{"id":3817,"date":"2024-07-04T09:49:03","date_gmt":"2024-07-04T16:49:03","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/accelerate-rag-ai-couchbase-nvidia\/"},"modified":"2024-07-04T09:49:03","modified_gmt":"2024-07-04T16:49:03","slug":"accelerate-rag-ai-couchbase-nvidia","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/accelerate-rag-ai-couchbase-nvidia\/","title":{"rendered":"NVIDIA NIM\/NeMo \ubc0f LangChain\uc744 \ud65c\uc6a9\ud55c Couchbase \uae30\ubc18 RAG AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac00\uc18d\ud654"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><span>\uc624\ub298 NVIDIA NIM\/NeMo\uc640\uc758 \uc0c8\ub85c\uc6b4 \ud1b5\ud569\uc744 \ubc1c\ud45c\ud558\uac8c \ub418\uc5b4 \uae30\uc069\ub2c8\ub2e4. \uc774\ubc88 \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uae30\ubc18\ud55c \ub300\ud654\ud615 \ucc57\ubd07\uc758 \uc194\ub8e8\uc158 \uac1c\ub150\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4. <em>\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131<\/em> (RAG)<\/span><span>\u00a0<\/span><span>Couchbase Capella\ub97c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \ud65c\uc6a9\ud558\ub294 \uc544\ud0a4\ud14d\ucc98. RAG \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac80\uc0c9 \ubc0f \uc0dd\uc131 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uc744 \ud1b5\ud574 \uac00\uc18d\ud654\ub429\ub2c8\ub2e4: NVIDIA NIM\/NeMo <\/span><span>\ub2e8 \uba87 \uc904\uc758 \ucf54\ub4dc.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ub2e4\uc591\ud55c \uc0b0\uc5c5\uad70\uc758 \uae30\uc5c5\ub4e4\uc740 \uace0\uac1d\uc5d0\uac8c \ucd5c\uace0\uc758 \uace0\uac1d \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \ub178\ub825\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ub2ec\uc131\ud558\uae30 \uc704\ud574 \uc751\uae09\uc2e4 \uac04\ud638\uc0ac, \ub9e4\uc7a5 \ud310\ub9e4 \uc9c1\uc6d0, \ud5ec\ud504 \ub370\uc2a4\ud06c \uc9c1\uc6d0\uacfc \uac19\uc740 \ucd5c\uc77c\uc120 \uadfc\ub85c\uc790\ub4e4\uc5d0\uac8c \uad00\ub828\uc131\uacfc \ucd5c\uc2e0 \uc815\ubcf4\ub97c \uc2e0\uc18d\ud558\uac8c \uac80\uc0c9\ud560 \uc218 \uc788\ub294 AI \uae30\ubc18 \ub300\ud654\ud615 \uc9c8\uc758\uc751\ub2f5(QA) \ucc57\ubd07\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ucc57\ubd07\uc740 \ub300\uac1c \ub2e4\uc74c\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/an-overview-of-retrieval-augmented-generation\/\"><span>RAG<\/span><\/a><span>, \uae30\uc5c5\uc758 \uc9c0\uc2dd \ubca0\uc774\uc2a4\uc5d0\uc11c \uc0ac\uc2e4\uc744 \uac80\uc0c9\ud558\uc5ec \uac00\uc7a5 \uc815\ud655\ud558\uace0 \ucd5c\uc2e0 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud558\uc5ec LLM \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 AI \ud504\ub808\uc784\uc6cc\ud06c\uc778 \ub294, \uac00\uc7a5 \uad00\ub828\uc131\uc774 \ub192\uc740 \ucee8\ud14d\uc2a4\ud2b8\uc758 \uac80\uc0c9\uc73c\ub85c \uc2dc\uc791\ub418\ub294 \uc138 \uac00\uc9c0 \uace0\uc720\ud55c \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/vector-search\/\"><span>\ubca1\ud130 \uac80\uc0c9<\/span><\/a><span>, \uc0ac\uc6a9\uc790\uc758 \ucffc\ub9ac\ub97c \ucee8\ud14d\uc2a4\ud2b8\ub85c \ubcf4\uac15\ud55c \ub2e4\uc74c, \ub9c8\uc9c0\ub9c9\uc73c\ub85c LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad00\ub828 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uae30\uc874 RAG \ud30c\uc774\ud504\ub77c\uc778\uc758 \ubb38\uc81c\ub294 \uc0ac\uc6a9\uc790 \ud504\ub86c\ud504\ud2b8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uae30 \uc704\ud574 \uac80\uc0c9 \ub2e8\uacc4\uc5d0\uc11c \uc784\ubca0\ub529 \uc11c\ube44\uc2a4 \ud638\ucd9c\uc774 \uc0c1\ub2f9\ud55c \uc9c0\uc5f0\uc744 \uc720\ubc1c\ud558\uc5ec \uc0c1\ud638 \uc791\uc6a9\uc774 \ud544\uc694\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc18d\ub3c4\ub97c \uc800\ud558\uc2dc\ud0ac \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc218\ubc31\ub9cc \uac1c\uc758 PDF, \ubb38\uc11c \ubc0f \uae30\ud0c0 \uc9c0\uc2dd \ubca0\uc774\uc2a4\ub85c \uad6c\uc131\ub41c \ubb38\uc11c \ub9d0\ubb49\uce58\ub97c \ubca1\ud130\ud654\ud558\ub294 \ub370\ub294 \uc624\ub79c \uc2dc\uac04\uc774 \uac78\ub9b4 \uc218 \uc788\uc73c\uba70, \uc774\ub85c \uc778\ud574 RAG\uc5d0 \uc624\ub798\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9d1\ub2c8\ub2e4. \ub610\ud55c \uc0ac\uc6a9\uc790\ub294 \ucc57\ubd07 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc751\ub2f5 \uc2dc\uac04\uc744 \uc904\uc774\uae30 \uc704\ud574 \ube44\uc6a9 \ud6a8\uc728\uc801\uc73c\ub85c \ucd94\ub860(\ucd08\ub2f9 \ud1a0\ud070 \uc218)\uc744 \uac00\uc18d\ud654\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uadf8\ub9bc 1\uc740 \uc27d\uac8c \uac1c\ubc1c\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ub294 \uace0\uc131\ub2a5 \uc2a4\ud0dd\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. <\/span><span>\uc778\ud130\ub799\ud2f0\ube0c \uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07\uc785\ub2c8\ub2e4. \uc774\uac83\uc740 Streamlit \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c, \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc744 \uc704\ud55c LangChain, \ubca1\ud130 \uc0c9\uc778 \ubc0f \uac80\uc0c9\uc744 \uc704\ud55c Couchbase Capella, \uadf8\ub9ac\uace0 \uac80\uc0c9 \ubc0f \uc0dd\uc131 \ub2e8\uacc4\ub97c \uac00\uc18d\ud654\ud558\uae30 \uc704\ud55c NVIDIA NIM\/NeMo\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><figure id=\"attachment_16003\" aria-describedby=\"caption-attachment-16003\" style=\"width: 900px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/07\/image1-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-16003 size-large\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/image1-1-1024x518-1.png\" alt=\"NVIDIA NIM\/NeMo and LangChain\" width=\"900\" height=\"455\"><\/a><figcaption id=\"caption-attachment-16003\" class=\"wp-caption-text\">\uadf8\ub9bc 1: Capella\uc640 NVIDIA NIM\/NeMo\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad6c\ucd95\ub41c QA \ucc57\ubd07\uc758 \uac1c\ub150 \uc544\ud0a4\ud14d\ucc98<\/figcaption><\/figure><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uace0\uc131\ub2a5 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc11c\ube44\uc2a4(DBaaS)\uc778 Couchbase Capella\ub97c \uc0ac\uc6a9\ud558\uba74 JSON\uc758 \uc720\uc5f0\uc131\uc744 \ud65c\uc6a9\ud558\uba74\uc11c \uc6b4\uc601, \ubca1\ud130, \ud14d\uc2a4\ud2b8, \uc2dc\uacc4\uc5f4, \uc9c0\ub9ac \uacf5\uac04 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \uc800\uc7a5, \uc0c9\uc778\ud654 \ubc0f \ucffc\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Capella\ub97c \uc190\uc27d\uac8c \ud1b5\ud569\ud558\uc5ec <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/products\/vector-search\/\"><span>\ubca1\ud130 \uac80\uc0c9<\/span><\/a><span> \uc2dc\ub9e8\ud2f1 \uac80\uc0c9\uc744 \uc704\ud574 \ubcc4\ub3c4\uc758 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc5c6\uc774 \ub2e4\uc74c\uacfc \uac19\uc740 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud1b5\ud569\ud558\uc5ec <\/span><a href=\"https:\/\/www.langchain.com\/\"><span>\ub791\uccb4\uc778<\/span><\/a><span> \ub610\ub294 <\/span><a href=\"https:\/\/www.llamaindex.ai\/\"><span>\ub77c\ub9c8\uc778\ub370\u30c3\u30af\u30b9<\/span><\/a><span> \ud504\ub85c\ub355\uc158 RAG \ud30c\uc774\ud504\ub77c\uc778\uc5d0 \ub3c4\uc785\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/hybrid-search\/\"><span>\ud558\uc774\ube0c\ub9ac\ub4dc \uac80\uc0c9<\/span><\/a><span> \ubca1\ud130 \uac80\uc0c9\uacfc \uc804\ud1b5\uc801\uc778 \uac80\uc0c9\uc744 \uacb0\ud569\ud558\uc5ec \uac80\uc0c9 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uae30\ub2a5\uc785\ub2c8\ub2e4. \ub098\uc544\uac00 \uc5e3\uc9c0 AI \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc704\ud574 Couchbase \ubaa8\ubc14\uc77c\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubca1\ud130 \uac80\uc0c9\uc744 \uc5e3\uc9c0\uae4c\uc9c0 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Capella \ubca1\ud130 \uac80\uc0c9\uc744 \uad6c\uc131\ud55c \ud6c4, \ub2e4\uc74c \uc911\uc5d0\uc11c \uc131\ub2a5\uc774 \uc6b0\uc218\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/build.nvidia.com\/explore\/discover\"><span>\uc5d4\ube44\ub514\uc544 API \uce74\ud0c8\ub85c\uadf8<\/span><\/a><span>, \uc624\ud508\uc18c\uc2a4, NVIDIA AI \ud30c\uc6b4\ub370\uc774\uc158, \uadf8\ub9ac\uace0 \ucee4\uc2a4\ud140 \ubaa8\ub378\uc744 \uc544\uc6b0\ub974\ub294 \uad11\ubc94\uc704\ud55c \ud30c\uc6b4\ub370\uc774\uc158 \ubaa8\ub378 \uc2a4\ud399\ud2b8\ub7fc\uc744 \uc81c\uacf5\ud558\uba70, NVIDIA \uac00\uc18d \uc778\ud504\ub77c\uc5d0\uc11c \ucd5c\uace0\uc758 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\ub3c4\ub85d \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \ubc30\ud3ec\ub429\ub2c8\ub2e4. <\/span><a href=\"https:\/\/developer.nvidia.com\/blog\/nvidia-nim-offers-optimized-inference-microservices-for-deploying-ai-models-at-scale\/?ref=blog.langchain.dev\"><span>\uc5d4\ube44\ub514\uc544 \ub2d8<\/span><\/a><span> \ub2e8\uc77c \uba85\ub839\uc5b4\ub97c \ud1b5\ud574 \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 \uc0ac\uc804 \uc81c\uc791\ub41c \ucee8\ud14c\uc774\ub108\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc628\ud504\ub808\ubbf8\uc2a4 \ub610\ub294 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd \ubaa8\ub450\uc5d0\uc11c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. NeMo Retriever, <\/span><span>NVIDIA