud560\uc744 \ud558\ub294 \ud655\uc7a5\uc131\uacfc \uc2e0\ub8b0\uc131\uc774 \ub6f0\uc5b4\ub09c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ud568\uaed8 \uc8fc\uc694 \uae30\ubc18 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec GenAI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud558\uace0 \ud655\uc7a5\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ud50c\ub7ab\ud3fc\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubc0f <a href=\"https:\/\/aws.amazon.com\/bedrock\/\">\uc544\ub9c8\uc874 \ubca0\ub4dc\ub77d<\/a> \ub294 \uc18c\ub9e4\uc5c5, \uc758\ub8cc, \uc219\ubc15\uc5c5, \uac8c\uc784 \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub09c RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc6d0\ud65c\ud558\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uc5d4\ub4dc\ud22c\uc5d4\ub4dc \ud50c\ub7ab\ud3fc\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/cloud.couchbase.com\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uce74\ud3a0\ub77c<\/a>\ub294 \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uace0\uc131\ub2a5 DBaaS(\uc11c\ube44\uc2a4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4)\ub85c, JSON\uc758 \uc720\uc5f0\uc131\uc744 \ud65c\uc6a9\ud558\uba74\uc11c RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uc6b4\uc601, \ubca1\ud130, \uc2dc\uacc4\uc5f4, \ud14d\uc2a4\ud2b8 \ubc0f \uc704\uce58 \uae30\ubc18 \ub370\uc774\ud130\uc758 \uc800\uc7a5, \uc0c9\uc778 \ubc0f \ucffc\ub9ac\ub97c \ube60\ub974\uac8c \uc2dc\uc791\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c, \ub2e4\uc74c\uacfc \uac19\uc740 \uace0\uc720\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/hybrid-search\/\"><span style=\"font-weight: 400;\">\ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9<\/span><\/a><span style=\"font-weight: 400;\">\ub294 \ub2e8\uc77c SQL++ \ucffc\ub9ac \ub0b4\uc5d0\uc11c \uae30\uc874 \uac80\uc0c9\uacfc \ubca1\ud130 \uac80\uc0c9\uc744 \ud63c\ud569\ud558\uc5ec \uc2dc\ub9e8\ud2f1 \uac80\uc0c9\uc758 \uc218\uc900\uc744 \ud55c \ub2e8\uacc4 \ub04c\uc5b4\uc62c\ub824 \ub192\uc740 \uc120\ud0dd \ud2b9\uc774\ub3c4\ub85c \ub9e4\uc6b0 \uc138\ubd84\ud654\ub41c \uac80\uc0c9\uc744 \ud544\uc694\ub85c \ud558\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774 \uae30\ub2a5\uc740 \ud074\ub77c\uc6b0\ub4dc, \uc5e3\uc9c0, \ubaa8\ubc14\uc77c\uc744 \uc544\uc6b0\ub985\ub2c8\ub2e4. Capella\ub97c \uc9c0\uc2dd \ubca0\uc774\uc2a4, \ubca1\ud130 DB \ub610\ub294 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/faster-llm-apps-semantic-cache-langchain-couchbase\/\"><span style=\"font-weight: 400;\">LLM \uce90\uc2dc <\/span><\/a><span style=\"font-weight: 400;\">\uc0dd\uc0b0 \ub4f1\uae09 RAG \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 LangChain \ub610\ub294 LlamaIndex\uc640 \uac19\uc740 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\ub294 Amazon Bedrock\uacfc \uac19\uc740 \uc120\ub3c4\uc801\uc778 GenAI \ud50c\ub7ab\ud3fc\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Amazon Bedrock\uc740 \ubcf4\uc548, \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638, \ucc45\uc784\uac10 \uc788\ub294 AI\ub97c \uac16\ucd98 \uc0dd\uc131\ud615 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \uad11\ubc94\uc704\ud55c \uae30\ub2a5\uacfc \ud568\uaed8 \ub2e8\uc77c API\ub97c \uc0ac\uc6a9\ud558\uc5ec AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, Amazon\uacfc \uac19\uc740 \uc120\ub3c4\uc801\uc778 AI \ud68c\uc0ac\uc758 \uace0\uc131\ub2a5 \uae30\ucd08 \ubaa8\ub378(FM)\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \uc644\uc804 \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uc774 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad6c\ucd95\ud55c RAG \uae30\ubc18 \ucc57\ubd07 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/vector-search\/\"><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9<\/span><\/a><span