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(Datenerfassung)","/plugin/edc","50.plugin/50.edc",[1053,1058,1063,1068],{"title":1054,"path":1055,"stem":1056,"tags":6,"slug":1057,"sourcePath":1055},"Einführung in EDC","/plugin/edc/overview","50.plugin/50.edc/00.overview","/plugin/edc/overview/",{"title":1059,"path":1060,"stem":1061,"tags":6,"slug":1062,"sourcePath":1060},"Dateneingabe, Audit Trail","/plugin/edc/data-entry","50.plugin/50.edc/10.data-entry","/plugin/edc/data-entry/",{"title":1064,"path":1065,"stem":1066,"tags":6,"slug":1067,"sourcePath":1065},"Builder","/plugin/edc/builder","50.plugin/50.edc/20.builder","/plugin/edc/builder/",{"title":1069,"path":1070,"stem":1071,"tags":6,"slug":1072,"sourcePath":1070},"Benutzer und Studienzentren einrichten","/plugin/edc/account","50.plugin/50.edc/30.account","/plugin/edc/account/",{"title":1074,"tags":6,"slug":6,"path":1075,"stem":1076,"children":1077,"page":66,"sourcePath":1075},"Befehlszeilentools","/cli","90.cli",[1078],{"title":1079,"path":1080,"stem":1081,"tags":6,"slug":1082,"sourcePath":1080},"Server über Befehle verwalten","/cli/commands","90.cli/10.commands","/cli/commands/",{"title":1084,"tags":6,"slug":6,"path":1085,"stem":1086,"children":1087,"page":66,"sourcePath":1085},"Sicherheitsupdates","/security-updates","95.security-updates",[1088,1093,1098,1103],{"title":1089,"path":1090,"stem":1091,"tags":6,"slug":1092,"sourcePath":1090},"Sicherheitsprüfungen und Update-Verfahren kennenlernen","/security-updates/overview","95.security-updates/00.overview","/security-updates/overview/",{"title":1094,"path":1095,"stem":1096,"tags":6,"slug":1097,"sourcePath":1095},"Protokoll der Sicherheitsprüfungen","/security-updates/review-log","95.security-updates/10.review-log","/security-updates/review-log/",{"title":1099,"path":1100,"stem":1101,"tags":6,"slug":1102,"sourcePath":1100},"Prüfstatus wichtiger Schwachstellen","/security-updates/vulnerability-status","95.security-updates/20.vulnerability-status","/security-updates/vulnerability-status/",{"title":1104,"path":1105,"stem":1106,"tags":6,"slug":1107,"sourcePath":1105},"Sicherheitsupdates des Servers prüfen","/security-updates/server-checklist","95.security-updates/30.server-checklist","/security-updates/server-checklist/",{"title":1109,"tags":6,"slug":6,"path":1110,"stem":1111,"children":1112,"page":66,"sourcePath":1110},"FAQ","/faq","99.FAQ",[1113,1119,1125,1131,1137,1143,1149],{"title":1114,"path":1115,"stem":1116,"tags":6,"slug":1117,"sourcePath":1118},"SetFN vs. Cloud-Dienste im Vergleich","/FAQ/comparison-cloud","99.FAQ/10.comparison-cloud","/FAQ/comparison-cloud/","/faq/comparison-cloud",{"title":1120,"path":1121,"stem":1122,"tags":6,"slug":1123,"sourcePath":1124},"SetFN vs. NAS im Vergleich","/FAQ/comparison-nas","99.FAQ/20.comparison-nas","/FAQ/comparison-nas/","/faq/comparison-nas",{"title":1126,"path":1127,"stem":1128,"tags":6,"slug":1129,"sourcePath":1130},"Sicherheitsrichtlinie","/FAQ/security-policy","99.FAQ/30.security-policy","/FAQ/security-policy/","/faq/security-policy",{"title":1132,"path":1133,"stem":1134,"tags":6,"slug":1135,"sourcePath":1136},"Warum SetFN so schnell