NeMo\uc758 \uc77c\ubd80\ubd84,<\/span><span> \uac00\uc7a5 \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04, \ucd5c\uace0 \ucc98\ub9ac\ub7c9, \uadf8\ub9ac\uace0 \ucd5c\ub300\uc758 \ub370\uc774\ud130 \ud504\ub77c\uc774\ubc84\uc2dc\ub97c \uac16\ucd98 \uc815\ubcf4 \uac80\uc0c9\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc55e\uc11c \uc5b8\uae09\ud55c \uae30\uc220 \uc2a4\ud0dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1c\ubc1c\ud55c \ucc57\ubd07\uc744 \ud1b5\ud574 \ub2e4\uc74c\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4: <\/span><span>PDF \ubb38\uc11c\ub97c \uc5c5\ub85c\ub4dc\ud558\uace0 \ub300\ud654\ud615\uc73c\ub85c \uc9c8\ubb38\ud558\uc138\uc694. \uc774\uac83\uc740 \uc0ac\uc6a9\ud569\ub2c8\ub2e4 <em>NV-QA-Embed<\/em>, \uc9c8\ubb38-\ub2f5\ubcc0 \uac80\uc0c9\uc5d0 \uc0ac\uc6a9\ub418\ub294 GPU \uac00\uc18d \ud14d\uc2a4\ud2b8 \uc784\ubca0\ub529 \ubaa8\ub378\uc778 <\/span><a href=\"https:\/\/build.nvidia.com\/meta\/llama3-70b\"><span>\ub77c\ub9c8 3 \u2013 70B<\/span><\/a><span>, NIM\uc73c\ub85c \ud328\ud0a4\uc9c0\ud654\ub418\uc5b4 NVIDIA \uc778\ud504\ub77c\uc5d0\uc11c \uac00\uc18d\ub418\ub294 <\/span><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/chat\/nvidia_ai_endpoints\/\"><span>\ub791\uccb4\uc778-\uc5d4\ube44\ub514\uc544-AI-\uc5d4\ub4dc\ud3ec\uc778\ud2b8<\/span><\/a><span> \uc774 \ud328\ud0a4\uc9c0\ub294 NVIDIA NIM\uc758 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c LangChain \ud1b5\ud569 \uae30\ub2a5\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/span><span>\ud504\ub85c\ud1a0\ud0c0\uc774\ud551 \ubaa9\uc801\uc73c\ub85c NVIDIA \ud638\uc2a4\ud305 \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub97c \uc0ac\uc6a9\ud574 \uc654\uc9c0\ub9cc, \ub2e4\uc74c\uc744 \ucc38\uace0\ud558\uc5ec \uc790\uccb4 \ud638\uc2a4\ud305 NIM \uc0ac\uc6a9\uc744 \uace0\ub824\ud558\ub294 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4. <\/span><a href=\"https:\/\/docs.nvidia.com\/nim\/large-language-models\/latest\/introduction.html?nvid=nv-int-tblg-432774\"><span>NIM \ubb38\uc11c<\/span><\/a><span> \ud504\ub85c\ub355\uc158 \ubc30\ud3ec\uc6a9.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uc774 \uc194\ub8e8\uc158\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c\uacfc \uac19\uc740 \ube60\ub978 \uc815\ubcf4 \uac80\uc0c9\uc774 \ud544\uc694\ud55c \uc720\uc2a4 \ucf00\uc774\uc2a4\ub97c \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span>\uc751\uae09\uc2e4 \uac04\ud638\uc0ac\ub4e4\uc774 \uad00\ub828 \uc758\ub8cc \uc815\ubcf4\uc5d0 \uc2e0\uc18d\ud558\uac8c \uc811\uadfc\ud558\uc5ec \ubd84\ub958(\ud2b8\ub9ac\uc544\uc9c0)\ub97c \uc2e0\uc18d\ud558\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud568\uc73c\ub85c\uc368, \uc751\uae09\uc2e4 \uacfc\ubc00\ud654, \uc9c4\ub8cc \ub300\uae30 \uc2dc\uac04 \uc7a5\uae30\ud654, \uadf8\ub9ac\uace0 \ub0ae\uc740 \ud658\uc790 \ub9cc\uc871\ub3c4\ub97c \uc644\ud654\ud569\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\ub0b4\ubd80 \uc9c0\uc2dd \ubca0\uc774\uc2a4 \ucc57\ubd07\uc744 \ud1b5\ud574 \uace0\uac1d \uc11c\ube44\uc2a4 \uc0c1\ub2f4\uc6d0\uc774 \uad00\ub828 \uc9c0\uc2dd\uc744 \ube60\ub974\uac8c \ucc3e\uc544 \ud1b5\ud654 \ub300\uae30 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud558\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub294 CSAT(\uace0\uac1d \ub9cc\uc871\ub3c4) \uc810\uc218\ub97c \ub192\uc77c \ubfd0\ub9cc \uc544\ub2c8\ub77c \ub192\uc740 \ud1b5\ud654\ub7c9\uc744 \uad00\ub9ac\ud558\ub294 \ub370\ub3c4 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/span><\/li>\n\n\n<li><span>\uc1fc\ud551 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574, \ub9e4\uc7a5 \ub0b4 \ud310\ub9e4 \uc9c1\uc6d0\uc774 \uc1fc\ud551\uac1d\uc774 \uc694\uccad\ud588\uc73c\ub098 \ud604\uc7ac \ud488\uc808\ub41c \uc0c1\ud488\uc758 \uc0ac\uc9c4\uc774\ub098 \uc124\uba85\uacfc \uc720\uc0ac\ud55c \uc0c1\ud488\uc744 \uc0c1\ud488 \uce74\ud0c8\ub85c\uadf8\uc5d0\uc11c \ube60\ub974\uac8c \ucc3e\uc544 \ucd94\ucc9c\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\uacb0\ub860\uc801\uc73c\ub85c, Couchbase Capella \uae30\ubc18 RAG\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucc57\ubd07\uacfc \uac19\uc740 \ub300\ud654\ud615 GenAI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uae30\ubc18\uc774 \ud0c4\ud0c4\ud558\uace0 \uad00\ub828\uc131 \ub192\uc740 \uc751\ub2f5\uc73c\ub85c \uac1c\ubc1c\ud560 \uc218 \uc788\uc73c\uba70, NVIDIA NIM\/NeMo\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ub97c \uac00\uc18d\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><span>\uc774 \uc870\ud569\uc740 \ud655\uc7a5\uc131, \uc2e0\ub8b0\uc131, \uadf8\ub9ac\uace0 \uc0ac\uc6a9 \ud3b8\uc758\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ubcf4\uc548 \ubc0f \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \uc694\uad6c \uc0ac\ud56d\uc774 \ub354 \uc5c4\uaca9\ud55c \uc720\uc2a4\ucf00\uc774\uc2a4\uc758 \uacbd\uc6b0, DBaaS \ud658\uacbd\uc744 \uc704\ud574 Capella\uc640 \ud568\uaed8 \ubc30\ud3ec\ud558\ub294 \uac83 \uc678\uc5d0\ub3c4, NIM\/NeMo\ub97c \uc628\ud504\ub808\ubbf8\uc2a4 \ub610\ub294 \ud37c\ube14\ub9ad \ud074\ub77c\uc6b0\ub4dc\uc758 \uc790\uccb4 \uad00\ub9ac\ud615 Couchbase\uc640 \ud568\uaed8 VPC \ub0b4\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd94\uac00\uc801\uc73c\ub85c, \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4 <\/span><a href=\"https:\/\/developer.nvidia.com\/blog\/building-safer-llm-apps-with-langchain-templates-and-nvidia-nemo-guardrails\/\"><span>\ub124\ubaa8 \uac00\ub4dc\ub808\uc77c<\/span><\/a><span> \uadc0\uc0ac\uac00 \ubd80\uc801\uc808\ud558\ub2e4\uace0 \uac04\uc8fc\ud558\ub294 \ucf58\ud150\uce20\uc5d0 \ub300\ud574 LLM\uc758 \ucd9c\ub825\uc744 \uc81c\uc5b4\ud558\uae30 \uc704\ud574. <\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>\ucc57\ubd07 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc138\ubd80 \uc0ac\ud56d\uc740 Couchbase\uc5d0\uc11c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/github.com\/couchbase-examples\/couchbase-tutorials\/blob\/141424e68c18233c4ed47cc6321d38540ab4ca54\/tutorial\/markdown\/python\/nvidia-nim-llama3-pdf-chat\/nvidia-nim-llama3-pdf-chat.md\"><span>\uac1c\ubc1c\uc790 \ud3ec\ud138<\/span><\/a><span> ~\uc640 \ud568\uaed8 <\/span><a