style=\"font-weight: 400;\"> \ubc0f Amazon Bedrock. \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 <\/span><a href=\"https:\/\/docs.couchbase.com\/ruby-sdk\/current\/ref\/travel-app-data-model.html\"><span style=\"font-weight: 400;\">\uc5ec\ud589 \uc0d8\ud50c \ub370\uc774\ud130 <\/span><\/a><span style=\"font-weight: 400;\">\uc544\ub9c8\uc874 \ubca0\ub4dc\ub77d\uc758 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uce74\ud3a0\ub77c \ubc0f \uc564\ud2b8\ub85c\ud53d \ud074\ub85c\ub4dc \ubaa8\ub378\uc5d0 \uc800\uc7a5\ub429\ub2c8\ub2e4. <\/span><\/p>\n<div id=\"attachment_16229\" style=\"width: 910px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/08\/image1-4.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16229\" class=\"size-large wp-image-16229\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/08\/image1-4-1024x425.png\" alt=\"Build Performant RAG Applications using Couchbase Vector Search and Amazon Bedrock\" width=\"900\" height=\"374\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/08\/image1-4-1024x425.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/08\/image1-4-300x124.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/08\/image1-4-768x318.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/08\/image1-4.png 1090w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a><p id=\"caption-attachment-16229\" class=\"wp-caption-text\">\uadf8\ub9bc 1: Capella\uc640 Amazon Bedrock\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1c\ubc1c\ud55c \ucc57\ubd07 \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/p><\/div>\n<p><span style=\"font-weight: 400;\">\uc544\ub798 \ub2e8\uacc4\uc5d0 \ub530\ub77c \uadf8\ub9bc 1\uc5d0 \ud45c\uc2dc\ub41c RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">1\ub2e8\uacc4: \ubca1\ud130 \uc778\ub371\uc2a4 \ub9cc\ub4e4\uae30<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">1.1\ub2e8\uacc4: \uba87 \ubd84 \uc548\uc5d0 \uce74\ud3a0\ub77c \ud074\ub7ec\uc2a4\ud130 \ub9cc\ub4e4\uae30<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc74c\uc5d0\uc11c \ubb34\ub8cc\ub85c \uacc4\uc815\uc744 \ub9cc\ub4dc\uc138\uc694. <\/span><a href=\"https:\/\/cloud.couchbase.com\/sign-up\"><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uce74\ud3a0\ub77c\uc758 \ubb34\ub8cc \ud2f0\uc5b4<\/span><\/a> \uc624\ud37c\ub9c1<span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc6d0\ud558\ub294 AWS \uc9c0\uc5ed\uc744 \uc120\ud0dd\ud558\uace0 Couchbase Capella \ud074\ub7ec\uc2a4\ud130\ub97c \uc2dc\uc791\ud558\uc138\uc694.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/docs.couchbase.com\/cloud\/clusters\/manage-database-users.html\"><span style=\"font-weight: 400;\">\ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc790\uaca9 \uc99d\uba85 \uad6c\uc131<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc774 RAG \uad6c\ud604\uc744 \uc704\ud574 \uc5b4\ub514\uc11c\ub098 \uc561\uc138\uc2a4\ub97c \ud5c8\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc6b0\ub9ac\ub294 <\/span><b>\uc5ec\ud589 \uc0d8\ud50c<\/b><span style=\"font-weight: 400;\"> \ubc84\ud0b7.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">1.2\ub2e8\uacc4: \ubca1\ud130 \uc778\ub371\uc2a4 \uc0dd\uc131<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc5d0\uc11c <\/span><b>\ub370\uc774\ud130\ubca0\uc774\uc2a4<\/b><span style=\"font-weight: 400;\"> \ud398\uc774\uc9c0\uc5d0\uc11c \ubca1\ud130 \uc778\ub371\uc2a4\ub97c \ub9cc\ub4e4\ub824\ub294 \ud3c9\uac00\ud310 \ud074\ub7ec\uc2a4\ud130\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc74c\uc73c\ub85c \uc774\ub3d9 <\/span><b>\ub370\uc774\ud130 \ub3c4\uad6c &gt; \uac80\uc0c9<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud074\ub9ad <\/span><b>\uac80\uc0c9 \uc0c9\uc778 \ub9cc\ub4e4\uae30<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uae30\ubcf8\uc801\uc73c\ub85c \ub2e4\uc74c \uc704\uce58\uc5d0\uc11c \uc2dc\uc791\ud569\ub2c8\ub2e4. <\/span><b>\ube60\ub978 \ubaa8\ub4dc<\/b><span style=\"font-weight: 400;\">. \ub85c \uc804\ud658 <\/span><b>\uace0\uae09 \ubaa8\ub4dc<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud074\ub9ad <\/span><b>\uc0c9\uc778 \uc815\uc758<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud074\ub9ad <\/span><b>\ud30c\uc77c\uc5d0\uc11c \uac00\uc838\uc624\uae30<\/b><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc5c5\ub85c\ub4dc <\/span><a href=\"https:\/\/github.com\/couchbaselabs\/RAG_Amazon_Bedrock_example\/blob\/master\/hotel-vector-search.json\"><span style=\"font-weight: 400;\">\uc778\ub371\uc2a4 \ud30c\uc77c<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud074\ub9ad <\/span><b>\uc0c9\uc778 \ub9cc\ub4e4\uae30<\/b><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">2\ub2e8\uacc4: \uc784\ubca0\ub529 \ubaa8\ub378\uacfc LLM\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/span><\/h2>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4.<\/span><a href=\"https:\/\/console.aws.amazon.com\/bedrock\"> <span style=\"font-weight: 400;\">\uc544\ub9c8\uc874 \ubca0\ub4dc\ub77d \ucf58\uc194<\/span><\/a><span style=\"font-weight: 400;\"> \ub97c \ud074\ub9ad\ud558\uace0 AWS \uacc4\uc815\uc5d0\uc11c \"\ubaa8\ub378 \uc561\uc138\uc2a4\"\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc74c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0 '\ubaa8\ub378 \uc561\uc138\uc2a4 \uc694\uccad' \ubc84\ud2bc\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Amazon: \ud0c0\uc774\ud0c4 \uc784\ubca0\ub529 G1 - \ud14d\uc2a4\ud2b8<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Anthropic: \ud074\ub85c\ub4dc 2<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h1><span style=\"font-weight: 400;\">3\ub2e8\uacc4: RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ube4c\ub4dc<\/span><\/h1>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ub2e4\uc74c \uc9c0\uce68\uc5d0 \ub530\ub77c Amazon \uacc4\uc815\uc5d0\uc11c Amazon SageMaker \ub178\ud2b8\ubd81 \uc778\uc2a4\ud134\uc2a4\ub97c \ub9cc\ub4ed\ub2c8\ub2e4.<\/span><a href=\"https:\/\/docs.aws.amazon.com\/sagemaker\/latest\/dg\/gs-setup-working-env.html\"> <span style=\"font-weight: 400;\">\uc5ec\uae30<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\"<\/span><a href=\"https:\/\/github.com\/couchbaselabs\/RAG_Amazon_Bedrock_example\/tree\/master\"><span style=\"font-weight: 400;\">RAG_with_Couchbase\uc640_\uc544\ub9c8\uc874_\ubca0\ub4dc\ub77d<\/span><\/a><span style=\"font-weight: 400;\">\" \uc8fc\ud53c\ud130 \ub178\ud2b8\ubd81 \ud30c\uc77c\uc744 Amazon \uc138\uc774\uc9c0\uba54\uc774\ucee4 \ub178\ud2b8\ubd81\uc73c\ub85c \uc62e\uae41\ub2c8\ub2e4.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Couchbase \ud658\uacbd \uc5f0\uacb0 \uc138\ubd80 \uc815\ubcf4\ub85c \ub178\ud2b8\ubd81\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4.<br \/>\n<\/span><\/span><\/p>\n<pre class=\"nums:false lang:default decode:true\">COUCHBASE_CONNECTION_STRING = (\r\n\"&lt;Enter Couchbase endpoint URL&gt;\"\r\n)\r\nDB_USERNAME = \"&lt;Enter Couchbase Database Username&gt;\"\r\nDB_PASSWORD = \"&lt;Enter Couchbase Database Password&gt;\"\r\n<\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud544\uc694\uc5d0 \ub9de\uac8c \uc774 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\uace0 \uc644\ub8cc\ub418\uba74 \uc2e4\ud589\ud558\uc138\uc694.