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训练）","/plugin/fine-tuning","50.plugin/40.fine-tuning",[1020,1025,1030,1035,1040,1045],{"title":1021,"path":1022,"stem":1023,"tags":6,"slug":1024,"sourcePath":1022},"微调简介","/plugin/fine-tuning/overview","50.plugin/40.fine-tuning/00.overview","/plugin/fine-tuning/overview/",{"title":1026,"path":1027,"stem":1028,"tags":6,"slug":1029,"sourcePath":1027},"训练数据预处理","/plugin/fine-tuning/pre-processing","50.plugin/40.fine-tuning/10.pre-processing","/plugin/fine-tuning/pre-processing/",{"title":1031,"path":1032,"stem":1033,"tags":6,"slug":1034,"sourcePath":1032},"训练","/plugin/fine-tuning/training","50.plugin/40.fine-tuning/20.training","/plugin/fine-tuning/training/",{"title":1036,"path":1037,"stem":1038,"tags":6,"slug":1039,"sourcePath":1037},"评估","/plugin/fine-tuning/evaluation","50.plugin/40.fine-tuning/30.evaluation","/plugin/fine-tuning/evaluation/",{"title":1041,"path":1042,"stem":1043,"tags":6,"slug":1044,"sourcePath":1042},"聊天测试","/plugin/fine-tuning/chat-test","50.plugin/40.fine-tuning/40.chat-test","/plugin/fine-tuning/chat-test/",{"title":1046,"path":1047,"stem":1048,"tags":6,"slug":1049,"sourcePath":1047},"导出","/plugin/fine-tuning/export","50.plugin/40.fine-tuning/50.export","/plugin/fine-tuning/export/",{"title":1051,"tags":6,"slug":6,"path":1052,"stem":1053,"children":1054,"page":66,"sourcePath":1052},"EDC（数据收集）","/plugin/edc","50.plugin/50.edc",[1055,1060,1065,1070],{"title":1056,"path":1057,"stem":1058,"tags":6,"slug":1059,"sourcePath":1057},"EDC 简介","/plugin/edc/overview","50.plugin/50.edc/00.overview","/plugin/edc/overview/",{"title":1061,"path":1062,"stem":1063,"tags":6,"slug":1064,"sourcePath":1062},"数据录入、Audit Trail","/plugin/edc/data-entry","50.plugin/50.edc/10.data-entry","/plugin/edc/data-entry/",{"title":1066,"path":1067,"stem":1068,"tags":6,"slug":1069,"sourcePath":1067},"构建器","/plugin/edc/builder","50.plugin/50.edc/20.builder","/plugin/edc/builder/",{"title":1071,"path":1072,"stem":1073,"tags":6,"slug":1074,"sourcePath":1072},"用户/机构设置","/plugin/edc/account","50.plugin/50.edc/30.account","/plugin/edc/account/",{"title":1076,"tags":6,"slug":6,"path":1077,"stem":1078,"children":1079,"page":66,"sourcePath":1077},"命令行工具","/cli","90.cli",[1080],{"title":1081,"path":1082,"stem":1083,"tags":6,"slug":1084,"sourcePath":1082},"使用命令管理服务器","/cli/commands","90.cli/10.commands","/cli/commands/",{"title":1086,"tags":6,"slug":6,"path":1087,"stem":1088,"children":1089,"page":66,"sourcePath":1087},"安全更新","/security-updates","95.security-updates",[1090,1095,1100,1105],{"title":1091,"path":1092,"stem":1093,"tags":6,"slug":1094,"sourcePath":1092},"了解安全检查与更新方式","/security-updates/overview","95.security-updates/00.overview","