href=\"https:\/\/github.com\/couchbase-examples\/nvidia-rag-demo\/blob\/main\/chat_with_pdf.py\"><span>\uc804\uccb4 \ucf54\ub4dc<\/span><\/a><span>. \ud68c\uc6d0 \uac00\uc785\uc744 \ud574 \uc8fc\uc138\uc694. <\/span><a href=\"https:\/\/cloud.couchbase.com\/sign-up\"><span>\uce74\ud3a0\ub77c \uccb4\ud5d8 \uacc4\uc815<\/span><\/a><span>, \ubb34\ub8cc <\/span><a href=\"https:\/\/build.nvidia.com\/explore\/discover?signin_corporate=false&amp;signin=false\"><span>NVIDIA NIM \uacc4\uc815<\/span><\/a><span>, \uadf8\ub9ac\uace0 GenAI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc744 \uc2dc\uc791\ud558\uc138\uc694.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br><br><\/p>","protected":false},"excerpt":{"rendered":"<p>Today, we&#8217;re excited to announce our new integration with NVIDIA NIM\/NeMo. In this blog post, we present a solution concept of an interactive chatbot based on a Retrieval Augmented Generation (RAG)\u00a0architecture with Couchbase Capella as a Vector database. The retrieval and generation phases of the RAG pipeline are accelerated by NVIDIA NIM\/NeMo with just a [&hellip;]<\/p>\n","protected":false},"author":84768,"featured_media":3815,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":""},"categories":[598,178,301,54,448,353,715],"tags":[832,856],"ppma_author":[843,846],"class_list":["post-3817","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence-ai","category-connectors","category-cloud","category-couchbase-server","category-edge-computing","category-solutions","category-vector-search","tag-langchain","tag-nvidia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Accelerate Couchbase-Powered RAG AI Application With NVIDIA NIM\/NeMo and LangChain - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"Develop an interactive GenAI application with grounded and relevant responses using Couchbase Capella-based RAG and accelerate it using NVIDIA NIM\/NeMo\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/ko\/accelerate-rag-ai-couchbase-nvidia\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Accelerate Couchbase-Powered RAG AI Application With NVIDIA NIM\/NeMo and LangChain\" \/>\n<meta property=\"og:description\" content=\"Develop an interactive GenAI application with grounded and relevant responses using Couchbase Capella-based RAG and accelerate it using NVIDIA NIM\/NeMo\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.couchbase.com\/blog\/ko\/accelerate-rag-ai-couchbase-nvidia\/\" \/>\n<meta property=\"og:site_name\" content=\"The Couchbase Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-04T16:49:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/5\/2026\/05\/image1-1-9.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1345\" \/>\n\t<meta property=\"og:image:height\" content=\"681\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Lokesh Goel, Developer Experience Engineer, Kiran Matty, Lead Product Manager AI\/ML\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Lokesh Goel, Developer Experience Engineer\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" 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