{"id":16068,"date":"2024-08-01T06:51:02","date_gmt":"2024-08-01T13:51:02","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=16068"},"modified":"2025-06-13T20:19:05","modified_gmt":"2025-06-14T03:19:05","slug":"faster-llm-apps-semantic-cache-langchain-couchbase","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/faster-llm-apps-semantic-cache-langchain-couchbase\/","title":{"rendered":"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc640 \ub7ad\uccb4\uc778\uc73c\ub85c \ub354 \ube60\ub974\uace0 \uc800\ub834\ud55c LLM \uc571 \uad6c\ucd95\ud558\uae30"},"content":{"rendered":"<h2><span style=\"font-weight: 400;\">LangChain \ud1b5\ud569\uc744 \ud1b5\ud55c \uc0c8\ub85c\uc6b4 \ud45c\uc900, \uc2dc\ub9e8\ud2f1 \ubc0f \ub300\ud654\ud615 \uce90\uc2dc<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ube60\ub974\uac8c \uc9c4\ud654\ud558\ub294 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c \ud658\uacbd\uc5d0\uc11c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ud1b5\ud569\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud55c \uacfc\uc81c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc0c1\ud669\uc5d0 \ub9de\ub294 \uace0\ud488\uc9c8\uc758 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574 LLM\uc758 \ud798\uc744 \ud65c\uc6a9\ud558\ub294 \ub2a5\ub825\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc744 \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ud300\uc740 \ud2b9\ud788 \uc0ac\uc6a9\uc790 \ud504\ub86c\ud504\ud2b8\uc758 \uc591\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ube44\uc6a9\uc744 \uc808\uac10\ud558\uba74\uc11c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc751\ub2f5\uc744 \ube60\ub978 \uc18d\ub3c4\ub85c \uc81c\uacf5\ud558\ub294 \ub370 \uc788\uc5b4 \uc0c1\ub2f9\ud55c \uc5b4\ub824\uc6c0\uc5d0 \uc9c1\uba74\ud574 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ub300\ubd80\ubd84\uc758 LLM\uc740 \uba54\ubaa8\ub9ac\uac00 \uc81c\ud55c\ub418\uc5b4 \uc788\uae30 \ub54c\ubb38\uc5d0 LLM \ub300\ud654\ub97c \uc7a5\uae30\uac04 \uc800\uc7a5\ud558\uace0 LLM\uc758 \uba54\ubaa8\ub9ac\uac00 \ucd08\uacfc\ub41c \ud6c4 \uc0ac\uc6a9\uc790\uac00 \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \uc2dc\uc791\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud560 \uc218 \uc788\ub294 \uae30\ud68c\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub098\uace0 \uc9c0\uc5f0 \uc2dc\uac04\uc774 \uc9e7\uc740 \uce90\uc2f1\uc758 \uc120\ub450\uc8fc\uc790\uc778 Couchbase(<\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/customers\/linkedin\/\"><span style=\"font-weight: 400;\">LinkedIn \uc2a4\ud1a0\ub9ac \uc77d\uae30<\/span><\/a><span style=\"font-weight: 400;\">)\ub294 \ud601\uc2e0\uc801\uc778 \uc194\ub8e8\uc158\uc73c\ub85c \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4. \ubca1\ud130 \uac80\uc0c9 \ubc0f \uce90\uc2f1 \uae30\ub2a5\uc758 \uc0c8\ub85c\uc6b4 \uac1c\uc120 \uc0ac\ud56d\uacfc \uac1c\ubc1c\uc790\ub97c \uc704\ud55c \uc804\uc6a9 LangChain \ud328\ud0a4\uc9c0\ub97c \ud1b5\ud574 \uc0dd\uc131 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc131\ub2a5\uacfc \uc548\uc815\uc131\uc744 \ub354\uc6b1 \uc27d\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2>\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9 \ubc0f \uac80\uc0c9 \uc99d\uac15 \uc138\ub300(RAG)<\/h2>\n<p><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9\uc744 \uc0ac\uc6a9\ud558\uba74 \uc815\ud655\ud788 \uc77c\uce58\ud558\uc9c0 \uc54a\uc544\ub3c4 \ube44\uc2b7\ud55c \uac1c\uccb4\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubca1\ud130 \uac80\uc0c9\uc740 \ub9e4\uc6b0 \ub9ce\uc740 \uc218\uc758 \ucc28\uc6d0\uc5d0 \uac78\uccd0 \uac1d\uccb4\ub97c \uc218\ud559\uc801\uc73c\ub85c \ud45c\ud604\ud558\ub294 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uae30\ubc18\uc73c\ub85c \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uac80\uc0c9\ud558\uace0 \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uace0\uae09 \uae30\ub2a5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc81c\ud488 \uce74\ud0c8\ub85c\uadf8\uc5d0\uc11c \"\uac08\uc0c9\"\uacfc \"\uac00\uc8fd\"\uc778 \uc2e0\ubc1c\uc744 \uac80\uc0c9\ud558\uba74 \"\ub9c8\ud638\uac00\ub2c8, \ubc24\ub098\ubb34, \ucee4\ud53c, \ube0c\ub860\uc988, \uc801\uac08\uc0c9, \ucf54\ucf54\uc544\" \ub4f1\uc758 \uc0c9\uc0c1\uc744 \uac00\uc9c4 \"\uc2a4\uc6e8\uc774\ub4dc\" \uc2e0\ubc1c\ubfd0\ub9cc \uc544\ub2c8\ub77c \ud574\ub2f9 \uacb0\uacfc\ub3c4 \ubc18\ud658\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG)\uc740 \ubca1\ud130 \uac80\uc0c9\uc744 \uacb0\ud569\ud558\uc5ec \uc0ac\uc6a9\uc790 \ud504\ub86c\ud504\ud2b8\uc640 \uad00\ub828\ub41c \uc815\ubcf4\ub97c \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uac80\uc0c9\ud558\uace0 \ud504\ub86c\ud504\ud2b8\uc640 \uad00\ub828\ub41c \uad00\ub828 \uc815\ubcf4\ub97c \ubaa8\ub450 \uc81c\uacf5\ud569\ub2c8\ub2e4. <\/span><span style=\"font-weight: 400;\">\uc815\ubcf4\ub97c \uc0dd\uc131 \ubaa8\ub378\uc5d0 \ucd94\uac00\ud558\uc5ec \ubcf4\ub2e4 \ub9ce\uc740 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc0c1\ud669\uc5d0 \uc801\ud569\ud55c LLM \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub294 \uc0ac\uc6a9\uc790 \uc9c0\uc815 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uac83\ubcf4\ub2e4 \ube60\ub974\uace0 \ube44\uc6a9\uc774 \uc801\uac8c \ub4dc\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. <\/span><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc758 <\/span><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/couchbase-capella-advantages-speed-functionality-tco-over-redis\/\"><span style=\"font-weight: 400;\">\ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub09c \uc778\uba54\ubaa8\ub9ac \uc544\ud0a4\ud14d\ucc98<\/span><\/a><span style=\"font-weight: 400;\"> \ub294 \uad00\ub828 \ubca1\ud130 \uc784\ubca0\ub529 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uac80\uc0c9\ud560 \uc218 \uc788\ub294 \uc561\uc138\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc131\ub2a5\uacfc \ud6a8\uc728\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \uac1c\ubc1c\uc790\ub294 \uc2dc\ub9e8\ud2f1 \ubc0f \ub300\ud654\ud615 \uce90\uc2f1 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h2>\uc2dc\ub9e8\ud2f1 \uce90\uc2f1<\/h2>\n<p><span style=\"font-weight: 400;\">\uc2dc\ub9e8\ud2f1 \uce90\uc2f1\uc740 \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucffc\ub9ac\uc758 \ub9e5\ub77d\uacfc \uc758\ub3c4\ub97c \ud30c\uc545\ud558\ub294 \uc815\uad50\ud55c \uce90\uc2f1 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc815\ud655\ud55c \uc77c\uce58\uc5d0 \uc758\uc874\ud558\ub294 \uae30\uc874 \uce90\uc2f1 \ubc29\ubc95\uacfc \ub2ec\ub9ac \uc2dc\ub9e8\ud2f1 \uce90\uc2f1\uc740 \ub370\uc774\ud130\uc758 \uc758\ubbf8\uc640 \uad00\ub828\uc131\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uc989, LLM\uc5d0\uc11c \ub3d9\uc77c\ud55c \uc751\ub2f5\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 \uc720\uc0ac\ud55c \uc9c8\ubb38\uc740 LLM\uc5d0 \ucd94\uac00 \uc694\uccad\uc744 \ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \uc704\uc758 \uc608\uc5d0\uc11c \"10 \uc0ac\uc774\uc988\uc758 \uac08\uc0c9 \uac00\uc8fd \uc2e0\ubc1c\uc744 \ucc3e\uace0 \uc788\uc2b5\ub2c8\ub2e4\"\ub77c\uace0 \uac80\uc0c9\ud558\ub294 \uc0ac\uc6a9\uc790\ub294 \"\uac08\uc0c9 \uc0c9\uc0c1\uc758 \uac00\uc8fd\uc73c\ub85c \ub41c 10 \uc0ac\uc774\uc988 \uc2e0\ubc1c\uc744 \uc0ac\uace0 \uc2f6\uc2b5\ub2c8\ub2e4\"\ub77c\uace0 \uc694\uccad\ud558\ub294 \ub2e4\ub978 \uc0ac\uc6a9\uc790\uc640 \ub3d9\uc77c\ud55c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-16069\" style=\"border: solid 1px black;\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/07\/image1-1024x551.jpg\" alt=\"Couchbase Semantic Cache\" width=\"900\" height=\"484\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image1-1024x551.jpg 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image1-300x161.jpg 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image1-768x413.jpg 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image1-1536x826.jpg 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image1-1320x710.jpg 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image1.jpg 1708w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\ud2b9\ud788 \ub300\uc6a9\ub7c9\uc5d0\uc11c \uc2dc\ub9e8\ud2f1 \uce90\uc2f1\uc758 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>\ud6a8\uc728\uc131 \ud5a5\uc0c1<\/b><span style=\"font-weight: 400;\"> \ucffc\ub9ac \ucee8\ud14d\uc2a4\ud2b8 \uc774\ud574\ub85c \uac80\uc0c9 \uc2dc\uac04 \ub2e8\ucd95<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>\ube44\uc6a9 \uc808\uac10 -<\/b><span style=\"font-weight: 400;\"> LLM\uc5d0 \ub300\ud55c \ud638\ucd9c \uac10\uc18c\ub85c \uc2dc\uac04\uacfc \ube44\uc6a9 \uc808\uc57d<\/span><\/li>\n<\/ul>\n<h2>\u00a0\ub300\ud654\ud615 \uce90\uc2f1<\/h2>\n<p><span style=\"font-weight: 400;\">\uc2dc\ub9e8\ud2f1 \uce90\uc2f1\uc740 \ub2e4\uc591\ud55c \uc0ac\uc6a9\uc790\uc5d0 \uac78\uccd0 LLM\uc5d0 \ub300\ud55c \ud638\ucd9c \ud69f\uc218\ub97c \uc904\uc774\ub294 \ubc18\uba74, \ub300\ud654 \uce90\uc2dc\ub294 \uc0ac\uc6a9\uc790\uc640 LLM \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc5d0 \ub300\ud55c \ud3c9\uc0dd \ub300\ud654 \uc9c0\uc2dd\uc744 \ud655\uc7a5\ud558\uc5ec \uc804\ubc18\uc801\uc778 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4. \uacfc\uac70 \uc9c8\ubb38\uacfc \ub2f5\ubcc0\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 LLM\uc740 \uc0c8\ub85c\uc6b4 \ud504\ub86c\ud504\ud2b8\uac00 \uc81c\ucd9c\ub420 \ub54c \ub354 \ub098\uc740 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large wp-image-16070\" style=\"border: solid 1px black;\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/2024\/07\/image2-1024x581.jpg\" alt=\"Couchbase conversational cache\" width=\"900\" height=\"511\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image2-1024x581.jpg 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image2-300x170.jpg 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image2-768x436.jpg 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image2-1536x872.jpg 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image2-1320x749.jpg 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/07\/image2.jpg 1720w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ub610\ud55c \ub300\ud654 \uce90\uc2f1\uc744 \uc0ac\uc6a9\ud558\uc5ec AI \uc0c1\ub2f4\uc6d0 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0 \ucd94\ub860\uc744 \uc801\uc6a9\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \"\uc774 \uc544\uc774\ud15c\uc774 \ub0b4\uac00 \uc774\uc804\uc5d0 \uad6c\ub9e4\ud55c \uc81c\ud488\uacfc \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud558\ub098\uc694?\"\ub77c\uace0 \uc9c8\ubb38\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba3c\uc800 \"\uc774 \ud56d\ubaa9\"\uc774\ub77c\ub294 \ucc38\uc870\ub97c \ud30c\uc545\ud55c \ub2e4\uc74c \"\uc774 \ud56d\ubaa9\uc774 \uacfc\uac70 \uad6c\ub9e4 \uc81c\ud488\uacfc \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud560\uc9c0\"\ub97c \ucd94\ub860\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3>\uc804\uc6a9 LangChain-\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ud328\ud0a4\uc9c0<\/h3>\n<p><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\ub294 \ucd5c\uadfc \ud30c\uc774\uc36c \uac1c\ubc1c\uc790\ub97c \uc704\ud574 \uc124\uacc4\ub41c LangChain \ubaa8\ub4c8\uc744 \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ud328\ud0a4\uc9c0\ub294 LangChain\uc744 \ud1b5\ud574 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc758 \uace0\uae09 \uae30\ub2a5\uc744 \uc0dd\uc131\ud615 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud558\ub294 \uc791\uc5c5\uc744 \uac04\uc18c\ud654\ud558\uc5ec \uac1c\ubc1c\uc790\uac00 \ubca1\ud130 \uac80\uc0c9 \ubc0f \uc2dc\ub9e8\ud2f1 \uce90\uc2f1\uacfc \uac19\uc740 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \ub354 \uc27d\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">LangChain-\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ud328\ud0a4\uc9c0\ub294 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc758 \ubca1\ud130 \uac80\uc0c9, \uc2dc\ub9e8\ud2f1 \uce90\uc2dc, \ub300\ud654 \uce90\uc2dc \uae30\ub2a5\uc744 \uc0dd\uc131\ud615 AI \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0 \uc6d0\ud65c\ud558\uac8c \ud1b5\ud569\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ud569\uc744 \ud1b5\ud574 \uac1c\ubc1c\uc790\ub294 \ucd5c\uc18c\ud55c\uc758 \ub178\ub825\uc73c\ub85c \ub354\uc6b1 \uc9c0\ub2a5\uc801\uc774\uace0 \ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd\uc774 \uac00\ub2a5\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\ub294 \uc804\uc6a9 \ud328\ud0a4\uc9c0\ub97c \uc81c\uacf5\ud568\uc73c\ub85c\uc368 \uac1c\ubc1c\uc790\uac00 \ubcf5\uc7a1\ud55c \uad6c\uc131 \uc5c6\uc774\ub3c4 \uace0\uae09 \uae30\ub2a5\uc5d0 \uc27d\uac8c \uc561\uc138\uc2a4\ud558\uace0 \uad6c\ud604\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774 \ud328\ud0a4\uc9c0\ub294 \uac1c\ubc1c\uc790 \uce5c\ud654\uc801\uc73c\ub85c \uc124\uacc4\ub418\uc5b4 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3>\uc8fc\uc694 \uae30\ub2a5<\/h3>\n<p><span style=\"font-weight: 400;\">LangChain-Couchbase \ud328\ud0a4\uc9c0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/providers\/couchbase\/\"><b>\ubca1\ud130 \uac80\uc0c9<\/b><\/a> <b>-<\/b><span style=\"font-weight: 400;\"> \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \uac80\uc0c9<\/span><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/llm_caching\/#couchbase-cache\"><b>\ud45c\uc900 \uce90\uc2dc<\/b><\/a><span style=\"font-weight: 400;\"> - \ub354 \ube60\ub978 \uc815\ud655\ud55c \ub9e4\uce6d\uc744 \uc704\ud574<\/span><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/llm_caching\/#couchbase-semantic-cache\"><b>\uc2dc\ub9e8\ud2f1 \uce90\uc2dc<\/b><\/a> <b>-<\/b><span style=\"font-weight: 400;\"> \uc751\ub2f5 \uad00\ub828\uc131 \ud5a5\uc0c1\uc744 \uc704\ud55c \ucee8\ud14d\uc2a4\ud2b8 \uc778\uc2dd \uce90\uc2f1<\/span><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/memory\/couchbase_chat_message_history\/\"><b>\ub300\ud654 \uce90\uc2dc<\/b><\/a> <span style=\"font-weight: 400;\">- \ub300\ud654 \ucee8\ud14d\uc2a4\ud2b8 \uad00\ub9ac\ub97c \ud1b5\ud55c \uc0ac\uc6a9\uc790 \uc0c1\ud638\uc791\uc6a9 \ud5a5\uc0c1<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uc0ac\uc6a9 \uc0ac\ub840 \ubc0f \uc608\uc2dc<\/h2>\n<p><span style=\"font-weight: 400;\">Couchbase\uc758 \uc0c8\ub85c\uc6b4 \uac1c\uc120 \uc0ac\ud56d\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\"><b>\uc804\uc790 \uc0c1\uac70\ub798 \ucc57\ubd07 -<\/b><span style=\"font-weight: 400;\"> \uc0ac\uc6a9\uc790 \uc120\ud638\ub3c4\uc5d0 \uae30\ubc18\ud55c \ub9de\ucda4\ud615 \uc1fc\ud551 \ucd94\ucc9c \uc81c\uacf5<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>\uace0\uac1d \uc9c0\uc6d0 -<\/b><span style=\"font-weight: 400;\"> \uace0\uac1d \ubb38\uc758\uc5d0 \ub300\ud574 \uc0c1\ud669\uc5d0 \ub9de\ub294 \uc815\ud655\ud55c \ub2f5\ubcc0 \uc81c\uacf5<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\ucf54\ub4dc \uc2a4\ub2c8\ud3ab \ub610\ub294 \ud29c\ud1a0\ub9ac\uc5bc<\/h3>\n<p><span style=\"font-weight: 400;\">\uac1c\ubc1c\uc790\ub294 \uc2dc\ub9e8\ud2f1 \uce90\uc2f1\uacfc LangChain-Couchbase \ud328\ud0a4\uc9c0\ub97c \uad6c\ud604\ud558\uae30 \uc704\ud55c \ucf54\ub4dc \uc2a4\ub2c8\ud3ab\uacfc \ud29c\ud1a0\ub9ac\uc5bc\uc744 \ub2e4\uc74c\uc5d0\uc11c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/llm_caching\/#couchbase-semantic-cache\"><span style=\"font-weight: 400;\">LangChain \uc6f9\uc0ac\uc774\ud2b8<\/span><\/a><span style=\"font-weight: 400;\">. \ubca1\ud130 \uac80\uc0c9\uc758 \ucf54\ub4dc \uc608\uc81c\ub294 Couchbase\uc758 <\/span><a href=\"https:\/\/github.com\/couchbase-examples\/\"><span style=\"font-weight: 400;\">GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac<\/span><\/a><span style=\"font-weight: 400;\">. \uc774\ub7ec\ud55c \ub9ac\uc18c\uc2a4\ub294 \uac1c\ubc1c\uc790\uac00 \ube60\ub974\uac8c \uc2dc\uc791\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc9c0\uce68\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3>\ud61c\ud0dd<\/h3>\n<p><span style=\"font-weight: 400;\">LLM \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc758 \ud5a5\uc0c1\ub41c \ubca1\ud130 \uac80\uc0c9 \ubc0f \uce90\uc2f1 \uae30\ub2a5\uc740 \ud5a5\uc0c1\ub41c \ud6a8\uc728\uc131, \uad00\ub828\uc131, \uc751\ub2f5\uc758 \uac1c\uc778\ud654 \ub4f1 \ub2e4\uc591\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ub2a5\uc740 \uc548\uc815\uc801\uc774\uace0 \ud655\uc7a5 \uac00\ub2a5\ud558\uba70 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \uc81c\ub108\ub808\uc774\ud2f0\ube0c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ub530\ub974\ub294 \uc5b4\ub824\uc6c0\uc744 \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4\ub294 \uc9c0\uc18d\uc801\uc778 \ud601\uc2e0\uc744 \ud1b5\ud574 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc758 \uc120\ub450\uc5d0 \uc124 \uc218 \uc788\ub3c4\ub85d \ucd5c\uc120\uc744 \ub2e4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \uac1c\uc120 \uc0ac\ud56d\uc744 \ud1b5\ud574 Couchbase\uc758 \uae30\ub2a5\uc744 \ub354\uc6b1 \ud655\uc7a5\ud558\uc5ec \uac1c\ubc1c\uc790\uac00 \ub354\uc6b1 \ubc1c\uc804\ub41c \uc9c0\ub2a5\ud615 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uc608\uc815\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/h3>\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<li>LangChain \ubc0f Couchbase\uc5d0\uc11c \uc9c0\uc6d0\ud558\ub294 \ubaa8\ub378<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\ub2e4\uc74c\uc744 \ud1b5\ud574 \uc9c0\uc6d0\ub418\ub294 \ubaa8\ub378 <a href=\"https:\/\/python.langchain.com\/v0.2\/api_reference\/couchbase\/index.html\">\ub7ad\uccb4\uc778\uacfc \uce74\uc6b0\uce58\ubca0\uc774\uc2a4<\/a><\/h3>\n<table>\n<tbody>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/ai21\">AI21<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/azureopenai\">AzureOpenAI<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/bge_huggingface\">\ud3ec\uc639\ud558\ub294 \uc5bc\uad74\uc758 BGE<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/aleph_alpha\">\uc54c\ub808\ud504 \uc54c\ud30c<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/baichuan\">\ubc14\uc774\ucd28 \ud14d\uc2a4\ud2b8 \uc784\ubca0\ub529<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/bookend\">\ubd81\uc5d4\ub4dc AI<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/anyscale\">\uc560\ub2c8\uc2a4\ucf00\uc77c<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/baidu_qianfan_endpoint\">\ubc14\uc774\ub450 \uccb8\ud310<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/clarifai\">\ud074\ub77c\ub9ac\ud30c\uc774<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/ascend\">ascend<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/bedrock\">\uc554\ubc18<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/cloudflare_workersai\">Cloudflare