ist","/FAQ/why-fast","99.FAQ/40.why-fast","/FAQ/why-fast/","/faq/why-fast",{"title":1138,"path":1139,"stem":1140,"tags":6,"slug":1141,"sourcePath":1142},"Lizenz-FAQ","/FAQ/license-faq","99.FAQ/50.license-faq","/FAQ/license-faq/","/faq/license-faq",{"title":1144,"path":1145,"stem":1146,"tags":6,"slug":1147,"sourcePath":1148},"FAQ zu KI-Funktionen","/FAQ/ai-faq","99.FAQ/60.ai-faq","/FAQ/ai-faq/","/faq/ai-faq",{"title":1150,"path":1151,"stem":1152,"tags":6,"slug":1153,"sourcePath":1154},"Leitfaden zur Fehlerbehebung","/FAQ/troubleshooting","99.FAQ/70.troubleshooting","/FAQ/troubleshooting/","/faq/troubleshooting",{"id":1156,"title":240,"body":1157,"cover":6,"description":2225,"extension":2226,"image":6,"meta":2227,"navigation":2228,"path":241,"reviewSummary":6,"reviewedAt":6,"seo":2229,"slug":243,"stem":242,"tags":6,"thumbnail":6,"thumbnailPosition":6,"thumbnailScale":6,"__hash__":2237},"docs_de/10.admin/30.knowledge/36.milvus.md",{"type":1158,"value":1159,"toc":2211},"minimal",[1160,1164,1168,1171,1174,1179,1192,1196,1214,1226,1231,1289,1293,1296,1362,1389,1403,1407,1413,1447,1462,1466,1478,1489,1493,1523,1526,1533,1672,1724,1734,1752,1921,1928,1932,1943,2042,2049,2053,2059,2108,2111,2170,2182,2186,2207],[1161,1162,240],"h1",{"id":1163},"milvus-verbinden",[1165,1166,1167],"p",{},"Milvus ist eine externe Vektordatenbank für die Vektorsuche in großem Umfang. Sie eignet sich, wenn Ihre Organisation Milvus bereits betreibt oder wenn die Suchdaten so umfangreich sind, dass sie in einem separaten Cluster verwaltet werden sollen.",[1165,1169,1170],{},"Auch bei Verwendung von Milvus bleiben die Originaldateien und Dokumenttexte unverändert in SpaceBuilder. In Milvus werden nur die für die Suche benötigten Vektoren und ein Minimum an Informationen gespeichert.",[1172,1173],"hr",{},[1175,1176,1178],"h2",{"id":1177},"bevor-sie-beginnen","Bevor Sie beginnen",[1180,1181,1182,1186,1189],"ul",{},[1183,1184,1185],"li",{},"Erforderliche Berechtigung: Workspace-Administrator sowie die Berechtigung, Milvus-Collections zu verwalten",[1183,1187,1188],{},"Der SpaceBuilder-Server muss den Milvus-Endpunkt erreichen können.",[1183,1190,1191],{},"Prüfen Sie die Ausgabedimension des Einbettungsmodells, das Sie verwenden möchten.",[1175,1193,1195],{"id":1194},"milvus-installieren","Milvus installieren",[1165,1197,1198,1199,1203,1204,1207,1208,1213],{},"SpaceBuilder verwendet die REST API (v2, Standardport ",[1200,1201,1202],"code",{},"19530",") von Milvus 2.4 oder höher. Da alle Anfragen an Pfade unter ",[1200,1205,1206],{},"/v2/vectordb/..."," gesendet werden, funktioniert es nicht mit Milvus 2.3 oder älter. Sie benötigen ein Milvus, das vom SpaceBuilder-Server aus über diesen Port erreichbar ist. Wenn Sie bereits ein Milvus betreiben, überspringen Sie diesen Abschnitt und fahren Sie mit ",[1209,1210,1212],"a",{"href":1211},"#collection-vorab-erstellen","Collection vorab erstellen"," fort.",[1165,1215,1216,1217,1221,1222,1225],{},"Milvus gibt es in zwei Varianten: ",[1218,1219,1220],"strong",{},"Standalone"," für einen einzelnen Server und ",[1218,1223,1224],{},"Distributed"," für große Cluster. Für die Verbindung mit SpaceBuilder reicht Standalone