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SetFN이 Qdrant 서버를 함께 설치해 주지는 않으므로, Docker로 직접 준비하는 방법을 안내합니다.",[1009,1010],"hr",{},[1012,1013,1015],"h2",{"id":1014},"시작하기-전에","시작하기 전에",[1017,1018,1019,1023,1030,1033],"ul",{},[1020,1021,1022],"li",{},"SetFN에서 연결 설정을 저장하려면 Workspace 관리자 권한이 필요합니다.",[1020,1024,1025,1026,1029],{},"Qdrant 서버를 올릴 Linux(Ubuntu) 환경과 관리자(",[1004,1027,1028],{},"sudo",") 권한이 필요합니다.",[1020,1031,1032],{},"해당 환경에 Docker가 설치되어 있지 않다면 먼저 설치합니다.",[1020,1034,1035],{},"SetFN 서버가 이 Qdrant 서버에 네트워크로 접근할 수 있어야 합니다.",[1012,1037,1039],{"id":1038},"docker-설치하기","Docker 설치하기",[995,1041,1042],{},"Ubuntu 기준 Docker 공식 설치 절차입니다. 이미 Docker가 설치되어 있다면 이 단계는 건너뜁니다.",[1044,1045,1047],"h3",{"id":1046},"_1-패키지-색인-갱신-및-필요한-패키지-설치","1. 패키지 색인 갱신 및 필요한 패키지 설치",[1049,1050,1055],"pre",{"className":1051,"code":1052,"language":1053,"meta":1054,"style":1054},"language-bash shiki shiki-themes github-light github-dark monokai","sudo apt update\nsudo apt install ca-certificates curl\nsudo install -m 0755 -d /etc/apt/keyrings\nsudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc\nsudo chmod a+r /etc/apt/keyrings/docker.asc\n","bash","",[1004,1056,1057,1072,1088,1108,1128],{"__ignoreMap":1054},[1058,1059,1062,1065,1069],"span",{"class":1060,"line":1061},"line",1,[1058,1063,1028],{"class":1064},"srTi1",[1058,1066,1068],{"class":1067},"sstjo"," apt",[1058,1070,1071],{"class":1067}," update\n",[1058,1073,1075,1077,1079,1082,1085],{"class":1060,"line":1074},2,[1058,1076,1028],{"class":1064},[1058,1078,1068],{"class":1067},[1058,1080,1081],{"class":1067}," install",[1058,1083,1084],{"class":1067}," ca-certificates",[1058,1086,1087],{"class":1067}," curl\n",[1058,1089,1091,1093,1095,1099,1102,1105],{"class":1060,"line":1090},3,[1058,1092,1028],{"class":1064},[1058,1094,1081],{"class":1067},[1058,1096,1098],{"class":1097},"s7F3e"," -m",[1058,1100,1101],{"class":1097}," 0755",[1058,1103,1104],{"class":1097}," -d",[1058,1106,1107],{"class":1067}," /etc/apt/keyrings\n",[1058,1109,1111,1113,1116,1119,1122,1125],{"class":1060,"line":1110},4,[1058,1112,1028],{"class":1064},[1058,1114,1115],{"class":1067}," curl",[1058,1117,1118],{"class":1097}," -fsSL",[1058,1120,1121],{"class":1067}," https://download.docker.com/linux/ubuntu/gpg",[1058,1123,1124],{"class":1097}," -o",[1058,1126,1127],{"class":1067}," /etc/apt/keyrings/docker.asc\n",[1058,1129,1131,1133,1136,1139],{"class":1060,"line":1130},5,[1058,1132,1028],{"class":1064},[1058,1134,1135],{"class":1067}," chmod",[1058,1137,1138],{"class":1067}," a+r",[1058,1140,1127],{"class":1067},[1044,1142,1144],{"id":1143},"_2-docker-저장소를-apt-소스에-추가","2. Docker 