{"id":4240,"date":"2025-12-16T17:26:10","date_gmt":"2025-12-16T09:26:10","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4240"},"modified":"2025-12-17T09:43:10","modified_gmt":"2025-12-17T01:43:10","slug":"full-analysis-of-aws-vector-database","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ko\/aws-\ubca1\ud130-\ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758-\uc804\uccb4-\ubd84\uc11d\/","title":{"rendered":"AWS \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \ub300\ud55c \uc885\ud569 \ubd84\uc11d"},"content":{"rendered":"<p data-start=\"180\" data-end=\"321\">\ub300\uaddc\ubaa8 \ubaa8\ub378\ub9c1(LLM), \uc0dd\uc131\ud615 \uc778\uacf5\uc9c0\ub2a5, \uac80\uc0c9 \uc99d\uac15(RAG)\uc758 \ube60\ub978 \ub3c4\uc785\uc73c\ub85c \uc778\ud574,<strong data-start=\"216\" data-end=\"320\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc778\uacf5\uc9c0\ub2a5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc544\ud0a4\ud14d\ucc98\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub2a5\ud615 \uc9c8\ubb38 \ub2f5\ubcc0, \uc758\ubbf8 \uac80\uc0c9, \uc778\uacf5\uc9c0\ub2a5 \uc5d0\uc774\uc804\ud2b8 \ubc0f \uba40\ud2f0\ubaa8\ub2ec \uac80\uc0c9 \ub4f1 \ubaa8\ub4e0 \ubd84\uc57c\ub294 \ubca1\ud130 \uc784\ubca0\ub529\uc758 \ud6a8\uc728\uc801\uc778 \uc800\uc7a5\uacfc \uc720\uc0ac\uc131 \uac80\uc0c9\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/strong>.<\/p>\n<p data-start=\"323\" data-end=\"363\">AWS\uc5d0\uc11c \uae30\uc5c5\uc740 &quot;\ub3c5\ub9bd\ud615 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad6c\ud604&quot; \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \uc635\uc158\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud3ec\uad04\uc801\uc778 \uac1c\uc694\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<ul data-start=\"365\" data-end=\"436\">\n<li data-start=\"365\" data-end=\"382\">\n<p data-start=\"367\" data-end=\"382\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud65c\uc6a9 \ubc0f \ud575\uc2ec \uae30\ub2a5<\/p>\n<\/li>\n<li data-start=\"383\" data-end=\"404\">\n<p data-start=\"385\" data-end=\"404\">AWS\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad6c\ud604<\/p>\n<\/li>\n<li data-start=\"405\" data-end=\"419\">\n<p data-start=\"407\" data-end=\"419\">\ub2e4\uc591\ud55c \uc194\ub8e8\uc158\uc758 \uc7a5\uc810\uacfc \ud55c\uacc4<\/p>\n<\/li>\n<li data-start=\"420\" data-end=\"436\">\n<p data-start=\"422\" data-end=\"436\">\ube44\uc988\ub2c8\uc2a4 \uc0c1\ud669\uc5d0 \ub9de\ub294 \uc801\uc808\ud55c \uc81c\ud488\uc744 \uc120\ud0dd\ud558\ub294 \ubc29\ubc95<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"438\" data-end=\"478\">\ud300\uc744 \ub3c4\uc640\uc8fc\uc138\uc694 <strong data-start=\"444\" data-end=\"467\">AWS \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/strong> \uad00\ub828 \uc758\uc0ac\uacb0\uc815 \uacfc\uc815\uc5d0\uc11c \ubd88\ud544\uc694\ud55c \uc6b0\ud68c\ub97c \ud53c\ud558\uae30 \uc704\ud574\uc11c\uc785\ub2c8\ub2e4.<\/p>\n<h4 data-start=\"485\" data-end=\"513\"><\/h4>\n<h4 data-start=\"485\" data-end=\"513\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub780 \ubb34\uc5c7\uc778\uac00\uc694? \uc778\uacf5\uc9c0\ub2a5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc5c6\uc774 \uc791\ub3d9\ud560 \uc218 \uc5c6\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/h4>\n<p data-start=\"515\" data-end=\"563\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ud575\uc2ec \uae30\ub2a5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<strong data-start=\"527\" data-end=\"562\">\ubca1\ud130 \uc784\ubca0\ub529\uc758 \uc800\uc7a5, \uc778\ub371\uc2f1 \ubc0f \uac80\uc0c9<\/strong>.