aus.",[1227,1228,1230],"h3",{"id":1229},"vorbereitung","Vorbereitung",[1232,1233,1234,1247],"table",{},[1235,1236,1237],"thead",{},[1238,1239,1240,1244],"tr",{},[1241,1242,1243],"th",{},"Element",[1241,1245,1246],{},"Inhalt",[1248,1249,1250,1259,1267,1275],"tbody",{},[1238,1251,1252,1256],{},[1253,1254,1255],"td",{},"Server",[1253,1257,1258],{},"Auf einem Linux-Server muss Docker installiert sein. Da Milvus ressourcenintensiver als Qdrant ist, empfehlen wir, es auf einem anderen Server als SpaceBuilder zu betreiben.",[1238,1260,1261,1264],{},[1253,1262,1263],{},"Arbeitsspeicher",[1253,1265,1266],{},"Mindestens 8 GB. Bei mehr als 1 Million Vektoren werden 16 GB oder mehr empfohlen.",[1238,1268,1269,1272],{},[1253,1270,1271],{},"Festplatte",[1253,1273,1274],{},"Da Daten und Protokolle gemeinsam gespeichert werden, planen Sie großzügig. Eine SSD wird empfohlen.",[1238,1276,1277,1280],{},[1253,1278,1279],{},"Ports",[1253,1281,1282,1284,1285,1288],{},[1200,1283,1202],{}," (API). SpaceBuilder verwendet nur diesen Port. ",[1200,1286,1287],{},"9091"," dient der Statusprüfung und der Verwaltungsoberfläche.",[1227,1290,1292],{"id":1291},"ausführen","Ausführen",[1165,1294,1295],{},"Mit dem von Milvus bereitgestellten Installationsskript läuft Milvus in einem einzigen Container, der alle benötigten Komponenten enthält.",[1297,1298,1303],"pre",{"className":1299,"code":1300,"language":1301,"meta":1302,"style":1302},"language-bash shiki shiki-themes github-light github-dark monokai","mkdir -p ~/milvus && cd ~/milvus\ncurl -sfL https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh -o standalone_embed.sh\nbash standalone_embed.sh start\n","bash","",[1200,1304,1305,1333,1351],{"__ignoreMap":1302},[1306,1307,1310,1314,1318,1322,1326,1330],"span",{"class":1308,"line":1309},"line",1,[1306,1311,1313],{"class":1312},"srTi1","mkdir",[1306,1315,1317],{"class":1316},"s7F3e"," -p",[1306,1319,1321],{"class":1320},"sstjo"," ~/milvus",[1306,1323,1325],{"class":1324},"sMOD_"," && ",[1306,1327,1329],{"class":1328},"sTrkL","cd",[1306,1331,1332],{"class":1320}," ~/milvus\n",[1306,1334,1336,1339,1342,1345,1348],{"class":1308,"line":1335},2,[1306,1337,1338],{"class":1312},"curl",[1306,1340,1341],{"class":1316}," -sfL",[1306,1343,1344],{"class":1320}," https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh",[1306,1346,1347],{"class":1316}," -o",[1306,1349,1350],{"class":1320}," standalone_embed.sh\n",[1306,1352,1354,1356,1359],{"class":1308,"line":1353},3,[1306,1355,1301],{"class":1312},[1306,1357,1358],{"class":1320}," standalone_embed.sh",[1306,1360,1361],{"class":1320}," start\n",[1180,1363,1364,1371,1382],{},[1183,1365,1366,1367,1370],{},"Die Daten werden unter ",[1200,1368,1369],{},"volumes/milvus"," im Ordner gespeichert, in dem Sie das Skript ausgeführt haben. Wenn Sie diesen Ordner löschen, gehen die Daten verloren.",[1183,1372,1373,1374,1377,1378,1381],{},"Zum Anhalten oder Neustarten führen Sie im selben Ordner ",[1200,1375,1376],{},"bash standalone_embed.sh stop"," bzw. ",[1200,1379,1380],{},"bash standalone_embed.sh start"," aus.",[1183,1383,1384,1385,1388],{},"Um Einstellungen zu ändern, bearbeiten Sie die im selben Ordner erzeugte Datei ",[1200,1386,1387],{},"user.yaml"," und