{"id":8792,"date":"2026-04-04T15:48:11","date_gmt":"2026-04-04T06:48:11","guid":{"rendered":"https:\/\/now0930.pe.kr\/wordpress\/?p=8792"},"modified":"2026-04-04T15:48:13","modified_gmt":"2026-04-04T06:48:13","slug":"%f0%9f%8e%b5-plexamp%eb%8a%94-%ec%95%88%eb%85%95-ollama%eb%a1%9c-%ea%b5%ac%ec%b6%95%ed%95%9c-%eb%a1%9c%ec%bb%ac-rag-%ea%b8%b0%eb%b0%98-ai-%ec%9d%8c%ec%95%85-%ec%97%90%ec%9d%b4%ec%a0%84%ed%8a%b8","status":"publish","type":"post","link":"https:\/\/now0930.pe.kr\/wordpress\/%f0%9f%8e%b5-plexamp%eb%8a%94-%ec%95%88%eb%85%95-ollama%eb%a1%9c-%ea%b5%ac%ec%b6%95%ed%95%9c-%eb%a1%9c%ec%bb%ac-rag-%ea%b8%b0%eb%b0%98-ai-%ec%9d%8c%ec%95%85-%ec%97%90%ec%9d%b4%ec%a0%84%ed%8a%b8\/","title":{"rendered":"\ud83c\udfb5 Plexamp\ub294 \uc548\ub155, Ollama\ub85c \uad6c\ucd95\ud55c \ub85c\uceec RAG \uae30\ubc18 AI \uc74c\uc545 \uc5d0\uc774\uc804\ud2b8"},"content":{"rendered":"\n<p>\ucd5c\uadfc \ub85c\uceec \ud658\uacbd\uc5d0\uc11c \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \ub3cc\ub9ac\ub294 \uac83\uc774 \ub300\uc911\ud654\ub418\uba74\uc11c, \ub2e8\uc21c\ud788 \ucc44\ud305\uc744 \ub098\ub204\ub294 \ub2e8\uacc4\ub97c \ub118\uc5b4 \uc2e4\uc9c8\uc801\uc778 **&#8217;\uac1c\uc778\uc6a9 \uc11c\ube44\uc2a4&#8217;**\ub97c \ub9cc\ub4dc\ub294 \uc7ac\ubbf8\uac00 \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\ub294 \uae30\uc874 \uc0c1\uc6a9 \uc11c\ube44\uc2a4\uc5d0 \ub300\ud55c \uac08\uc99d\uc5d0\uc11c \uc2dc\uc791\ud574, \ub0b4 \ud558\ub4dc\ub514\uc2a4\ud06c\uc758 \uc74c\uc545\uc744 \uc644\ubcbd\ud558\uac8c \ud1b5\uc81c\ud558\ub294 <strong>\ub098\ub9cc\uc758 AI \uc74c\uc545 \ube44\uc11c<\/strong>\ub97c \uad6c\ucd95\ud55c \uae30\ub85d\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1. \uc65c \uc9c1\uc811 \ub9cc\ub4e4\uc5c8\ub098? (Motivation)<\/h2>\n\n\n\n<p>\uadf8\ub3d9\uc548 \uc74c\uc545 \uad00\ub9ac\uc640 \uc2a4\ud2b8\ub9ac\ubc0d\uc744 \uc704\ud574 <strong>Plexamp<\/strong>\ub97c \uc560\uc6a9\ud574 \uc654\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ub0a0\uc774 \uac08\uc218\ub85d \ud3d0\uc1c4\uc801\uc73c\ub85c \ubcc0\ud558\ub294 \uc9c0\uc6d0 \uc815\ucc45\uacfc \ub9e4\ub2ec \uc9c0\ubd88\ud574\uc57c \ud558\ub294 \uad6c\ub3c5 \ubaa8\ub378, \uadf8\ub9ac\uace0 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\uc758 \ud55c\uacc4\uc5d0 \uc9c0\uce58\uace0 \ub9d0\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;\ub0b4 \ub370\uc774\ud130\ub97c \ub0b4\uac00 \uac00\uc7a5 \ud3b8\ud55c \ubc29\uc2dd\uc73c\ub85c, \ube44\uc6a9 \uac71\uc815 \uc5c6\uc774 \uc4f0\uace0 \uc2f6\ub2e4.