저장소를 Apt 소스에 추가",[1049,1146,1148],{"className":1051,"code":1147,"language":1053,"meta":1054,"style":1054},"sudo tee /etc/apt/sources.list.d/docker.sources \u003C\u003CEOF\nTypes: deb\nURIs: https://download.docker.com/linux/ubuntu\nSuites: $(. /etc/os-release && echo \"${UBUNTU_CODENAME:-$VERSION_CODENAME}\")\nComponents: stable\nArchitectures: $(dpkg --print-architecture)\nSigned-By: /etc/apt/keyrings/docker.asc\nEOF\n\nsudo apt update\n",[1004,1149,1150,1168,1173,1178,1209,1214,1229,1235,1240,1247],{"__ignoreMap":1054},[1058,1151,1152,1154,1157,1160,1164],{"class":1060,"line":1061},[1058,1153,1028],{"class":1064},[1058,1155,1156],{"class":1067}," tee",[1058,1158,1159],{"class":1067}," /etc/apt/sources.list.d/docker.sources",[1058,1161,1163],{"class":1162},"sC2Qs"," \u003C\u003C",[1058,1165,1167],{"class":1166},"sinWB","EOF\n",[1058,1169,1170],{"class":1060,"line":1074},[1058,1171,1172],{"class":1067},"Types: deb\n",[1058,1174,1175],{"class":1060,"line":1090},[1058,1176,1177],{"class":1067},"URIs: https://download.docker.com/linux/ubuntu\n",[1058,1179,1180,1183,1187,1190,1193,1196,1200,1203,1206],{"class":1060,"line":1110},[1058,1181,1182],{"class":1067},"Suites: $(",[1058,1184,1186],{"class":1185},"sTrkL",".",[1058,1188,1189],{"class":1067}," /etc/os-release && ",[1058,1191,1192],{"class":1185},"echo",[1058,1194,1195],{"class":1067}," \"${",[1058,1197,1199],{"class":1198},"sMOD_","UBUNTU_CODENAME",[1058,1201,1202],{"class":1162},":-",[1058,1204,1205],{"class":1198},"$VERSION_CODENAME",[1058,1207,1208],{"class":1067},"}\")\n",[1058,1210,1211],{"class":1060,"line":1130},[1058,1212,1213],{"class":1067},"Components: stable\n",[1058,1215,1217,1220,1223,1226],{"class":1060,"line":1216},6,[1058,1218,1219],{"class":1067},"Architectures: $(",[1058,1221,1222],{"class":1064},"dpkg",[1058,1224,1225],{"class":1097}," --print-architecture",[1058,1227,1228],{"class":1067},")\n",[1058,1230,1232],{"class":1060,"line":1231},7,[1058,1233,1234],{"class":1067},"Signed-By: /etc/apt/keyrings/docker.asc\n",[1058,1236,1238],{"class":1060,"line":1237},8,[1058,1239,1167],{"class":1166},[1058,1241,1243],{"class":1060,"line":1242},9,[1058,1244,1246],{"emptyLinePlaceholder":1245},true,"\n",[1058,1248,1250,1252,1254],{"class":1060,"line":1249},10,[1058,1251,1028],{"class":1064},[1058,1253,1068],{"class":1067},[1058,1255,1071],{"class":1067},[1044,1257,1259],{"id":1258},"_3-docker-패키지-설치","3. Docker 