<\/p>\n<p data-start=\"565\" data-end=\"617\">AI \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uc624\ub514\uc624 \ubc0f \ube44\ub514\uc624\ub294 \ubaa8\ub450 \ubaa8\ub378\uc5d0 \uc758\ud574 \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \uc778\ucf54\ub529\ub418\uba70, \uc774 \ubca1\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc815\ubcf4\ub97c \uc804\ub2ec\ud569\ub2c8\ub2e4...<strong data-start=\"605\" data-end=\"613\">\uc758\ubbf8 \uc815\ubcf4<\/strong>.\uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul data-start=\"619\" data-end=\"669\">\n<li data-start=\"619\" data-end=\"648\">\n<p data-start=\"621\" data-end=\"648\">&quot;\ub530\ub73b\ud55c \uc2a4\uc6e8\ud130&quot;\uc640 &quot;\uaca8\uc6b8\uc6a9 \uce74\ub514\uac74&quot;\uc740 \uc758\ubbf8\uc801\uc73c\ub85c \ub9e4\uc6b0 \uc720\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"649\" data-end=\"669\">\n<p data-start=\"651\" data-end=\"669\">\ud0a4\uc6cc\ub4dc\uac00 \ub2e4\ub974\ub354\ub77c\ub3c4 \ubca1\ud130 \uac70\ub9ac\ub294 \ub9e4\uc6b0 \uac00\uae5d\uac8c \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"671\" data-end=\"692\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uac80\uc0c9\uc5d0 \uc774 &quot;\uac70\ub9ac&quot;\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h5 data-start=\"694\" data-end=\"705\">\ud575\uc2ec \uc5ed\ub7c9\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/h5>\n<ul data-start=\"706\" data-end=\"782\">\n<li data-start=\"706\" data-end=\"716\">\n<p data-start=\"708\" data-end=\"716\">\uace0\ucc28\uc6d0 \ubca1\ud130 \uc800\uc7a5\uc18c<\/p>\n<\/li>\n<li data-start=\"717\" data-end=\"739\">\n<p data-start=\"719\" data-end=\"739\">\uc720\uc0ac\ub3c4 \uacc4\uc0b0 (\uc608: \ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4, \uc720\ud074\ub9ac\ub4dc \uac70\ub9ac)<\/p>\n<\/li>\n<li data-start=\"740\" data-end=\"754\">\n<p data-start=\"742\" data-end=\"754\">\ucd5c\uadfc\uc811 \uc774\uc6c3 \uac80\uc0c9(kNN)<\/p>\n<\/li>\n<li data-start=\"755\" data-end=\"782\">\n<p data-start=\"757\" data-end=\"782\">\uadfc\uc0ac \ucd5c\uadfc\uc811 \uc774\uc6c3(ANN) \uc9c0\ud45c(\uc608: HNSW \ubc0f IVF).<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"784\" data-end=\"841\">\uac01 \ub370\uc774\ud130 \uc870\uac01\uc5d0 \ub300\ud574 \uac1c\ubcc4\uc801\uc73c\ub85c \uc720\uc0ac\ub3c4\ub97c \uacc4\uc0b0\ud558\ub294 \uac83\uacfc \ube44\uad50\ud588\uc744 \ub54c, ANN \uc54c\uace0\ub9ac\uc998\uc740 \uc57d\uac04\uc758 \uc815\ud655\ub3c4 \uc190\uc2e4\uc744 \uac10\uc218\ud558\uba74\uc11c \ucffc\ub9ac \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ubbc0\ub85c \ub300\uaddc\ubaa8 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<h4 data-start=\"848\" data-end=\"865\"><\/h4>\n<h4 data-start=\"848\" data-end=\"865\">\ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc77c\ubc18\uc801\uc778 \uc751\uc6a9 \uc2dc\ub098\ub9ac\uc624<\/h4>\n<h5 data-start=\"867\" data-end=\"886\">1. RAG(\uac80\uc0c9 \ud5a5\uc0c1 \uc0dd\uc131)<\/h5>\n<p data-start=\"887\" data-end=\"939\">RAG \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 LLM \ucd94\ub860 \uc804\uc5d0 \uad00\ub828 \ubb38\uc11c\ub97c \uac80\uc0c9\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uc5b4 \ubaa8\ub378\uc5d0 \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<strong data-start=\"925\" data-end=\"934\">\ucd94\uac00\uc801\uc778 \ub9e5\ub77d<\/strong>\uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uc5d0\uc11c \ubc1c\uacac\ub429\ub2c8\ub2e4:<\/p>\n<ul data-start=\"940\" data-end=\"967\">\n<li data-start=\"940\" data-end=\"946\">\n<p data-start=\"942\" data-end=\"946\">\uc9c0\ub2a5\ud615 \uace0\uac1d \uc11c\ube44\uc2a4<\/p>\n<\/li>\n<li data-start=\"947\" data-end=\"956\">\n<p data-start=\"949\" data-end=\"956\">\uae30\uc5c5 \uc9c0\uc2dd \uae30\ubc18 Q&amp;A<\/p>\n<\/li>\n<li data-start=\"957\" data-end=\"967\">\n<p data-start=\"959\" data-end=\"967\">\uae30\uc220 \ubb38\uc11c \ubcf4\uc870 \ub2f4\ub2f9\uc790<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"969\" data-end=\"984\">2. \ucc57\ubd07 \uba54\ubaa8\ub9ac<\/h5>\n<p data-start=\"985\" data-end=\"1008\">\ub2e4\uc74c\uacfc \uac19\uc740 \uacb0\uacfc\ub97c \uc5bb\uae30 \uc704\ud574 \uacfc\uac70 \ub300\ud654 \ub0b4\uc6a9 \ub610\ub294 LLM \ucd9c\ub825\ubb3c\uc744 \ubca1\ud130 \uc800\uc7a5\uc18c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n<ul data-start=\"1009\" data-end=\"1040\">\n<li data-start=\"1009\" data-end=\"1017\">\n<p data-start=\"1011\" data-end=\"1017\">\uc7a5\uae30 \uae30\uc5b5<\/p>\n<\/li>\n<li data-start=\"1018\" data-end=\"1028\">\n<p data-start=\"1020\" data-end=\"1028\">\uc720\uc0ac\ud55c \ubb38\uc81c\uc758 \uc7ac\uc0ac\uc6a9<\/p>\n<\/li>\n<li data-start=\"1029\" data-end=\"1040\">\n<p data-start=\"1031\" data-end=\"1040\">\ud5a5\uc0c1\ub41c \ub300\ud654 \uc5f0\uc18d\uc131<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1042\" data-end=\"1054\">3. \uc758\ubbf8 \uac80\uc0c9<\/h5>\n<p data-start=\"1055\" data-end=\"1082\">\ud0a4\uc6cc\ub4dc \uac80\uc0c9\uacfc \ub2ec\ub9ac \ubca1\ud130 \uac80\uc0c9\uc740 &quot;\uc758\ubbf8&quot; \uc77c\uce58\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70 \ub2e4\uc74c\uacfc \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<ul data-start=\"1083\" data-end=\"1105\">\n<li data-start=\"1083\" data-end=\"1089\">\n<p data-start=\"1085\" data-end=\"1089\">\uc81c\ud488 \uac80\uc0c9<\/p>\n<\/li>\n<li data-start=\"1090\" data-end=\"1096\">\n<p data-start=\"1092\" data-end=\"1096\">\ucf58\ud150\uce20 \ucd94\ucc9c<\/p>\n<\/li>\n<li data-start=\"1097\" data-end=\"1105\">\n<p data-start=\"1099\" data-end=\"1105\">\ubb38\uc11c \uac80\uc0c9<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1107\" data-end=\"1123\">4. AI \uc5d0\uc774\uc804\ud2b8<\/h5>\n<p data-start=\"1124\" data-end=\"1166\">AI \uc5d0\uc774\uc804\ud2b8\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ud1b5\ud574 \uae30\uc5c5 \ub0b4\ubd80 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \uac80\uc0c9\ud558\uc5ec \ubd84\uc11d, \uc758\uc0ac \uacb0\uc815 \ubc0f \uc790\ub3d9 \uc2e4\ud589\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h5 data-start=\"1168\" data-end=\"1183\">5. \uc774\ubbf8\uc9c0 \ubc0f \ub3d9\uc601\uc0c1 \uac80\uc0c9<\/h5>\n<p data-start=\"1184\" data-end=\"1214\">\uc774\ubbf8\uc9c0\ub098 \ub3d9\uc601\uc0c1\uc744 \uc0bd\uc785\ud568\uc73c\ub85c\uc368 \ucf58\ud150\uce20 \uc778\uc2dd, \uc720\uc0ac \uc774\ubbf8\uc9c0 \uac80\uc0c9 \ubc0f \uba40\ud2f0\ubaa8\ub2ec \uac80\uc0c9\uc774 \uac00\ub2a5\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n<h2 data-start=\"1221\" data-end=\"1253\"><\/h2>\n<h4 data-start=\"1221\" data-end=\"1253\">AWS\uc758 