/security-updates/overview/",{"title":1096,"path":1097,"stem":1098,"tags":6,"slug":1099,"sourcePath":1097},"安全检查记录","/security-updates/review-log","95.security-updates/10.review-log","/security-updates/review-log/",{"title":1101,"path":1102,"stem":1103,"tags":6,"slug":1104,"sourcePath":1102},"主要漏洞检查状态","/security-updates/vulnerability-status","95.security-updates/20.vulnerability-status","/security-updates/vulnerability-status/",{"title":1106,"path":1107,"stem":1108,"tags":6,"slug":1109,"sourcePath":1107},"检查服务器安全更新","/security-updates/server-checklist","95.security-updates/30.server-checklist","/security-updates/server-checklist/",{"title":1111,"tags":6,"slug":6,"path":1112,"stem":1113,"children":1114,"page":66,"sourcePath":1112},"FAQ","/faq","99.FAQ",[1115,1121,1127,1133,1139,1145,1151],{"title":1116,"path":1117,"stem":1118,"tags":6,"slug":1119,"sourcePath":1120},"SetFN 与云服务对比","/FAQ/comparison-cloud","99.FAQ/10.comparison-cloud","/FAQ/comparison-cloud/","/faq/comparison-cloud",{"title":1122,"path":1123,"stem":1124,"tags":6,"slug":1125,"sourcePath":1126},"SetFN 与 NAS 对比","/FAQ/comparison-nas","99.FAQ/20.comparison-nas","/FAQ/comparison-nas/","/faq/comparison-nas",{"title":1128,"path":1129,"stem":1130,"tags":6,"slug":1131,"sourcePath":1132},"安全政策","/FAQ/security-policy","99.FAQ/30.security-policy","/FAQ/security-policy/","/faq/security-policy",{"title":1134,"path":1135,"stem":1136,"tags":6,"slug":1137,"sourcePath":1138},"SetFN 为什么这么快","/FAQ/why-fast","99.FAQ/40.why-fast","/FAQ/why-fast/","/faq/why-fast",{"title":1140,"path":1141,"stem":1142,"tags":6,"slug":1143,"sourcePath":1144},"许可证 FAQ","/FAQ/license-faq","99.FAQ/50.license-faq","/FAQ/license-faq/","/faq/license-faq",{"title":1146,"path":1147,"stem":1148,"tags":6,"slug":1149,"sourcePath":1150},"AI 功能 FAQ","/FAQ/ai-faq","99.FAQ/60.ai-faq","/FAQ/ai-faq/","/faq/ai-faq",{"title":1152,"path":1153,"stem":1154,"tags":6,"slug":1155,"sourcePath":1156},"问题排查指南","/FAQ/troubleshooting","99.FAQ/70.troubleshooting","/FAQ/troubleshooting/","/faq/troubleshooting",{"id":1158,"title":235,"body":1159,"cover":6,"description":1838,"extension":1839,"image":6,"meta":1840,"navigation":1416,"path":236,"reviewSummary":6,"reviewedAt":6,"seo":1841,"slug":238,"stem":237,"tags":6,"thumbnail":6,"thumbnailPosition":6,"thumbnailScale":6,"__hash__":1852},"docs_zh/10.admin/30.knowledge/35.qdrant-server-setup.md",{"type":1160,"value":1161,"toc":1824},"minimal",[1162,1166,1180,1183,1187,1207,1211,1214,1219,1312,1316,1427,1431,1459,1463,1467,1474,1564,1568,1571,1592,1636,1683,1687,1701,1708,1783,1797,1806,1809,1820],[1163,1164,235],"h1",{"id":1165},"准备-qdrant-服务器",[1167,1168,1169,1170,1174,1175,1179],"p",{},"要在",[1171,1172,220],"a",{"href":1173},"/zh/docs/admin/knowledge/storage/","中选择 ",[1176,1177,1178],"code",{},"Qdrant"," 作为驱动程序，必须先有可以访问的 Qdrant 服务器。