패키지 설치",[1049,1261,1263],{"className":1051,"code":1262,"language":1053,"meta":1054,"style":1054},"sudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin\n",[1004,1264,1265],{"__ignoreMap":1054},[1058,1266,1267,1269,1271,1273,1276,1279,1282,1285],{"class":1060,"line":1061},[1058,1268,1028],{"class":1064},[1058,1270,1068],{"class":1067},[1058,1272,1081],{"class":1067},[1058,1274,1275],{"class":1067}," docker-ce",[1058,1277,1278],{"class":1067}," docker-ce-cli",[1058,1280,1281],{"class":1067}," containerd.io",[1058,1283,1284],{"class":1067}," docker-buildx-plugin",[1058,1286,1287],{"class":1067}," docker-compose-plugin\n",[1012,1289,1291],{"id":1290},"qdrant-컨테이너-실행하기","Qdrant 컨테이너 실행하기",[1044,1293,1295],{"id":1294},"_1-docker-composeyml-파일-만들기","1. docker-compose.yml 파일 만들기",[995,1297,1298,1299,1302],{},"Qdrant를 실행할 폴더에 ",[1004,1300,1301],{},"docker-compose.yml"," 파일을 만들고 다음 내용을 입력합니다.",[1049,1304,1308],{"className":1305,"code":1306,"language":1307,"meta":1054,"style":1054},"language-yaml shiki shiki-themes github-light github-dark monokai","services:\n  qdrant:\n    image: qdrant/qdrant:latest\n    container_name: qdrant\n    restart: unless-stopped\n    ports:\n      - \"6333:6333\"\n      - \"6334:6334\"\n    volumes:\n      - ./qdrant_storage:/qdrant/storage\n","yaml",[1004,1309,1310,1319,1326,1337,1347,1357,1364,1372,1379,1386],{"__ignoreMap":1054},[1058,1311,1312,1316],{"class":1060,"line":1061},[1058,1313,1315],{"class":1314},"s5clZ","services",[1058,1317,1318],{"class":1198},":\n",[1058,1320,1321,1324],{"class":1060,"line":1074},[1058,1322,1323],{"class":1314},"  qdrant",[1058,1325,1318],{"class":1198},[1058,1327,1328,1331,1334],{"class":1060,"line":1090},[1058,1329,1330],{"class":1314},"    image",[1058,1332,1333],{"class":1198},": ",[1058,1335,1336],{"class":1067},"qdrant/qdrant:latest\n",[1058,1338,1339,1342,1344],{"class":1060,"line":1110},[1058,1340,1341],{"class":1314},"    container_name",[1058,1343,1333],{"class":1198},[1058,1345,1346],{"class":1067},"qdrant\n",[1058,1348,1349,1352,1354],{"class":1060,"line":1130},[1058,1350,1351],{"class":1314},"    restart",[1058,1353,1333],{"class":1198},[1058,1355,1356],{"class":1067},"unless-stopped\n",[1058,1358,1359,1362],{"class":1060,"line":1216},[1058,1360,1361],{"class":1314},"    ports",[1058,1363,1318],{"class":1198},[1058,1365,1366,1369],{"class":1060,"line":1231},[1058,1367,1368],{"class":1198},"      - ",[1058,1370,1371],{"class":1067},"\"6333:6333\"\n",[1058,1373,1374,1376],{"class":1060,"line":1237},[1058,1375,1368],{"class":1198},[1058,1377,1378],{"class":1067},"\"6334:6334\"\n",[1058,1380,1381,1384],{"class":1060,"line":1242},[1058,1382,1383],{"class":1314},"    volumes",[1058,1385,1318],{"class":1198},[1058,1387,1388,1390],{"class":1060,"line":1249},[1058,1389,1368],{"class":1198},[1058,1391,1392],{"class":1067},"./qdrant_storage:/qdrant/storage\n",[1044,1394,1396],{"id":1395},"_2-컨테이너-실행","2. 컨테이너 실행",[995,1398,1399],{},"같은 폴더에서 컨테이너를 실행합니다.",[1049,1401,1403],{"className":1051,"code":1402,"language":1053,"meta":1054,"style":1054},"sudo docker compose up -d\n",[1004,1404,1405],{"__ignoreMap":1054},[1058,1406,1407,1409,1412,1415,1418],{"class":1060,"line":1061},[1058,1408,1028],{"class":1064},[1058,1410,1411],{"class":1067}," docker",[1058,1413,1414],{"class":1067}," compose",[1058,1416,1417],{"class":1067}," up",[1058,1419,1420],{"class":1097}," -d\n",[1017,1422,1423,1440,1450,1456],{},[1020,1424,1425,1428,1429,1432,1433,1439],{},[1004,1426,1427],{},"image",": 사용할 Qdrant 이미지와 버전입니다. ",[1004,1430,1431],{},"latest","는 컨테이너를 다시 받을 때마다 최신 버전으로 바뀌므로, 운영 환경에서는 ",[998,1434,1438],{"href":1435,"rel":1436},"https://github.com/qdrant/qdrant/releases",[1437],"nofollow","Qdrant 릴리스","에서 조직이 검증한 특정 버전으로 고정하는 것을 권장합니다. 사내 레지스트리를 미러로 쓴다면 이 경로를 그 주소로 바꿀 수 있습니다.",[1020,1441,1442,1445,1446,1449],{},[1004,1443,1444],{},"container_name",", ",[1004,1447,1448],{},"./qdrant_storage",": 컨테이너 이름과 데이터 저장 경로는 예시일 뿐이며 원하는 값으로 바꿔도 됩니다.",[1020,1451,1452,1455],{},[1004,1453,1454],{},"6333",": REST API(HTTP) 포트입니다.",[1020,1457,1458,1461,1462,1464],{},[1004,1459,1460],{},"6334",": gRPC 포트입니다. 바이너리 프로토콜(protobuf)을 사용해 대량 업서트나 배치 검색처럼 처리량이 큰 작업에서 REST API보다 빠릅니다. SetFN은 ",[1004,1463,1001],{},"에서 gRPC 연결을 지원하며, 검색과 벡터 저장에 gRPC를 우선 사용하도록 권장합니다.",[1466,1467,1468,1484,1509],"warning",{},[995,1469,1470,1471,1445,1473,1475,1476,1479,1480,1483],{},"위 설정은 ",[1004,1472,1454],{},[1004,1474,1460],{}," 포트를 모든 네트워크 인터페이스(",[1004,1477,1478],{},"0.0.0.0",")에 엽니다. SetFN 서버와 Qdrant를 같은 머신에서 운영한다면, 외부에 노출되지 않도록 ",[1004,1481,1482],{},"127.0.0.1","에만 바인딩하는 것이 안전합니다.",[1049,1485,1487],{"className":1305,"code":1486,"language":1307,"meta":1054,"style":1054},"    ports:\n      - \"127.0.0.1:6333:6333\"\n      - \"127.0.0.1:6334:6334\"\n",[1004,1488,1489,1495,1502],{"__ignoreMap":1054},[1058,1490,1491,1493],{"class":1060,"line":1061},[1058,1492,1361],{"class":1314},[1058,1494,1318],{"class":1198},[1058,1496,1497,1499],{"class":1060,"line":1074},[1058,1498,1368],{"class":1198},[1058,1500,1501],{"class":1067},"\"127.0.0.1:6333:6333\"\n",[1058,1503,1504,1506],{"class":1060,"line":1090},[1058,1505,1368],{"class":1198},[1058,1507,1508],{"class":1067},"\"127.0.0.1:6334:6334\"\n",[995,1510,1511],{},"이렇게 