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4: \uc8fc\uc694 \uc635\uc158<\/h4>\n<p data-start=\"1255\" data-end=\"1284\">\uc544\ud0a4\ud14d\ucc98 \uad00\uc810\uc5d0\uc11c AWS\uc758 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc194\ub8e8\uc158\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h5 data-start=\"1286\" data-end=\"1323\">1. \ub3c5\ub9bd\ud615 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/h5>\n<p data-start=\"1325\" data-end=\"1363\">\uc774\ub7ec\ud55c \uc720\ud615\uc758 \uc81c\ud488<strong data-start=\"1329\" data-end=\"1341\">\ubca1\ud130 \uac80\uc0c9\uc744 \uc704\ud574 \ud2b9\ubcc4\ud788 \uc81c\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/strong>\uc774 \uc2dc\uc2a4\ud15c\uc740 \uc131\uc219\ud55c \uc778\uacf5\uc2e0\uacbd\ub9dd \uc54c\uace0\ub9ac\uc998\uacfc \uace0\uc131\ub2a5 \uc778\ub371\uc2f1 \uae30\ub2a5\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4 data-start=\"1365\" data-end=\"1382\">AWS \ub124\uc774\ud2f0\ube0c \ubc0f \uc77c\ubc18 \uc635\uc158:<\/h4>\n<ul data-start=\"1383\" data-end=\"1523\">\n<li data-start=\"1383\" data-end=\"1417\">\n<p data-start=\"1385\" data-end=\"1417\"><strong data-start=\"1385\" data-end=\"1406\">\uc544\ub9c8\uc874 \uc624\ud508\uc11c\uce58<\/strong>(\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uac80\uc0c9 \ubc0f \ubd84\uc11d)<\/p>\n<\/li>\n<li data-start=\"1418\" data-end=\"1445\">\n<p data-start=\"1420\" data-end=\"1445\">\ud30c\uc778\ucf58(AWS \ub9c8\ucf13\ud50c\ub808\uc774\uc2a4)<\/p>\n<\/li>\n<li data-start=\"1446\" data-end=\"1454\">\n<p data-start=\"1448\" data-end=\"1454\">\ud050\ub4dc\ub780\ud2b8<\/p>\n<\/li>\n<li data-start=\"1455\" data-end=\"1465\">\n<p data-start=\"1457\" data-end=\"1465\">\uc704\ube44\uc544\ud2b8<\/p>\n<\/li>\n<li data-start=\"1466\" data-end=\"1489\">\n<p data-start=\"1468\" data-end=\"1489\">\ubc00\ubc84\uc2a4\/\uc9c8\ub9ac\uc988 \ud074\ub77c\uc6b0\ub4dc<\/p>\n<\/li>\n<li data-start=\"1490\" data-end=\"1500\">\n<p data-start=\"1492\" data-end=\"1500\">\uc544\uc2a4\ud2b8\ub77c DB<\/p>\n<\/li>\n<li data-start=\"1501\" data-end=\"1523\">\n<p data-start=\"1503\" data-end=\"1523\">\uc561\ud2f0\ube0c\ub8e8\ud504 \ub525 \ub808\uc774\ud06c<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1525\" data-end=\"1533\">\uc7a5\uc810:<\/h4>\n<ul data-start=\"1534\" data-end=\"1575\">\n<li data-start=\"1534\" data-end=\"1549\">\n<p data-start=\"1536\" data-end=\"1549\">\ub300\uaddc\ubaa8 \ubca1\ud130 \uac80\uc0c9\uc5d0 \ucd5c\uc801\ud654\ub428<\/p>\n<\/li>\n<li data-start=\"1550\" data-end=\"1561\">\n<p data-start=\"1552\" data-end=\"1561\">\ub192\uc740 \ucc98\ub9ac\ub7c9, \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04<\/p>\n<\/li>\n<li data-start=\"1562\" data-end=\"1575\">\n<p data-start=\"1564\" data-end=\"1575\">\uae30\ub2a5\uc131\uc5d0 \uc911\uc810\uc744 \ub450\uace0, \uc54c\uace0\ub9ac\uc998\uc774 \uc131\uc219\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1577\" data-end=\"1585\">\ub3c4\uc804:<\/h4>\n<ul data-start=\"1586\" data-end=\"1713\">\n<li data-start=\"1586\" data-end=\"1618\">\n<p data-start=\"1588\" data-end=\"1618\"><strong data-start=\"1588\" data-end=\"1598\">\ub192\uc740 \uac74\ucd95\uc801 \ubcf5\uc7a1\uc131<\/strong>\ub370\uc774\ud130\ub294 \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \ubd84\uc11d \uc2dc\uc2a4\ud15c\uacfc \ub3d9\uae30\ud654\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1619\" data-end=\"1651\">\n<p