SetFN 不会随附安装 Qdrant 服务器，因此本文介绍如何使用 Docker 自行准备。",[1181,1182],"hr",{},[1184,1185,1186],"h2",{"id":1186},"开始之前",[1188,1189,1190,1194,1201,1204],"ul",{},[1191,1192,1193],"li",{},"在 SetFN 中保存连接设置需要 Workspace 管理员权限。",[1191,1195,1196,1197,1200],{},"需要用于运行 Qdrant 服务器的 Linux（Ubuntu）环境和管理员（",[1176,1198,1199],{},"sudo","）权限。",[1191,1202,1203],{},"如果该环境尚未安装 Docker，请先安装。",[1191,1205,1206],{},"SetFN 服务器必须能够通过网络访问此 Qdrant 服务器。",[1184,1208,1210],{"id":1209},"安装-docker","安装 Docker",[1167,1212,1213],{},"以下是基于 Ubuntu 的 Docker 官方安装步骤。如果已安装 Docker，请跳过此步骤。",[1215,1216,1218],"h3",{"id":1217},"_1-更新软件包索引并安装所需软件包","1. 更新软件包索引并安装所需软件包",[1220,1221,1226],"pre",{"className":1222,"code":1223,"language":1224,"meta":1225,"style":1225},"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","",[1176,1227,1228,1243,1259,1279,1299],{"__ignoreMap":1225},[1229,1230,1233,1236,1240],"span",{"class":1231,"line":1232},"line",1,[1229,1234,1199],{"class":1235},"srTi1",[1229,1237,1239],{"class":1238},"sstjo"," apt",[1229,1241,1242],{"class":1238}," update\n",[1229,1244,1246,1248,1250,1253,1256],{"class":1231,"line":1245},2,[1229,1247,1199],{"class":1235},[1229,1249,1239],{"class":1238},[1229,1251,1252],{"class":1238}," install",[1229,1254,1255],{"class":1238}," ca-certificates",[1229,1257,1258],{"class":1238}," curl\n",[1229,1260,1262,1264,1266,1270,1273,1276],{"class":1231,"line":1261},3,[1229,1263,1199],{"class":1235},[1229,1265,1252],{"class":1238},[1229,1267,1269],{"class":1268},"s7F3e"," -m",[1229,1271,1272],{"class":1268}," 0755",[1229,1274,1275],{"class":1268}," -d",[1229,1277,1278],{"class":1238}," /etc/apt/keyrings\n",[1229,1280,1282,1284,1287,1290,1293,1296],{"class":1231,"line":1281},4,[1229,1283,1199],{"class":1235},[1229,1285,1286],{"class":1238}," curl",[1229,1288,1289],{"class":1268}," -fsSL",[1229,1291,1292],{"class":1238}," https://download.docker.com/linux/ubuntu/gpg",[1229,1294,1295],{"class":1268}," -o",[1229,1297,1298],{"class":1238}," /etc/apt/keyrings/docker.asc\n",[1229,1300,1302,1304,1307,1310],{"class":1231,"line":1301},5,[1229,1303,1199],{"class":1235},[1229,1305,1306],{"class":1238}," chmod",[1229,1308,1309],{"class":1238}," a+r",[1229,1311,1298],{"class":1238},[1215,1313,1315],{"id":1314},"_2-将-docker-仓库添加到-apt-源","2. 