바인딩하면 같은 머신에서만 접속할 수 있고, SetFN 서버가 다른 머신에 있다면 접근할 수 없습니다.",[1012,1513,1515],{"id":1514},"setfn에-연결하기","SetFN에 연결하기",[995,1517,1518,1520,1521,1524,1525,1528],{},[998,1519,1001],{"href":1000},"의 ",[1004,1522,1523],{},"벡터 DB 구성","에서 다음 항목을 입력하고 ",[1004,1526,1527],{},"저장"," 버튼을 누릅니다.",[995,1530,1531],{},[1532,1533],"img",{"alt":1534,"src":1535},"드라이버로 Qdrant를 선택했을 때의 벡터 DB 구성 화면","./_screenshots/admin-ai-db-qdrant.png",[1537,1538,1539,1552],"table",{},[1540,1541,1542],"thead",{},[1543,1544,1545,1549],"tr",{},[1546,1547,1548],"th",{},"항목",[1546,1550,1551],{},"값",[1553,1554,1555,1565,1573,1585,1603],"tbody",{},[1543,1556,1557,1561],{},[1558,1559,1560],"td",{},"드라이버",[1558,1562,1563],{},[1004,1564,1006],{},[1543,1566,1567,1570],{},[1558,1568,1569],{},"컬렉션",[1558,1571,1572],{},"사용할 컬렉션 이름. 인스턴스마다 다르게 구분해 직접 정합니다.",[1543,1574,1575,1578],{},[1558,1576,1577],{},"REST 엔드포인트",[1558,1579,1580,1581,1584],{},"Qdrant 서버의 REST API 주소 (예: ",[1004,1582,1583],{},"http://localhost:6333",")",[1543,1586,1587,1590],{},[1558,1588,1589],{},"gRPC 엔드포인트 (권장)",[1558,1591,1592,1593,1596,1597,1599,1600,1602],{},"REST와 동일한 Qdrant 인스턴스의 gRPC 주소 (예: ",[1004,1594,1595],{},"http://localhost:6334","). 검색과 벡터 저장에 gRPC를 우선 사용합니다. 비워 두면 REST 주소가 ",[1004,1598,1454],{}," 포트일 때 ",[1004,1601,1460],{},"를 자동으로 사용하며, 연결할 수 없으면 REST로 전환합니다.",[1543,1604,1605,1608],{},[1558,1606,1607],{},"API 키",[1558,1609,1610],{},"Qdrant에 인증을 켠 경우에만 입력합니다. 비워 두면 인증 없이 접속하고, 저장된 값을 비운 채 저장하면 삭제됩니다.",[995,1612,1613,1614,1617,1618,1621,1622,1624],{},"저장 후 ",[1004,1615,1616],{},"벡터 DB 운영 현황","의 연결 상태가 ",[1004,1619,1620],{},"연결됨","으로 바뀌고 벡터 스토어가 ",[1004,1623,1006],{},"로 표시되면 정상적으로 연결된 것입니다.",[1626,1627,1628],"note",{},[995,1629,1630,1631,1633],{},"SetFN 서버와 Qdrant 서버가 서로 다른 머신에 있다면, REST·gRPC 엔드포인트에 ",[1004,1632,1482],{},"이 아니라 SetFN 서버에서 실제로 접근 가능한 주소(내부 IP나 호스트명)를 입력해야 합니다.",[1012,1635,1637],{"id":1636},"관련-문서","관련 문서",[1017,1639,1640,1644],{},[1020,1641,1642],{},[998,1643,1001],{"href":1000},[1020,1645,1646],{},[998,1647,1649],{"href":1648},"/ko/docs/admin/knowledge/indexing/","지식 인덱싱",[1651,1652,1653],"style",{},"html pre.shiki code .srTi1, html code.shiki .srTi1{--shiki-default:#6F42C1;--shiki-dark:#B392F0;--shiki-sepia:#A6E22E}html pre.shiki code 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.sMOD_{--shiki-default:#24292E;--shiki-dark:#E1E4E8;--shiki-sepia:#F8F8F2}html