Workers AI<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/awadb\">AwaDB<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/bge_huggingface\">\ud3ec\uc639\ud558\ub294 \uc5bc\uad74\uc758 BGE<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/cohere\">Cohere<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/google_generative_ai\">\uad6c\uae00 \uc81c\ub108\ub808\uc774\ud2f0\ube0c AI \uc784\ubca0\ub529<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/google_vertex_ai_palm\">\uad6c\uae00 \ubc84\ud14d\uc2a4 AI \ud50c\ub7ab\ud3fc<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/gpt4all\">GPT4All<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/jina\">Jina<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/johnsnowlabs_embedding\">\uc874 \uc2a4\ub178\uc6b0 \ub7a9<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/laser\">\ub808\uc774\uc800<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/llamacpp\">Llama.cpp<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/llamafile\">llamafile<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/localai\">LocalAI<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/mini_max\">\ubbf8\ub2c8\ub9e5\uc2a4<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/mistralai\">\ubbf8\uc2a4\ud2b8\ub784AI<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/nlp_cloud\">NLP \ud074\ub77c\uc6b0\ub4dc<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/oci_generative_ai\">\uc624\ub77c\ud074 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c \uc81c\ub108\ub808\uc774\ud2f0\ube0c AI<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/ollama\">Ollama<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/openai\">OpenAI<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/optimum_intel\">\ucd5c\uc801\ud654\ub418\uace0 \uc815\ub7c9\ud654\ub41c \uc784\ubca0\ub354\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubb38\uc11c \uc784\ubca0\ub529\ud558\uae30<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/oracleai\">\uc624\ub77c\ud074 AI \ubca1\ud130 \uac80\uc0c9: \uc784\ubca0\ub529 \uc0dd\uc131<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/ovhcloud\">OVHcloud<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/pinecone\">\uc194\ubc29\uc6b8 \uc784\ubca0\ub529<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/premai\">PremAI<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/sagemaker-endpoint\">\uc138\uc774\uc9c0\uba54\uc774\ucee4<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/sambanova\">\uc0bc\ubc14\ub178\ubc14<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/sentence_transformers\">\ud3ec\uc639\ud558\ub294 \uc5bc\uad74\uc758 \ubb38\uc7a5 \ubcc0\ud658\uae30<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/tensorflowhub\">\ud150\uc11c\ud50c\ub85c \ud5c8\ube0c<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/together\">\ud568\uaed8 AI<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/upstage\">\uc5c5\uc2a4\ud14c\uc774\uc9c0<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/xinference\">Xorbits \ucd94\ub860(Xinference)<\/a><\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/volcengine\">Volc \uc5d4\uc9c4<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/voyageai\">Voyage AI<\/a><\/td>\n<td><a href=\"https:\/\/python.langchain.com\/v0.2\/docs\/integrations\/text_embedding\/yandex\">YandexGPT<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>","protected":false},"excerpt":{"rendered":"<p>New Standard, Semantic and Conversational Cache With LangChain Integration In the rapidly evolving landscape of AI application 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