&#8221;<\/p>\n<\/blockquote>\n\n\n\n<p>\ub610\ud55c, \uc218\ub9cc \uace1\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c <strong>\uc218\ub3d9\uc73c\ub85c \ud50c\ub808\uc774\ub9ac\uc2a4\ud2b8\ud654\ud558\uc5ec \uad00\ub9ac\ud558\ub294 \uac83\uc740 \ubd88\uac00\ub2a5<\/strong>\uc5d0 \uac00\uae5d\uc2b5\ub2c8\ub2e4. \uc0ac\ub78c\uc774 \uc77c\uc77c\uc774 \uad00\ub9ac\ud558\ub2e4 \ubcf4\uba74 \uacb0\uad6d \ub4e3\ub294 \uace1\ub9cc \ub4e3\uac8c \ub418\uace0, \uc774\ub984\uc870\ucc28 \uae30\uc5b5\ub098\uc9c0 \uc54a\ub294 \uc218\ub9ce\uc740 \uba85\uace1\uc740 \ud558\ub4dc\ub514\uc2a4\ud06c \uae4a\uc219\ud55c \uacf3\uc5d0\uc11c \uc7a0\ub4e4\uac8c \ub429\ub2c8\ub2e4. \uc774\ub294 \uba85\ubc31\ud55c <strong>\uc800\uc7a5 \uacf5\uac04\uc758 \ub0ad\ube44\uc774\uc790 \uc18c\uc911\ud55c \ub370\uc774\ud130\uc758 \ubc29\uce58<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \uac04\uacb0\ud55c \ubaa9\ud45c\ub97c \uc704\ud574 \ub85c\uceec GPU \uc11c\ubc84\uc640 \uc624\ud508\uc18c\uc2a4 AI \ub3c4\uad6c\ub4e4\uc744 \uacb0\ud569\ud558\uae30\ub85c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \uc2dc\uc2a4\ud15c \uc124\uacc4: RAG(Retrieval-Augmented Generation)<\/h2>\n\n\n\n<p>\ub2e8\uc21c\ud55c \ud0a4\uc6cc\ub4dc \uac80\uc0c9\uc740 \uc624\ud0c0\ub098 \ubaa8\ud638\ud55c \ud45c\ud604\uc5d0 \ucde8\uc57d\ud569\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\uc790\uc758 \uc758\ub3c4\ub97c \ubca1\ud130(Vector)\ub85c \uc774\ud574\ud558\ub294 <strong>RAG \uc544\ud0a4\ud14d\ucc98<\/strong>\ub97c \ucc44\ud0dd\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc784\ubca0\ub529 \ubaa8\ub378<\/strong>: <code>mxbai-embed-large<\/code> (Ollama\ub97c \ud1b5\ud574 \ub85c\uceec \uad6c\ub3d9)<\/li>\n\n\n\n<li><strong>\ubca1\ud130 DB<\/strong>: ChromaDB (\uc720\uc0ac\ub3c4 \uae30\ubc18 \uace1 \uac80\uc0c9)<\/li>\n\n\n\n<li><strong>\uc778\ud130\ud398\uc774\uc2a4<\/strong>: \ud154\ub808\uadf8\ub7a8 \ubd07 API (\uc5b8\uc81c \uc5b4\ub514\uc11c\ub098 \uc811\uadfc \uac00\ub2a5)<\/li>\n\n\n\n<li><strong>\uc778\ud504\ub77c<\/strong>: Docker &amp; Docker Compose (\uac04\ud3b8\ud55c \ubc30\ud3ec \ubc0f \uad00\ub9ac)<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \ud575\uc2ec \uc911\uc758 \ud575\uc2ec: \ub370\uc774\ud130 \uad00\ub9ac\uac00 \uc804\ubd80\ub2e4! (Data Cleaning)<\/h2>\n\n\n\n<p>\uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud558\uba70 \uac00\uc7a5 \ubf08\uc800\ub9ac\uac8c \ub290\ub080 \uc810\uc740 **&#8221;Garbage In, Garbage