将 Docker 仓库添加到 Apt 源",[1220,1317,1319],{"className":1222,"code":1318,"language":1224,"meta":1225,"style":1225},"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",[1176,1320,1321,1339,1344,1349,1380,1385,1400,1406,1411,1418],{"__ignoreMap":1225},[1229,1322,1323,1325,1328,1331,1335],{"class":1231,"line":1232},[1229,1324,1199],{"class":1235},[1229,1326,1327],{"class":1238}," tee",[1229,1329,1330],{"class":1238}," /etc/apt/sources.list.d/docker.sources",[1229,1332,1334],{"class":1333},"sC2Qs"," \u003C\u003C",[1229,1336,1338],{"class":1337},"sinWB","EOF\n",[1229,1340,1341],{"class":1231,"line":1245},[1229,1342,1343],{"class":1238},"Types: deb\n",[1229,1345,1346],{"class":1231,"line":1261},[1229,1347,1348],{"class":1238},"URIs: https://download.docker.com/linux/ubuntu\n",[1229,1350,1351,1354,1358,1361,1364,1367,1371,1374,1377],{"class":1231,"line":1281},[1229,1352,1353],{"class":1238},"Suites: $(",[1229,1355,1357],{"class":1356},"sTrkL",".",[1229,1359,1360],{"class":1238}," /etc/os-release && ",[1229,1362,1363],{"class":1356},"echo",[1229,1365,1366],{"class":1238}," \"${",[1229,1368,1370],{"class":1369},"sMOD_","UBUNTU_CODENAME",[1229,1372,1373],{"class":1333},":-",[1229,1375,1376],{"class":1369},"$VERSION_CODENAME",[1229,1378,1379],{"class":1238},"}\")\n",[1229,1381,1382],{"class":1231,"line":1301},[1229,1383,1384],{"class":1238},"Components: stable\n",[1229,1386,1388,1391,1394,1397],{"class":1231,"line":1387},6,[1229,1389,1390],{"class":1238},"Architectures: $(",[1229,1392,1393],{"class":1235},"dpkg",[1229,1395,1396],{"class":1268}," --print-architecture",[1229,1398,1399],{"class":1238},")\n",[1229,1401,1403],{"class":1231,"line":1402},7,[1229,1404,1405],{"class":1238},"Signed-By: /etc/apt/keyrings/docker.asc\n",[1229,1407,1409],{"class":1231,"line":1408},8,[1229,1410,1338],{"class":1337},[1229,1412,1414],{"class":1231,"line":1413},9,[1229,1415,1417],{"emptyLinePlaceholder":1416},true,"\n",[1229,1419,1421,1423,1425],{"class":1231,"line":1420},10,[1229,1422,1199],{"class":1235},[1229,1424,1239],{"class":1238},[1229,1426,1242],{"class":1238},[1215,1428,1430],{"id":1429},"_3-安装-docker-软件包","3. 安装 Docker 软件包",[1220,1432,1434],{"className":1222,"code":1433,"language":1224,"meta":1225,"style":1225},"sudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin\n",[1176,1435,1436],{"__ignoreMap":1225},[1229,1437,1438,1440,1442,1444,1447,1450,1453,1456],{"class":1231,"line":1232},[1229,1439,1199],{"class":1235},[1229,1441,1239],{"class":1238},[1229,1443,1252],{"class":1238},[1229,1445,1446],{"class":1238}," docker-ce",[1229,1448,1449],{"class":1238}," docker-ce-cli",[1229,1451,1452],{"class":1238}," containerd.io",[1229,1454,1455],{"class":1238}," docker-buildx-plugin",[1229,1457,1458],{"class":1238}," docker-compose-plugin\n",[1184,1460,1462],{"id":1461},"运行-qdrant-容器","运行 Qdrant 容器",[1215,1464,1466],{"id":1465},"_1-创建-docker-composeyml-文件","1. 