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\uc774\uc81c \ucc57\ubd07\uc5d0\uac8c \uc9c8\ubb38\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ube14\ub85c\uadf8\uc5d0\uc11c\ub294 \ub2e4\ub8e8\uc9c0 \uc54a\uc558\uc9c0\ub9cc \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud574 \ubcf4\uc138\uc694. <\/span><a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/guardrails.html\"><span style=\"font-weight: 400;\">\uc554\ubc18 \uac00\ub4dc\ub808\uc77c<\/span><\/a><span style=\"font-weight: 400;\"> \ub97c \uc124\uc815\ud558\uc5ec \ud68c\uc0ac \uc815\ucc45\uc0c1 \ubd80\uc801\uc808\ud558\ub2e4\uace0 \ud310\ub2e8\ub418\ub294 \ucf58\ud150\uce20\uac00 \ucd5c\uc885 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc751\ub2f5\uc73c\ub85c \ubc18\ud658\ub418\uc9c0 \uc54a\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Couchbase\uc758 \uace0\uc131\ub2a5 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uac80\uc0c9 \uae30\ub2a5\uacfc \uc6d0\ud558\ub294 LLM\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub294 Amazon Bedrock\uc758 \uad11\ubc94\uc704\ud55c \ubaa8\ub378 \ubc94\uc704, \ubcf4\uc548 \ubc0f \uc0ac\uc6a9 \ud3b8\uc758\uc131\uc744 \uacb0\ud569\ud558\uba74 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub09c RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc774\ub7ec\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \ub192\uc740 \uad00\ub828\uc131\uacfc \ubb38\ub9e5 \uc815\ud655\ub3c4\ub97c \uc704\ud574 \uc124\uacc4\ub418\uc5b4 \ucf58\ud150\uce20 \uc0dd\uc131, \uc9c8\ubb38 \ub2f5\ubcc0, \uc694\uc57d \ubc0f \ubcf4\uace0\uc11c \uc0dd\uc131 \ub4f1\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/span><\/h2>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><span style=\"font-weight: 400;\">\ube14\ub85c\uadf8: <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><span style=\"font-weight: 400;\">RAG \uac1c\uc694<\/span><\/a><\/li>\n<li><span style=\"font-weight: 400;\">\ubb38\uc11c: <\/span><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/providers\/couchbase\/\"><span style=\"font-weight: 400;\">Langchain-\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ud1b5\ud569 \uc124\uce58<\/span><\/a><\/li>\n<li><span style=\"font-weight: 400;\">\ubb38\uc11c: <\/span><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/vectorstores\/couchbase\/\"><span style=\"font-weight: 400;\">LangChain\uc744 \uc0ac\uc6a9\ud55c \ubca1\ud130 \uc2a4\ud1a0\uc5b4\ub85c\uc11c\uc758 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4<\/span><\/a><\/li>\n<li><span style=\"font-weight: 400;\">\ube44\ub514\uc624: <\/span><a href=\"https:\/\/www.youtube.com\/watch?v=sYy0ob2GqUo\"><span style=\"font-weight: 400;\">\ubca1\ud130 \ubc0f \ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9<\/span><\/a><\/li>\n<li><span style=\"font-weight: 400;\">\ube44\ub514\uc624: <\/span><a href=\"https:\/\/www.youtube.com\/watch?v=_iveSnEikMQ&amp;t=1s\"><span style=\"font-weight: 400;\">\ubaa8\ubc14\uc77c \uc571\uc6a9 \ubca1\ud130 \uac80\uc0c9<\/span><\/a><\/li>\n<li><span style=\"font-weight: 400;\">\ubb38\uc11c: <\/span><a href=\"https:\/\/docs.couchbase.com\/cloud\/vector-search\/vector-search.html\"><span style=\"font-weight: 400;\">\uce74\ud3a0\ub77c DBaaS\uc758 \ubca1\ud130 \uac80\uc0c9<\/span><\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Generative AI (GenAI) has the potential to automate work activities that currently occupy 60 to 70 percent of employees&#8217; time, leading to substantial productivity gains across various industries. However, a General Purpose (GP) LLM&#8217;s knowledge is confined to its training [&hellip;]<\/p>","protected":false},"author":84206,"featured_media":16230,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10122,3917,2225,9973,9921,9937],"tags":[10124,9974,9924],"ppma_author":[9785,9981],"class_list":["post-16233","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-company","category-cloud","category-generative-ai-genai","category-partners","category-vector-search","tag-amazon-web-services-aws","tag-genai","tag-rag-retrieval-augmented-generation"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.3 (Yoast SEO v26.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Build Performant RAG Applications Using Couchbase Vector Search 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