pre.shiki code .s5clZ, html code.shiki .s5clZ{--shiki-default:#22863A;--shiki-dark:#85E89D;--shiki-sepia:#F92672}",{"title":1054,"searchDepth":1074,"depth":1090,"links":1655},[1656,1657,1662,1666,1667],{"id":1014,"depth":1074,"text":1015},{"id":1038,"depth":1074,"text":1039,"children":1658},[1659,1660,1661],{"id":1046,"depth":1090,"text":1047},{"id":1143,"depth":1090,"text":1144},{"id":1258,"depth":1090,"text":1259},{"id":1290,"depth":1074,"text":1291,"children":1663},[1664,1665],{"id":1294,"depth":1090,"text":1295},{"id":1395,"depth":1090,"text":1396},{"id":1514,"depth":1074,"text":1515},{"id":1636,"depth":1074,"text":1637},null,"벡터 DB 드라이버로 Qdrant를 사용하려면 접속할 Qdrant 서버가 먼저 있어야 합니다. Docker로 Qdrant 서버를 설치하고 SetFN에 연결하는 방법을 안내합니다.","md",{"slug":1672},"/admin/knowledge/qdrant-server-setup/",{"title":1674,"description":1675,"ogType":1676,"twitterCard":1677,"keywords":1678},"Qdrant 서버 준비하기 | Admin Docs","Docker로 Qdrant 서버를 설치하고 SetFN의 벡터 DB 설정에서 Qdrant 드라이버에 연결하는 방법을 안내합니다.","article","summary_large_image",[1679,1680,1681,1682,1683],"Qdrant 설치","Docker Qdrant","벡터 DB 서버","벡터 DB Qdrant 연동","SetFN","SJ3NkUUMdU40otpKrY_Ywn30BGm1S7XSYjGk-v6Uh2k",[1686,1687],{"title":191,"path":192,"stem":193,"children":-1},{"title":199,"path":200,"stem":201,"children":-1},{"title":195,"filename":1689,"content":1690},"qdrant-server-setup","# Qdrant 서버 준비하기\r\n\r\n[벡터 DB 설정](/ko/docs/admin/knowledge/storage/)에서 드라이버로 `Qdrant`를 선택하려면 먼저 접속할 수 있는 Qdrant 서버가 있어야 합니다. SetFN이 Qdrant 서버를 함께 설치해 주지는 않으므로, Docker로 직접 준비하는 방법을 안내합니다.\r\n\r\n---\r\n\r\n## 시작하기 전에\r\n\r\n- SetFN에서 연결 설정을 저장하려면 Workspace 관리자 권한이 필요합니다.\r\n- Qdrant 서버를 올릴 Linux(Ubuntu) 환경과 관리자(`sudo`) 권한이 필요합니다.\r\n- 해당 환경에 Docker가 설치되어 있지 않다면 먼저 설치합니다.\r\n- SetFN 서버가 이 Qdrant 서버에 네트워크로 접근할 수 있어야 합니다.\r\n\r\n## Docker 설치하기\r\n\r\nUbuntu 기준 Docker 공식 설치 절차입니다. 이미 Docker가 설치되어 있다면 이 단계는 건너뜁니다.\r\n\r\n### 1. 패키지 색인 갱신 및 필요한 패키지 설치\r\n\r\n```bash\r\nsudo apt update\r\nsudo apt install ca-certificates curl\r\nsudo install -m 0755 -d /etc/apt/keyrings\r\nsudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc\r\nsudo chmod a+r /etc/apt/keyrings/docker.asc\r\n```\r\n\r\n### 2. Docker 저장소를 Apt 소스에 추가\r\n\r\n```bash\r\nsudo tee /etc/apt/sources.list.d/docker.sources \u003C\u003CEOF\r\nTypes: deb\r\nURIs: https://download.docker.com/linux/ubuntu\r\nSuites: $(. /etc/os-release && echo \"${UBUNTU_CODENAME:-$VERSION_CODENAME}\")\r\nComponents: stable\r\nArchitectures: $(dpkg --print-architecture)\r\nSigned-By: /etc/apt/keyrings/docker.asc\r\nEOF\r\n\r\nsudo apt update\r\n```\r\n\r\n### 3. Docker 패키지 설치\r\n\r\n```bash\r\nsudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin\r\n```\r\n\r\n## Qdrant 컨테이너 실행하기\r\n\r\n### 1. docker-compose.yml 파일 만들기\r\n\r\nQdrant를 실행할 폴더에 `docker-compose.yml` 파일을 만들고 다음 내용을 입력합니다.