创建 docker-compose.yml 文件",[1167,1468,1469,1470,1473],{},"在要运行 Qdrant 的文件夹中创建 ",[1176,1471,1472],{},"docker-compose.yml"," 文件，并输入以下内容。",[1220,1475,1479],{"className":1476,"code":1477,"language":1478,"meta":1225,"style":1225},"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",[1176,1480,1481,1490,1497,1508,1518,1528,1535,1543,1550,1557],{"__ignoreMap":1225},[1229,1482,1483,1487],{"class":1231,"line":1232},[1229,1484,1486],{"class":1485},"s5clZ","services",[1229,1488,1489],{"class":1369},":\n",[1229,1491,1492,1495],{"class":1231,"line":1245},[1229,1493,1494],{"class":1485},"  qdrant",[1229,1496,1489],{"class":1369},[1229,1498,1499,1502,1505],{"class":1231,"line":1261},[1229,1500,1501],{"class":1485},"    image",[1229,1503,1504],{"class":1369},": ",[1229,1506,1507],{"class":1238},"qdrant/qdrant:latest\n",[1229,1509,1510,1513,1515],{"class":1231,"line":1281},[1229,1511,1512],{"class":1485},"    container_name",[1229,1514,1504],{"class":1369},[1229,1516,1517],{"class":1238},"qdrant\n",[1229,1519,1520,1523,1525],{"class":1231,"line":1301},[1229,1521,1522],{"class":1485},"    restart",[1229,1524,1504],{"class":1369},[1229,1526,1527],{"class":1238},"unless-stopped\n",[1229,1529,1530,1533],{"class":1231,"line":1387},[1229,1531,1532],{"class":1485},"    ports",[1229,1534,1489],{"class":1369},[1229,1536,1537,1540],{"class":1231,"line":1402},[1229,1538,1539],{"class":1369},"      - ",[1229,1541,1542],{"class":1238},"\"6333:6333\"\n",[1229,1544,1545,1547],{"class":1231,"line":1408},[1229,1546,1539],{"class":1369},[1229,1548,1549],{"class":1238},"\"6334:6334\"\n",[1229,1551,1552,1555],{"class":1231,"line":1413},[1229,1553,1554],{"class":1485},"    volumes",[1229,1556,1489],{"class":1369},[1229,1558,1559,1561],{"class":1231,"line":1420},[1229,1560,1539],{"class":1369},[1229,1562,1563],{"class":1238},"./qdrant_storage:/qdrant/storage\n",[1215,1565,1567],{"id":1566},"_2-运行容器","2. 运行容器",[1167,1569,1570],{},"在同一文件夹中运行容器。",[1220,1572,1574],{"className":1222,"code":1573,"language":1224,"meta":1225,"style":1225},"sudo docker compose up -d\n",[1176,1575,1576],{"__ignoreMap":1225},[1229,1577,1578,1580,1583,1586,1589],{"class":1231,"line":1232},[1229,1579,1199],{"class":1235},[1229,1581,1582],{"class":1238}," docker",[1229,1584,1585],{"class":1238}," compose",[1229,1587,1588],{"class":1238}," up",[1229,1590,1591],{"class":1268}," -d\n",[1188,1593,1594,1611,1621,1627],{},[1191,1595,1596,1599,1600,1603,1604,1610],{},[1176,1597,1598],{},"image","：要使用的 Qdrant 镜像和版本。",[1176,1601,1602],{},"latest"," 在每次重新拉取容器时都会变为最新版本，因此在生产环境中，建议固定为 ",[1171,1605,1609],{"href":1606,"rel":1607},"https://github.com/qdrant/qdrant/releases",[1608],"nofollow","Qdrant 发布页面","中组织已验证的特定版本。如果使用公司内部镜像仓库作为镜像源，可以将此路径改为相应地址。",[1191,1612,1613,1616,1617,1620],{},[1176,1614,1615],{},"container_name","、",[1176,1618,1619],{},"./qdrant_storage","：容器名称和数据存储路径仅为示例，可以改为所需的值。",[1191,1622,1623,1626],{},[1176,1624,1625],{},"6333","：REST API（HTTP）端口。",[1191,1628,1629,1632,1633,1635],{},[1176,1630,1631],{},"6334","：gRPC 端口。