data-start=\"1621\" data-end=\"1651\"><strong data-start=\"1621\" data-end=\"1631\">\uc720\uc9c0\ubcf4\uc218 \ube44\uc6a9 \uc99d\uac00<\/strong>\ub2e4\uc911 \uc2dc\uc2a4\ud15c \uad00\ub9ac, \ub370\uc774\ud130 \uc77c\uad00\uc131, \ubc31\uc5c5 \ubc0f \ub9c8\uc774\uadf8\ub808\uc774\uc158<\/p>\n<\/li>\n<li data-start=\"1652\" data-end=\"1677\">\n<p data-start=\"1654\" data-end=\"1677\"><strong data-start=\"1654\" data-end=\"1663\">\ub192\uc740 \ud559\uc2b5 \ube44\uc6a9<\/strong>\uc0c8\ub85c\uc6b4 API, \uc0c8\ub85c\uc6b4 \ucffc\ub9ac \uba54\uc11c\ub4dc<\/p>\n<\/li>\n<li data-start=\"1678\" data-end=\"1713\">\n<p data-start=\"1680\" data-end=\"1713\"><strong data-start=\"1680\" data-end=\"1692\">\uc7a5\uae30 \uc9c0\uc18d\uac00\ub2a5\uc131 \uc704\ud5d8<\/strong>\uc77c\ubd80 \uc81c\ud488\uc740 \ube44\uad50\uc801 \uc2e0\uc81c\ud488\uc774\uae30 \ub54c\ubb38\uc5d0 \uc0dd\ud0dc\uacc4 \ubc0f \uc9c0\uc6d0 \uce21\uba74\uc5d0\uc11c \ubd88\ud655\uc2e4\uc131\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h5 data-start=\"1720\" data-end=\"1760\">2. \uc544\ub9c8\uc874 RDS PostgreSQL + pgvector<\/h5>\n<p data-start=\"1762\" data-end=\"1813\">pgvector\ub294 PostgreSQL\uc6a9 \ubca1\ud130 \ud655\uc7a5 \uae30\ub2a5\uc73c\ub85c, \ubca1\ud130 \ud544\ub4dc\ub97c \ud14c\uc774\ube14\uc5d0 \uc9c1\uc811 \uc800\uc7a5\ud558\uace0 \uc720\uc0ac\uc131 \uac80\uc0c9\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<h4 data-start=\"1815\" data-end=\"1823\">\uc7a5\uc810:<\/h4>\n<ul data-start=\"1824\" data-end=\"1894\">\n<li data-start=\"1824\" data-end=\"1843\">\n<p data-start=\"1826\" data-end=\"1843\">PostgreSQL \uc0dd\ud0dc\uacc4\ub294 \uc131\uc219 \ub2e8\uacc4\uc5d0 \uc811\uc5b4\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1844\" data-end=\"1857\">\n<p data-start=\"1846\" data-end=\"1857\">SQL\uc744 \uc9c1\uc811 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1858\" data-end=\"1872\">\n<p data-start=\"1860\" data-end=\"1872\">\uc0ac\uc6a9\ud558\uae30 \uc27d\uace0 \ud559\uc2b5 \ube44\uc6a9\uc774 \uc800\ub834\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1873\" data-end=\"1894\">\n<p data-start=\"1875\" data-end=\"1894\">RDS\ub294 \uad00\ub9ac\ud615 \uc6b4\uc601, \ubc31\uc5c5 \ubc0f \uace0\uac00\uc6a9\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"1896\" data-end=\"1904\">\uc81c\ud55c \uc0ac\ud56d:<\/h4>\n<ul data-start=\"1905\" data-end=\"1988\">\n<li data-start=\"1905\" data-end=\"1931\">\n<p data-start=\"1907\" data-end=\"1931\">\uc218\ubc31\ub9cc \ub610\ub294 \uc218\uc5b5 \uac1c\uc758 \ubca1\ud130 \uaddc\ubaa8\uc5d0\uc11c\ub294 \uc131\ub2a5\uacfc \ud655\uc7a5\uc131\uc5d0 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1932\" data-end=\"1945\">\n<p data-start=\"1934\" data-end=\"1945\">\uace0\uc131\ub2a5 \uc778\uc2a4\ud134\uc2a4\ub294 \ub354 \ube44\uc309\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1946\" data-end=\"1960\">\n<p data-start=\"1948\" data-end=\"1960\">\uace0\uae09 \uae30\uc220 \uc9c0\uc6d0\uc740 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4ed\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"1961\" data-end=\"1988\">\n<p data-start=\"1963\" data-end=\"1988\">\ubca1\ud130 \uac80\uc0c9\uc740 PostgreSQL\uc758 \ubcf8\ub798 \uac15\uc810\uc774 \uc544\ub2d9\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"1990\" data-end=\"1993\">\uc801\ud569\ud55c:<\/p>\n<blockquote data-start=\"1994\" data-end=\"2031\">\n<p data-start=\"1996\" data-end=\"2031\">\uc18c\uaddc\ubaa8\uc5d0\uc11c \uc911\uac04 \uaddc\ubaa8\uc758 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158, PoC(\uac1c\ub150 \uc99d\uba85) \ubc0f \uae30\uc874 PostgreSQL \uae30\uc220 \uc2a4\ud0dd\uc744 \ubcf4\uc720\ud55c \ud300.