starten Sie neu.",[1390,1391,1392],"note",{},[1165,1393,1394,1395,1398,1399,1402],{},"Wenn Sie die Konfiguration lieber selbst mit Docker Compose vornehmen möchten, laden Sie von der Milvus-Releaseseite die ",[1200,1396,1397],{},"milvus-standalone-docker-compose.yml"," der gewünschten Version herunter und starten Sie sie mit ",[1200,1400,1401],{},"docker compose up -d",". Bei dieser Variante laufen zusätzlich etcd- und MinIO-Container.",[1227,1404,1406],{"id":1405},"authentifizierung-aktivieren","Authentifizierung aktivieren",[1165,1408,1409,1410,1412],{},"Wenn Sie Milvus auf einem anderen Server als SpaceBuilder betreiben oder in einem Netzwerk, auf das mehrere Personen zugreifen können, aktivieren Sie die Authentifizierung. Fügen Sie Folgendes in ",[1200,1411,1387],{}," ein und starten Sie neu.",[1297,1414,1418],{"className":1415,"code":1416,"language":1417,"meta":1302,"style":1302},"language-yaml shiki shiki-themes github-light github-dark monokai","common:\n  security:\n    authorizationEnabled: true\n","yaml",[1200,1419,1420,1429,1436],{"__ignoreMap":1302},[1306,1421,1422,1426],{"class":1308,"line":1309},[1306,1423,1425],{"class":1424},"s5clZ","common",[1306,1427,1428],{"class":1324},":\n",[1306,1430,1431,1434],{"class":1308,"line":1335},[1306,1432,1433],{"class":1424},"  security",[1306,1435,1428],{"class":1324},[1306,1437,1438,1441,1444],{"class":1308,"line":1353},[1306,1439,1440],{"class":1424},"    authorizationEnabled",[1306,1442,1443],{"class":1324},": ",[1306,1445,1446],{"class":1316},"true\n",[1165,1448,1449,1450,1453,1454,1457,1458,1461],{},"Nach dem Aktivieren der Authentifizierung können Sie sich mit dem Standardkonto ",[1200,1451,1452],{},"root"," und dem Passwort ",[1200,1455,1456],{},"Milvus"," anmelden. Ändern Sie unbedingt das Standardpasswort, und wir empfehlen, ein eigenes Konto nur für SpaceBuilder anzulegen. In den SpaceBuilder-Verbindungseinstellungen können Sie entweder einen API-Schlüssel (Token im Format ",[1200,1459,1460],{},"Benutzername:Passwort",") oder Benutzername und Passwort eingeben. Wenn Sie beides eingeben, wird der API-Schlüssel verwendet.",[1227,1463,1465],{"id":1464},"installation-prüfen","Installation prüfen",[1297,1467,1469],{"className":1299,"code":1468,"language":1301,"meta":1302,"style":1302},"curl http://localhost:9091/healthz\n",[1200,1470,1471],{"__ignoreMap":1302},[1306,1472,1473,1475],{"class":1308,"line":1309},[1306,1474,1338],{"class":1312},[1306,1476,1477],{"class":1320}," http://localhost:9091/healthz\n",[1165,1479,1480,1481,1484,1485,1488],{},"Wenn ",[1200,1482,1483],{},"OK"," zurückkommt, ist alles in Ordnung. Wenn Sie im Browser ",[1200,1486,1487],{},"http://\u003CMilvus-Serveradresse>:9091/webui/"," öffnen, erscheint eine Verwaltungsoberfläche, in der Sie Collections und Status einsehen können (ab Milvus 2.5).",[1227,1490,1492],{"id":1491},"betriebstipps","Betriebstipps",[1180,1494,1495,1507,1517],{},[1183,1496,1497,1500,1501,1503,1504,1506],{},[1218,1498,1499],{},"Firewall",": Beschränken Sie den Zugriff auf Port ",[1200,1502,1202],{}," auf den SpaceBuilder-Server. Öffnen Sie ",[1200,1505,1287],{}," nicht nach außen.",[1183,1508,1509,1512,1513,1516],{},[1218,1510,1511],{},"Sicherung",": Vektoren