使用二进制协议（protobuf），在大批量 upsert 或批量搜索等吞吐量较大的操作中比 REST API 更快。SetFN 在 ",[1176,1634,220],{}," 中支持 gRPC 连接，建议搜索和向量存储优先使用 gRPC。",[1637,1638,1639,1655,1680],"warning",{},[1167,1640,1641,1642,1645,1646,1616,1648,1650,1651,1654],{},"上述配置会在所有网络接口（",[1176,1643,1644],{},"0.0.0.0","）上开放 ",[1176,1647,1625],{},[1176,1649,1631],{}," 端口。如果 SetFN 服务器和 Qdrant 运行在同一台机器上，为避免暴露到外部，仅绑定到 ",[1176,1652,1653],{},"127.0.0.1"," 更为安全。",[1220,1656,1658],{"className":1476,"code":1657,"language":1478,"meta":1225,"style":1225},"    ports:\n      - \"127.0.0.1:6333:6333\"\n      - 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启用了认证时输入。留空时以无认证方式连接；将已保存的值清空后保存即删除。",[1167,1784,1785,1786,1789,1790,1793,1794,1796],{},"保存后，如果 ",[1176,1787,1788],{},"向量数据库概览"," 中的连接状态变为 ",[1176,1791,1792],{},"已连接","，并且向量存储显示为 ",[1176,1795,1178],{},"，则表示连接正常。",[1798,1799,1800],"note",{},[1167,1801,1802,1803,1805],{},"如果 SetFN 服务器和 Qdrant 服务器位于不同的机器上，REST·gRPC 端点中不能填写 ",[1176,1804,1653],{},"，而应填写 SetFN 服务器实际可以访问的地址（内网 IP 或主机名）。",[1184,1807,1808],{"id":1808},"相关文档",[1188,1810,1811,1815],{},[1191,1812,1813],{},[1171,1814,220],{"href":1173},[1191,1816,1817],{},[1171,1818,208],{"href":1819},"/zh/docs/admin/knowledge/indexing/",[1821,1822,1823],"style",{},"html pre.shiki code .srTi1, html code.shiki .srTi1{--shiki-default:#6F42C1;--shiki-dark:#B392F0;--shiki-sepia:#A6E22E}html pre.shiki code .sstjo, html code.shiki .sstjo{--shiki-default:#032F62;--shiki-dark:#9ECBFF;--shiki-sepia:#E6DB74}html pre.shiki code .s7F3e, html code.shiki .s7F3e{--shiki-default:#005CC5;--shiki-dark:#79B8FF;--shiki-sepia:#AE81FF}html .default .shiki span {color: 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.s5clZ{--shiki-default:#22863A;--shiki-dark:#85E89D;--shiki-sepia:#F92672}",{"title":1225,"searchDepth":1245,"depth":1261,"links":1825},[1826,1827,1832,1836,1837],{"id":1186,"depth":1245,"text":1186},{"id":1209,"depth":1245,"text":1210,"children":1828},[1829,1830,1831],{"id":1217,"depth":1261,"text":1218},{"id":1314,"depth":1261,"text":1315},{"id":1429,"depth":1261,"text":1430},{"id":1461,"depth":1245,"text":1462,"children":1833},[1834,1835],{"id":1465,"depth":1261,"text":1466},{"id":1566,"depth":1261,"text":1567},{"id":1685,"depth":1245,"text":1686},{"id":1808,"depth":1245,"text":1808},"要将 Qdrant 用作向量数据库驱动程序，必须先有可以访问的 Qdrant 服务器。