Out&#8221;**\uc785\ub2c8\ub2e4. \uc544\ubb34\ub9ac \ub6f0\uc5b4\ub09c AI \ubaa8\ub378\uc744 \uc368\ub3c4, \uc18c\uc2a4 \ub370\uc774\ud130(\ud30c\uc77c\uba85, \ud0dc\uadf8)\uac00 \uc5c9\ub9dd\uc774\uba74 \uac80\uc0c9 \uacb0\uacfc\ub294 \ucc98\ucc38\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud2b9\ud788 \uc708\ub3c4\uc6b0\uc640 \ub9ac\ub205\uc2a4\ub97c \uc624\uac00\ub294 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 **\ud55c\uae00 \uc778\ucf54\ub529 \uae68\uc9d0(NFD\/NFC \ucda9\ub3cc)**\uacfc \ubd88\ud544\uc694\ud55c \uad11\uace0\uc131 \uc811\ubbf8\uc0ac(<code>[MV]<\/code>, <code>Official<\/code>, <code>Kpop<\/code>)\ub294 \uac80\uc0c9 \uc815\ud655\ub3c4\ub97c \ub5a8\uc5b4\ub728\ub9ac\ub294 \uc8fc\ubc94\uc774\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f \ub370\uc774\ud130 \uc815\ud654 \ud504\ub85c\uc138\uc2a4<\/h3>\n\n\n\n<p>\ub2e8\uc21c\ud55c \uc258 \uc2a4\ud06c\ub9bd\ud2b8 \ub300\uc2e0 <strong>Python\uc758 \uac15\ub825\ud55c \uc720\ub2c8\ucf54\ub4dc \ucc98\ub9ac \ub2a5\ub825<\/strong>\uc744 \ud65c\uc6a9\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc778\ucf54\ub529 \uc815\uaddc\ud654<\/strong>: <code>unicodedata.normalize('NFC', ...)<\/code>\ub97c \ud1b5\ud574 \uc790\ubaa8 \ubd84\ub9ac \ud604\uc0c1\uc744 \uc644\ubcbd\ud788 \ud574\uacb0.<\/li>\n\n\n\n<li><strong>\ubc14\uc774\ud2b8 \ub2e8\uc704 \uc81c\uc5b4<\/strong>: \ud30c\uc77c\uba85\uc774 \uc644\uc804\ud788 \uae68\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c\ub3c4 \ubc14\uc774\ud2b8 \ub808\ubca8\uc5d0\uc11c \ubcf5\uad6c\ub97c \uc2dc\ub3c4\ud558\uc5ec \uc720\uc2e4\ub418\ub294 \ub370\uc774\ud130\ub97c \ucd5c\uc18c\ud654.<\/li>\n\n\n\n<li><strong>\uc9c0\ub2a5\ud615 \uc778\ub371\uc2f1<\/strong>: \ud30c\uc77c\uba85\ubfd0\ub9cc \uc544\ub2c8\ub77c \ub514\ub809\ud1a0\ub9ac \uacbd\ub85c\uc640 ID3 \ud0dc\uadf8\ub97c \ud558\ub098\uc758 \ubb38\uc7a5\uc73c\ub85c \uc870\ud569\ud574 AI\uac00 \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ub9e5\ub77d\uc744 \uc81c\uacf5.<\/li>\n<\/ul>\n\n\n\n<p><strong>\ub370\uc774\ud130\uac00 \uae68\ub057\ud574\uc9c0\ub294 \uc21c\uac04, AI\uc758 \uac80\uc0c9 \uc131\ub2a5\uc740 \ube44\uc57d\uc801\uc73c\ub85c \uc0c1\uc2b9\ud588\uc2b5\ub2c8\ub2e4.