<\/p>\n<\/blockquote>\n<h5 data-start=\"2038\" data-end=\"2100\"><\/h5>\n<h5 data-start=\"2038\" data-end=\"2100\">3. PostgreSQL \uae30\ubc18\uc758 \ud5a5\uc0c1\ub41c \uc194\ub8e8\uc158 (Timescale Cloud + pgvector \/ pgai)<\/h5>\n<p data-start=\"2102\" data-end=\"2155\">\uc774 \uacc4\ud68d\uc758 \ud575\uc2ec \uc544\uc774\ub514\uc5b4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<br data-start=\"2113\" data-end=\"2116\" \/><strong data-start=\"2116\" data-end=\"2154\">\ubcc4\ub3c4\uc758 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ub3c4\uc785\ud558\ub294 \ub300\uc2e0, PostgreSQL \uae30\ubc18\uc758 \ubca1\ud130 \uae30\ub2a5\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/strong>.<\/p>\n<h4 data-start=\"2157\" data-end=\"2167\">\ud575\uc2ec \uae30\ub2a5:<\/h4>\n<ul data-start=\"2168\" data-end=\"2286\">\n<li data-start=\"2168\" data-end=\"2213\">\n<p data-start=\"2170\" data-end=\"2213\">pgvector\ub97c \uae30\ubc18\uc73c\ub85c pgvectorscale \ubc0f pgai\ub97c \ud1b5\ud574 \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2214\" data-end=\"2241\">\n<p data-start=\"2216\" data-end=\"2241\">HNSW, IVF, DiskANN \ub4f1\uc758 \uc778\ub371\uc2a4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2242\" data-end=\"2260\">\n<p data-start=\"2244\" data-end=\"2260\">\uc2dc\uac04 \ub370\uc774\ud130\uc640 \ubca1\ud130 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud55c \ud63c\ud569 \ucffc\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2261\" data-end=\"2286\">\n<p data-start=\"2263\" data-end=\"2286\">\ubca1\ud130 \ub370\uc774\ud130, \uad00\uacc4\ud615 \ub370\uc774\ud130, \uc774\ubca4\ud2b8 \ub370\uc774\ud130 \ubc0f \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uac00 \ud1b5\ud569\ub41c \ubc29\uc2dd\uc73c\ub85c \uc800\uc7a5\ub429\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"2288\" data-end=\"2298\">\uae30\uc220\uc801 \uc774\uc810:<\/h4>\n<ul data-start=\"2299\" data-end=\"2391\">\n<li data-start=\"2299\" data-end=\"2319\">\n<p data-start=\"2301\" data-end=\"2319\">\ub192\uc740 \uc7ac\ud604\uc728\uacfc \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uac16\ub294 ANN \ucffc\ub9ac<\/p>\n<\/li>\n<li data-start=\"2320\" data-end=\"2347\">\n<p data-start=\"2322\" data-end=\"2347\">&quot;\uc2e4\uc2dc\uac04 \ubca1\ud130 \ub370\uc774\ud130&quot;(\ub85c\uadf8, \uc774\ubca4\ud2b8, \ucf58\ud150\uce20 \uc2a4\ud2b8\ub9bc) \uad00\ub828 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2348\" data-end=\"2367\">\n<p data-start=\"2350\" data-end=\"2367\">\ub370\uc774\ud130 \uc218\uba85\uc8fc\uae30 \uad00\ub9ac \ubc0f \ud56b\/\ucf5c\ub4dc \ub370\uc774\ud130 \uacc4\uce35\ud654\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2368\" data-end=\"2391\">\n<p data-start=\"2370\" data-end=\"2391\">\uacfc\uac70 \ub370\uc774\ud130\ub294 \uacc4\uce35\ud654\ud558\uc5ec S3\uc5d0 \uc800\uc7a5\ud568\uc73c\ub85c\uc368 \uc2a4\ud1a0\ub9ac\uc9c0 \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"2393\" data-end=\"2403\">\uac74\ucd95\uc801 \uac00\uce58:<\/h4>\n<ul data-start=\"2404\" data-end=\"2483\">\n<li data-start=\"2404\" data-end=\"2437\">\n<p