本文介绍如何使用 Docker 安装 Qdrant 服务器并连接到 SetFN。","md",{},{"title":1842,"description":1843,"ogType":1844,"twitterCard":1845,"keywords":1846},"准备 Qdrant 服务器 | Admin Docs","介绍如何使用 Docker 安装 Qdrant 服务器，并在 SetFN 的知识存储中连接 Qdrant 驱动程序。","article","summary_large_image",[1847,1848,1849,1850,1851],"Qdrant 安装","Docker Qdrant","向量数据库服务器","向量数据库 Qdrant 集成","SetFN","3SoTjkRE_p81ywqWuFCTDLTLytuUJWda3ypQxZdvbqI",[1854,1855],{"title":230,"path":231,"stem":232,"slug":233,"children":-1},{"title":240,"path":241,"stem":242,"slug":243,"children":-1},{"title":235,"filename":1857,"content":1858},"qdrant-server-setup","# 准备 Qdrant 服务器\n\n要在[知识存储](/zh/docs/admin/knowledge/storage/)中选择 `Qdrant` 作为驱动程序，必须先有可以访问的 Qdrant 服务器。SetFN 不会随附安装 Qdrant 服务器，因此本文介绍如何使用 Docker 自行准备。\n\n---\n\n## 开始之前\n\n- 在 SetFN 中保存连接设置需要 Workspace 管理员权限。\n- 需要用于运行 Qdrant 服务器的 Linux（Ubuntu）环境和管理员（`sudo`）权限。\n- 如果该环境尚未安装 Docker，请先安装。\n- SetFN 服务器必须能够通过网络访问此 Qdrant 服务器。\n\n## 安装 Docker\n\n以下是基于 Ubuntu 的 Docker 官方安装步骤。如果已安装 Docker，请跳过此步骤。\n\n### 1. 更新软件包索引并安装所需软件包\n\n```bash\nsudo 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```\n\n### 2. 将 Docker 仓库添加到 Apt 源\n\n```bash\nsudo 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```\n\n### 3. 安装 Docker 软件包\n\n```bash\nsudo apt install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin\n```\n\n## 运行 Qdrant 容器\n\n### 1. 创建 docker-compose.yml 文件\n\n在要运行 Qdrant 的文件夹中创建 `docker-compose.yml` 文件，并输入以下内容。\n\n```yaml\nservices:\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```\n\n### 2. 运行容器\n\n在同一文件夹中运行容器。\n\n```bash\nsudo docker compose up -d\n```\n\n- `image`：要使用的 Qdrant 镜像和版本。`latest` 在每次重新拉取容器时都会变为最新版本，因此在生产环境中，建议固定为 [Qdrant 发布页面](https://github.com/qdrant/qdrant/releases)中组织已验证的特定版本。如果使用公司内部镜像仓库作为镜像源，可以将此路径改为相应地址。\n- `container_name`、`./qdrant_storage`：容器名称和数据存储路径仅为示例，可以改为所需的值。\n- `6333`：REST API（HTTP）端口。\n- `6334`：gRPC 端口。使用二进制协议（protobuf），在大批量 upsert 或批量搜索等吞吐量较大的操作中比 REST API 更快。SetFN 在 `知识存储` 中支持 gRPC 连接，建议搜索和向量存储优先使用 gRPC。\n\n::warning\n上述配置会在所有网络接口（`0.0.0.0`）上开放 `6333`、`6334` 端口。如果 SetFN 服务器和 Qdrant 运行在同一台机器上，为避免暴露到外部，仅绑定到 `127.0.0.1` 更为安全。\n\n```yaml\n    ports:\n      - \"127.0.0.1:6333:6333\"\n      - \"127.0.0.1:6334:6334\"\n```\n\n这样绑定后，只能从同一台机器访问；如果 SetFN 服务器位于其他机器上，则无法访问。\n::\n\n## 连接到 SetFN\n\n在[知识存储](/zh/docs/admin/knowledge/storage/)的 `向量数据库设置` 中输入以下项目，然后点击 `保存` 按钮。\n\n![选择 Qdrant 作为驱动程序时的向量数据库设置页面](./_screenshots/admin-ai-db-qdrant_en.png)\n\n| 项目 | 值 |\n|------|-----|\n| 驱动程序 | `Qdrant` |\n| 集合 | 要使用的集合名称。请为每个实例分别指定不同的名称。 |\n| REST 端点 | Qdrant 服务器的 REST API 地址（例如：`http://localhost:6333`） |\n| gRPC 端点（推荐） | 与 REST 相同的 Qdrant 实例的 gRPC 地址（例如：`http://localhost:6334`）。搜索和向量存储优先使用 gRPC。留空时，如果 REST 地址使用 `6333` 端口，则自动使用 `6334`；无法连接时切换为 REST。 |\n| API 密钥 | 仅在 Qdrant 启用了认证时输入。留空时以无认证方式连接；将已保存的值清空后保存即删除。 |\n\n保存后，如果 `向量数据库概览` 中的连接状态变为 `已连接`，并且向量存储显示为 `Qdrant`，则表示连接正常。\n\n::note\n如果 SetFN 服务器和 Qdrant 服务器位于不同的机器上，REST·gRPC 端点中不能填写 `127.0.0.1`，而应填写 SetFN 服务器实际可以访问的地址（内网 IP 或主机名）。\n::\n\n## 相关文档\n\n- [知识存储](/zh/docs/admin/knowledge/storage/)\n- [采集与索引](/zh/docs/admin/knowledge/indexing/)\n",1793056629989]