<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \uc774\ubc88 \ud504\ub85c\uc81d\ud2b8\uc758 \uac00\uc7a5 \ud070 \uc758\uc758: &#8220;\uc571 \ub9cc\ub4e4\uae30\uac00 \ub108\ubb34 \uc27d\ub2e4&#8221;<\/h2>\n\n\n\n<p>\uacfc\uac70\uc5d0 \uc774\ub7f0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub824\uba74 \ubcf5\uc7a1\ud55c \uac80\uc0c9 \uc5d4\uc9c4 \ub85c\uc9c1\uacfc \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc124\uacc4\uc5d0 \uc218\uc8fc\uac00 \uac78\ub838\uc744 \uac83\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc9c0\uae08\uc740 \ub2e4\ub985\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\uc640\uc758 \ud611\uc5c5<\/strong>: \ub85c\uceec LLM\uacfc \ub300\ud654\ud558\uba70 \ubcf5\uc7a1\ud55c \ud30c\uc774\uc36c \uc2a4\ud06c\ub9bd\ud2b8\uc640 \ub3c4\ucee4 \uc124\uc815\uc744 \uc21c\uc2dd\uac04\uc5d0 \uc9dc\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubaa8\ub4c8\ud654\ub41c \ub3c4\uad6c<\/strong>: Ollama\uc640 ChromaDB \uac19\uc740 \ub3c4\uad6c\ub4e4\uc774 \ucd94\uc0c1\ud654\uac00 \uc798 \ub418\uc5b4 \uc788\uc5b4, \uc870\ub9bd \uc704\uc8fc\ub85c \uac1c\ubc1c\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc774\uc81c\ub294 \uac70\ucc3d\ud55c \uac1c\ubc1c \ud300\uc774\ub098 \ud070 \uc790\ubcf8 \uc5c6\uc774\ub3c4, <strong>\uac1c\uc778\uc774 \ubcf8\uc778\uc758 \ubd88\ud3b8\ud568\uc744 \ud574\uacb0\ud558\ub294 \uc218\uc900 \ub192\uc740 \uc571\uc744 \uba70\uce60 \ub9cc\uc5d0 \ub69d\ub531 \ub9cc\ub4e4 \uc218 \uc788\ub294 \uc2dc\ub300<\/strong>\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \uacb0\uacfc \ubc0f \ud5a5\ud6c4 \uacc4\ud68d<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc131\ub2a5<\/strong>: \uc218\ucc9c \uace1\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c &#8220;\uc2e0\ub098\ub294 \uace1 \ucc3e\uc544\uc918&#8221; \ud639\uc740 &#8220;\uac00\uc218 \uc774\ub984&#8221;\ub9cc \uc785\ub825\ud574\ub3c4 0.5\ucd08 \uc774\ub0b4\uc5d0 \uc815\ud655\ud55c \uace1\uc744 \uc804\uc1a1\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc790\uc720<\/strong>: \uad6c\ub3c5\ub8cc\ub3c4 \uc5c6\uace0, \uc815\ucc45 \ubcc0\ud654\uc5d0 \ud718\ub458\ub9b4 \uc77c\ub3c4 \uc5c6\uc2b5\ub2c8\ub2e4. \ubaa8\ub4e0 \ub370\uc774\ud130\ub294 \ub0b4 \uc11c\ubc84 \uc548\uc5d0\uc11c\ub9cc \uc548\uc804\ud558\uac8c \ud750\ub985\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\ubb3c\ub860 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc5bc\ub9c8\ub098 \uc798 \ub9cc\ub4dc\ub290\ub0d0\uc5d0 \ub530\ub77c \ub9ce\uc740 \ucc28\uc774\uac00 \uc788\uc2b5\ub2c8\ub2e4!!<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd2e \ud5a5\ud6c4 \uacc4\ud68d<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\uc790\ub3d9 \ud50c\ub808\uc774\ub9ac\uc2a4\ud2b8<\/strong>: \uc0ac\uc6a9\uc790\uc758 \uc694\uccad \uae30\ub85d\uc744 \ubd84\uc11d\ud574 \ucde8\ud5a5\uc5d0 \ub9de\ub294 \uace1\uc744 \uba3c\uc800 \uc81c\uc548\ud558\ub294 \uae30\ub2a5.