data-start=\"2406\" data-end=\"2437\">\uc9c4\uc2e4\uc758 \ub2e8\uc77c \uc6d0\ucc9c<\/p>\n<\/li>\n<li data-start=\"2438\" data-end=\"2454\">\n<p data-start=\"2440\" data-end=\"2454\">AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\ub97c \uac04\uc18c\ud654\ud558\uc138\uc694<\/p>\n<\/li>\n<li data-start=\"2455\" data-end=\"2483\">\n<p data-start=\"2457\" data-end=\"2483\">SQL\uacfc PostgreSQL\uc758 \uc0dd\ud0dc\ud559\uc801 \uc774\uc810\uc744 \ubcf4\uc874\ud558\uae30<\/p>\n<\/li>\n<\/ul>\n<h2 data-start=\"2490\" data-end=\"2514\"><\/h2>\n<h4 data-start=\"2490\" data-end=\"2514\">AWS \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uae30\ub2a5 \ube44\uad50 (\uac1c\ub150 \uc218\uc900)<\/h4>\n<p data-start=\"2516\" data-end=\"2536\">\uae30\ub2a5\uc801\uc778 \uad00\uc810\uc5d0\uc11c \ubcfc \ub54c, \uac01 \uc194\ub8e8\uc158\uc740 \ubd84\uba85\ud788 \uc11c\ub85c \ub2e4\ub978 \ucd08\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul data-start=\"2538\" data-end=\"2648\">\n<li data-start=\"2538\" data-end=\"2566\">\n<p data-start=\"2540\" data-end=\"2566\"><strong data-start=\"2540\" data-end=\"2551\">\ub3c5\ub9bd \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4<\/strong>\ubca1\ud130 \uc131\ub2a5\uc740 \ub9e4\uc6b0 \ub6f0\uc5b4\ub098\uc9c0\ub9cc \uc544\ud0a4\ud14d\ucc98\ub294 \ubcf5\uc7a1\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2567\" data-end=\"2609\">\n<p data-start=\"2569\" data-end=\"2609\"><strong data-start=\"2569\" data-end=\"2598\">RDS PostgreSQL + pgvector<\/strong>\uc0ac\uc6a9\ud558\uae30 \uc27d\uc9c0\ub9cc \ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2610\" data-end=\"2648\">\n<p data-start=\"2612\" data-end=\"2648\"><strong data-start=\"2612\" data-end=\"2631\">PostgreSQL \ud5a5\uc0c1 \uacc4\ud68d<\/strong>\ud1b5\ud569 \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c \uc131\ub2a5\uacfc \ubcf5\uc7a1\uc131\uc758 \uade0\ud615 \uc720\uc9c0<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2650\" data-end=\"2709\">\uc0c1\uc6a9 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uacbd\uc6b0,<strong data-start=\"2664\" data-end=\"2688\">\ubca1\ud130 \uac80\uc0c9 \uae30\ub2a5, \ud655\uc7a5\uc131, \ub370\uc774\ud130 \uad00\ub9ac \ubc0f \ube44\uc6a9 \ud1b5\uc81c<\/strong>\ubca1\ud130\ub97c \uc870\ud68c\ud560 \uc218 \uc788\ub294\uc9c0 \uc5ec\ubd80\ubfd0\ub9cc \uc544\ub2c8\ub77c \ub2e4\ub978 \uc694\uc18c\ub4e4\ub3c4 \uc885\uc885 \ub3d9\ub4f1\ud558\uac8c \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h4 data-start=\"2716\" data-end=\"2749\"><\/h4>\n<h4 data-start=\"2716\" data-end=\"2749\">\uacb0\ub860: AWS Vector Database\ub97c \uc120\ud0dd\ud558\ub294 \ubc29\ubc95\uc740 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/h4>\n<p data-start=\"2751\" data-end=\"2772\">&quot;\ubcf4\ud3b8\uc801\uc73c\ub85c \ucd5c\uc801\uc758 \ud574\uacb0\ucc45&quot;\uc774\ub780 \uc5c6\uc73c\uba70, &quot;\ud2b9\uc815 \uc0c1\ud669\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c \ud574\uacb0\ucc45&quot;\ub9cc \uc788\uc744 \ubfd0\uc785\ub2c8\ub2e4.