\r\n\r\n```yaml\r\nservices:\r\n  qdrant:\r\n    image: qdrant/qdrant:latest\r\n    container_name: qdrant\r\n    restart: unless-stopped\r\n    ports:\r\n      - \"6333:6333\"\r\n      - \"6334:6334\"\r\n    volumes:\r\n      - ./qdrant_storage:/qdrant/storage\r\n```\r\n\r\n### 2. 컨테이너 실행\r\n\r\n같은 폴더에서 컨테이너를 실행합니다.\r\n\r\n```bash\r\nsudo docker compose up -d\r\n```\r\n\r\n- `image`: 사용할 Qdrant 이미지와 버전입니다. `latest`는 컨테이너를 다시 받을 때마다 최신 버전으로 바뀌므로, 운영 환경에서는 [Qdrant 릴리스](https://github.com/qdrant/qdrant/releases)에서 조직이 검증한 특정 버전으로 고정하는 것을 권장합니다. 사내 레지스트리를 미러로 쓴다면 이 경로를 그 주소로 바꿀 수 있습니다.\r\n- `container_name`, `./qdrant_storage`: 컨테이너 이름과 데이터 저장 경로는 예시일 뿐이며 원하는 값으로 바꿔도 됩니다.\r\n- `6333`: REST API(HTTP) 포트입니다.\r\n- `6334`: gRPC 포트입니다. 바이너리 프로토콜(protobuf)을 사용해 대량 업서트나 배치 검색처럼 처리량이 큰 작업에서 REST API보다 빠릅니다. SetFN은 `벡터 DB 설정`에서 gRPC 연결을 지원하며, 검색과 벡터 저장에 gRPC를 우선 사용하도록 권장합니다.\r\n\r\n::warning\r\n위 설정은 `6333`, `6334` 포트를 모든 네트워크 인터페이스(`0.0.0.0`)에 엽니다. SetFN 서버와 Qdrant를 같은 머신에서 운영한다면, 외부에 노출되지 않도록 `127.0.0.1`에만 바인딩하는 것이 안전합니다.\r\n\r\n```yaml\r\n    ports:\r\n      - \"127.0.0.1:6333:6333\"\r\n      - \"127.0.0.1:6334:6334\"\r\n```\r\n\r\n이렇게 바인딩하면 같은 머신에서만 접속할 수 있고, SetFN 서버가 다른 머신에 있다면 접근할 수 없습니다.\r\n::\r\n\r\n## SetFN에 연결하기\r\n\r\n[벡터 DB 설정](/ko/docs/admin/knowledge/storage/)의 `벡터 DB 구성`에서 다음 항목을 입력하고 `저장` 버튼을 누릅니다.\r\n\r\n![드라이버로 Qdrant를 선택했을 때의 벡터 DB 구성 화면](./_screenshots/admin-ai-db-qdrant.png)\r\n\r\n| 항목 | 값 |\r\n|------|-----|\r\n| 드라이버 | `Qdrant` |\r\n| 컬렉션 | 사용할 컬렉션 이름. 인스턴스마다 다르게 구분해 직접 정합니다. |\r\n| REST 엔드포인트 | Qdrant 서버의 REST API 주소 (예: `http://localhost:6333`) |\r\n| gRPC 엔드포인트 (권장) | REST와 동일한 Qdrant 인스턴스의 gRPC 주소 (예: `http://localhost:6334`). 검색과 벡터 저장에 gRPC를 우선 사용합니다. 비워 두면 REST 주소가 `6333` 포트일 때 `6334`를 자동으로 사용하며, 연결할 수 없으면 REST로 전환합니다. |\r\n| API 키 | Qdrant에 인증을 켠 경우에만 입력합니다. 비워 두면 인증 없이 접속하고, 저장된 값을 비운 채 저장하면 삭제됩니다. |\r\n\r\n저장 후 `벡터 DB 운영 현황`의 연결 상태가 `연결됨`으로 바뀌고 벡터 스토어가 `Qdrant`로 표시되면 정상적으로 연결된 것입니다.\r\n\r\n::note\r\nSetFN 서버와 Qdrant 서버가 서로 다른 머신에 있다면, REST·gRPC 엔드포인트에 `127.0.0.1`이 아니라 SetFN 서버에서 실제로 접근 가능한 주소(내부 IP나 호스트명)를 입력해야 합니다.\r\n::\r\n\r\n## 관련 문서\r\n\r\n- [벡터 DB 설정](/ko/docs/admin/knowledge/storage/)\r\n- [지식 인덱싱](/ko/docs/admin/knowledge/indexing/)\n",1791199137590]