<\/li>\n\n\n\n<li><strong>\uc624\ub514\uc624 \ubd84\uc11d \uacb0\ud569<\/strong>: \ud14d\uc2a4\ud2b8\ub97c \ub118\uc5b4 \uc624\ub514\uc624 \ud30c\ud615 \uc790\uccb4\ub97c \ubd84\uc11d\ud574 &#8216;\ube44\uc2b7\ud55c \ub290\ub08c\uc758 \uace1&#8217;\uc744 \ucc3e\ub294 \uba40\ud2f0\ubaa8\ub2ec \uac80\uc0c9 \ub3c4\uc785.<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\ub098\ub9cc\uc758 \ub370\uc774\ud130\ub97c AI\uc758 \ud798\uc73c\ub85c \uc7ac\ubc1c\uacac\ud558\ub294 \uacfc\uc815\uc740 \ub9e4\uc6b0 \uc990\uac70\uc6e0\uc2b5\ub2c8\ub2e4. \uc0c1\uc6a9 \uc11c\ube44\uc2a4\uc758 \uc81c\uc57d\uc5d0\uc11c \ubc97\uc5b4\ub098 \ub098\ub9cc\uc758 \ub514\uc9c0\ud138 \uc601\ud1a0\ub97c \uad6c\ucd95\ud558\uace0 \uc2f6\uc740 \ubd84\ub4e4\uc774\ub77c\uba74, \uc9c0\uae08 \ub2f9\uc7a5 \ub85c\uceec AI \uc5d0\uc774\uc804\ud2b8 \uac1c\ubc1c\uc5d0 \ub3c4\uc804\ud574 \ubcf4\uc2dc\uae38 \uad8c\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"934\" height=\"752\" src=\"https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image.png\" alt=\"\" class=\"wp-image-8796\" srcset=\"https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image.png 934w, https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image-768x618.png 768w\" sizes=\"auto, (max-width: 934px) 100vw, 934px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"981\" height=\"2054\" src=\"https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image-1.png\" alt=\"\" class=\"wp-image-8797\" srcset=\"https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image-1.png 981w, https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image-1-978x2048.png 978w, https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image-1-768x1608.png 768w, https:\/\/now0930.pe.kr\/wordpress\/wp-content\/uploads\/2026\/04\/image-1-734x1536.png 734w\" sizes=\"auto, (max-width: 981px) 100vw, 981px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \ub85c\uceec \ud658\uacbd\uc5d0\uc11c \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \ub3cc\ub9ac\ub294 \uac83\uc774 \ub300\uc911\ud654\ub418\uba74\uc11c, \ub2e8\uc21c\ud788 \ucc44\ud305\uc744 \ub098\ub204\ub294 \ub2e8\uacc4\ub97c \ub118\uc5b4 \uc2e4\uc9c8\uc801\uc778 **&#8217;\uac1c\uc778\uc6a9 \uc11c\ube44\uc2a4&#8217;**\ub97c \ub9cc\ub4dc\ub294 \uc7ac\ubbf8\uac00 \ucee4\uc9c0\uace0 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