<\/p>\n<ul data-start=\"2774\" data-end=\"2952\">\n<li data-start=\"2774\" data-end=\"2822\">\n<p data-start=\"2776\" data-end=\"2822\">\ucd94\uad6c\ud558\uc2e0\ub2e4\uba74<strong data-start=\"2780\" data-end=\"2792\">\uadf9\ub2e8\uc801\uc778 \ubca1\ud130 \uac80\uc0c9 \uc131\ub2a5<\/strong>\uadf8\ub9ac\uace0 \uadf8 \ud300\uc740 \ubcf5\uc7a1\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \uc218\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br data-start=\"2803\" data-end=\"2806\" \/>\u2192 \ub3c5\ub9bd \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uace0\ub824\ud574 \ubcf4\uc138\uc694<\/p>\n<\/li>\n<li data-start=\"2824\" data-end=\"2885\">\n<p data-start=\"2826\" data-end=\"2885\">\uc6d0\ud558\uc2dc\uba74<strong data-start=\"2830\" data-end=\"2845\">\uc2e0\uc18d\ud55c \uad6c\ud604 \ubc0f \ud559\uc2b5 \ube44\uc6a9 \uc808\uac10<\/strong><br data-start=\"2845\" data-end=\"2848\" \/>\u2192 RDS PostgreSQL + pgvector\ub294 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc2dc\uc791\uc810\uc785\ub2c8\ub2e4.<\/p>\n<\/li>\n<li data-start=\"2887\" data-end=\"2952\">\n<p data-start=\"2889\" data-end=\"2952\">\ubaa9\ud45c\uac00<strong data-start=\"2894\" data-end=\"2915\">\uc0c1\uc6a9 \uc218\uc900\uc758 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158, \uc7a5\uae30\uc801\uc778 \ud655\uc7a5\uc131\uc744 \uac16\ucd98 \uc544\ud0a4\ud14d\ucc98<\/strong><br data-start=\"2915\" data-end=\"2918\" \/>\u2192 PostgreSQL \uae30\ubc18\uc758 \ud5a5\uc0c1\ub41c \ubca1\ud130 \uc194\ub8e8\uc158\uc740 \uc804\ubc18\uc801\uc73c\ub85c \ub354 \ud070 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2954\" data-end=\"3041\">AWS\uc5d0\uc11c AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud560 \ub54c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub3c5\ub9bd\uc801\uc778 \uad6c\uc131 \uc694\uc18c\uac00 \uc544\ub2c8\ub77c...<strong data-start=\"2986\" data-end=\"3000\">\uc804\uccb4 \ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\uc758 \uc77c\ubd80<\/strong>\ucd94\uac00 \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud55c\uc9c0 \uc5ec\ubd80, \ube44\uc6a9 \uad00\ub9ac \ubc29\ubc95, \uc7a5\uae30\uc801\uc778 \uc720\uc9c0 \uad00\ub9ac \uac00\ub2a5\uc131\uc744 \ud655\ubcf4\ud558\ub294 \ubc29\ubc95\uc740 \ub2e8\uc77c \ucffc\ub9ac\uc758 \uc131\ub2a5\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \uc911\uc694\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>\ub300\uaddc\ubaa8 \ubaa8\ub378(LLM), \uc0dd\uc131\ud615 AI, \uac80\uc0c9 \uc99d\uac15(RAG)\uc758 \ube60\ub978 \ub3c4\uc785\uc73c\ub85c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc544\ud0a4\ud14d\ucc98\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub2a5\ud615 \uc9c8\ubb38 \ub2f5\ubcc0, \uc758\ubbf8 \uac80\uc0c9, AI \uc5d0\uc774\uc804\ud2b8, \uba40\ud2f0\ubaa8\ub2ec \uac80\uc0c9 \ub4f1 \ubaa8\ub4e0 \ubd84\uc57c\ub294 \ubca1\ud130 \uc784\ubca0\ub529\uc758 \ud6a8\uc728\uc801\uc778 \uc800\uc7a5\uacfc \uc720\uc0ac\uc131 \uac80\uc0c9\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>","protected":false},"author":1,"featured_media":4241,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4240","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4240","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/comments?post=4240"}],"version-history":[{"count":1,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4240\/revisions"}],"predecessor-version":[{"id":4243,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4240\/revisions\/4243"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media\/4241"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media?parent=4240"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/categories?post=4240"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/tags?post=4240"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}