sind abgeleitete Daten, die sich aus den Originalen neu erzeugen lassen. Auch ohne separate Sicherung können Sie die Vektordatenbank mit ",[1200,1514,1515],{},"Vorhandene Einbettungen synchronisieren"," in SpaceBuilder neu füllen.",[1183,1518,1519,1522],{},[1218,1520,1521],{},"Aktualisierung",": Folgen Sie beim Aktualisieren der Milvus-Version der offiziellen Upgrade-Anleitung von Milvus. Bei einem Wechsel der Minor-Version kann eine Datenmigration erforderlich sein.",[1175,1524,1212],{"id":1525},"collection-vorab-erstellen",[1165,1527,1528,1529,1532],{},"Anders als bei Qdrant ",[1218,1530,1531],{},"werden Milvus-Collections nicht automatisch erstellt."," Bevor Sie die Verbindungseinstellungen speichern, müssen Sie die Collection mit der folgenden Struktur erstellen.",[1232,1534,1535,1548],{},[1235,1536,1537],{},[1238,1538,1539,1542,1545],{},[1241,1540,1541],{},"Feld",[1241,1543,1544],{},"Typ",[1241,1546,1547],{},"Beschreibung",[1248,1549,1550,1563,1576,1588,1601,1622,1634,1647,1659],{},[1238,1551,1552,1557,1560],{},[1253,1553,1554],{},[1200,1555,1556],{},"id",[1253,1558,1559],{},"VARCHAR(64), Primärschlüssel",[1253,1561,1562],{},"Vektor-ID",[1238,1564,1565,1570,1573],{},[1253,1566,1567],{},[1200,1568,1569],{},"instance_namespace",[1253,1571,1572],{},"VARCHAR(64)",[1253,1574,1575],{},"Instanz-Isolationsschlüssel. Für jede Instanz (einen separat installierten und betriebenen SpaceBuilder) ein anderer Wert.",[1238,1577,1578,1583,1585],{},[1253,1579,1580],{},[1200,1581,1582],{},"generation_id",[1253,1584,1572],{},[1253,1586,1587],{},"Indexierungsgeneration",[1238,1589,1590,1595,1598],{},[1253,1591,1592],{},[1200,1593,1594],{},"chunk_id",[1253,1596,1597],{},"INT64",[1253,1599,1600],{},"Nummer des Dokumentabschnitts",[1238,1602,1603,1608,1611],{},[1253,1604,1605],{},[1200,1606,1607],{},"space_flag",[1253,1609,1610],{},"VARCHAR(16)",[1253,1612,1613,1614,1617,1618,1621],{},"Teambereich (",[1200,1615,1616],{},"team",") oder Persönlicher Bereich (",[1200,1619,1620],{},"client",")",[1238,1623,1624,1629,1631],{},[1253,1625,1626],{},[1200,1627,1628],{},"owner_id",[1253,1630,1572],{},[1253,1632,1633],{},"Eigentümer",[1238,1635,1636,1641,1644],{},[1253,1637,1638],{},[1200,1639,1640],{},"source_path",[1253,1642,1643],{},"VARCHAR",[1253,1645,1646],{},"Pfad der Originaldatei",[1238,1648,1649,1654,1656],{},[1253,1650,1651],{},[1200,1652,1653],{},"text",[1253,1655,1643],{},[1253,1657,1658],{},"Dokumentabschnitt, der in den Suchergebnissen angezeigt wird",[1238,1660,1661,1666,1669],{},[1253,1662,1663],{},[1200,1664,1665],{},"vector",[1253,1667,1668],{},"FLOAT_VECTOR",[1253,1670,1671],{},"Einbettungsvektor. Die Dimension muss der des Einbettungsmodells entsprechen.",[1180,1673,1674,1690,1700,1714],{},[1183,1675,1676,1677,1680,1681,1683,1684,1443,1687,1621],{},"Die Dimension (",[1200,1678,1679],{},"dim",") des Felds ",[1200,1682,1665],{}," muss der in SpaceBuilder eingestellten Vektordimension entsprechen. (Für ",[1200,1685,1686],{},"bge-m3",[1200,1688,1689],{},"1024",[1183,1691,1692,1693,1695,1696,1699],{},"Die Distanzmetrik (metric) des Index auf dem Feld ",[1200,1694,1665],{}," muss ",[1200,1697,1698],{},"COSINE"," sein.",[1183,1701,1702,1703,1705,1706,1709,1710,1713],{},"SpaceBuilder kürzt ",[1200,1704,1653],{}," beim Speichern auf 4.096 Zeichen. Da in UTF-8 koreanische Zeichen 3 Byte und Emojis 4 Byte belegen, bleibt mit einer ",[1200,1707,1708],{},"max_length"," von mindestens ",[1200,1711,1712],{},"16384"," (4.096 Zeichen × 4 Byte) kein Dokumentabschnitt an der Längenbeschränkung hängen.",[1183,1715,1716,1717,1719,1720,1723],{},"Da ",[1200,1718,1640],{}," lange Dateipfade mit koreanischen Zeichen enthalten kann, setzen Sie den Wert großzügig auf etwa ",[1200,1721,1722],{},"4096",".",[1165,1725,1726,1727,1730,1731,1733],{},"Im Folgenden der Befehl, mit dem Sie die Collection über die Milvus REST API (v2) erstellen. Passen Sie ",[1200,1728,1729],{},"\u003CMilvus-Serveradresse>",", die Authentifizierungsdaten, den Collection-Namen und den Wert von ",[1200,1732,1679],{}," an Ihre Umgebung an.",[1180,1735,1736,1747],{},[1183,1737,1738,1739,1742,1743,1746],{},"Geben Sie bei ",[1200,1740,1741],{},"Authorization"," ",[1200,1744,1745],{},"\u003CBenutzername>:\u003CPasswort>"," ein oder an dieser Stelle einen API-Schlüssel (Token).",[1183,1748,1749,1750,1723],{},"Wenn Sie die Authentifizierung nicht aktiviert haben, entfernen Sie die Zeile ",[1200,1751,1741],{},[1297,1753,1755],{"className":1299,"code":1754,"language":1301,"meta":1302,"style":1302},"curl -X POST \"http://\u003CMilvus-Serveradresse>:19530/v2/vectordb/collections/create\" \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer \u003CBenutzername>:\u003CPasswort>\" \\\n  -d '{\n    \"collectionName\": \"setfn_knowledge_example\",\n    \"schema\": {\n      \"autoId\": false,\n      \"enableDynamicField\": false,\n      \"fields\": [\n        { \"fieldName\": \"id\", \"dataType\": \"VarChar\", \"isPrimary\": true, \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"instance_namespace\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"generation_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"chunk_id\", \"dataType\": \"Int64\" },\n        { \"fieldName\": \"space_flag\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16 } },\n        { \"fieldName\": \"owner_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"source_path\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 4096 } },\n        { \"fieldName\": \"text\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16384 } },\n        { \"fieldName\": \"vector\", \"dataType\": \"FloatVector\", \"elementTypeParams\": { \"dim\": 1024 } }\n      ]\n    },\n    \"indexParams\": [\n      { \"fieldName\": \"vector\", \"indexName\": \"vector\", \"metricType\": \"COSINE\", \"params\": { \"index_type\": \"AUTOINDEX\" } }\n    ]\n  }'\n",[1200,1756,1757,1773,1783,1792,1801,1807,1813,1819,1825,1831,1837,1843,1849,1855,1861,1867,1873,1879,1885,1891,1897,1903,1909,1915],{"__ignoreMap":1302},[1306,1758,1759,1761,1764,1767,1770],{"class":1308,"line":1309},[1306,1760,1338],{"class":1312},[1306,1762,1763],{"class":1316}," -X",[1306,1765,1766],{"class":1320}," POST",[1306,1768,1769],{"class":1320}," \"http://\u003CMilvus-Serveradresse>:19530/v2/vectordb/collections/create\"",[1306,1771,1772],{"class":1316}," \\\n",[1306,1774,1775,1778,1781],{"class":1308,"line":1335},[1306,1776,1777],{"class":1316},"  -H",[1306,1779,1780],{"class":1320}," \"Content-Type: application/json\"",[1306,1782,1772],{"class":1316},[1306,1784,1785,1787,1790],{"class":1308,"line":1353},[1306,1786,1777],{"class":1316},[1306,1788,1789],{"class":1320}," \"Authorization: Bearer \u003CBenutzername>:\u003CPasswort>\"",[1306,1791,1772],{"class":1316},[1306,1793,1795,1798],{"class":1308,"line":1794},4,[1306,1796,1797],{"class":1316},"  -d",[1306,1799,1800],{"class":1320}," '{\n",[1306,1802,1804],{"class":1308,"line":1803},5,[1306,1805,1806],{"class":1320},"    \"collectionName\": \"setfn_knowledge_example\",\n",[1306,1808,1810],{"class":1308,"line":1809},6,[1306,1811,1812],{"class":1320},"    \"schema\": {\n",[1306,1814,1816],{"class":1308,"line":1815},7,[1306,1817,1818],{"class":1320},"      \"autoId\": false,\n",[1306,1820,1822],{"class":1308,"line":1821},8,[1306,1823,1824],{"class":1320},"      \"enableDynamicField\": false,\n",[1306,1826,1828],{"class":1308,"line":1827},9,[1306,1829,1830],{"class":1320},"      \"fields\": [\n",[1306,1832,1834],{"class":1308,"line":1833},10,[1306,1835,1836],{"class":1320},"        { \"fieldName\": \"id\", \"dataType\": \"VarChar\", \"isPrimary\": true, \"elementTypeParams\": { \"max_length\": 64 } },\n",[1306,1838,1840],{"class":1308,"line":1839},11,[1306,1841,1842],{"class":1320},"        { \"fieldName\": \"instance_namespace\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n",[1306,1844,1846],{"class":1308,"line":1845},12,[1306,1847,1848],{"class":1320},"        { \"fieldName\": \"generation_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n",[1306,1850,1852],{"class":1308,"line":1851},13,[1306,1853,1854],{"class":1320},"        { \"fieldName\": \"chunk_id\", \"dataType\": \"Int64\" },\n",[1306,1856,1858],{"class":1308,"line":1857},14,[1306,1859,1860],{"class":1320},"        { \"fieldName\": \"space_flag\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16 } },\n",[1306,1862,1864],{"class":1308,"line":1863},15,[1306,1865,1866],{"class":1320},"        { \"fieldName\": \"owner_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n",[1306,1868,1870],{"class":1308,"line":1869},16,[1306,1871,1872],{"class":1320},"        { \"fieldName\": \"source_path\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 4096 } },\n",[1306,1874,1876],{"class":1308,"line":1875},17,[1306,1877,1878],{"class":1320},"        { \"fieldName\": \"text\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16384 } },\n",[1306,1880,1882],{"class":1308,"line":1881},18,[1306,1883,1884],{"class":1320},"        { \"fieldName\": \"vector\", \"dataType\": \"FloatVector\", \"elementTypeParams\": { \"dim\": 1024 } }\n",[1306,1886,1888],{"class":1308,"line":1887},19,[1306,1889,1890],{"class":1320},"      ]\n",[1306,1892,1894],{"class":1308,"line":1893},20,[1306,1895,1896],{"class":1320},"    },\n",[1306,1898,1900],{"class":1308,"line":1899},21,[1306,1901,1902],{"class":1320},"    \"indexParams\": [\n",[1306,1904,1906],{"class":1308,"line":1905},22,[1306,1907,1908],{"class":1320},"      { \"fieldName\": \"vector\", \"indexName\": \"vector\", \"metricType\": \"COSINE\", \"params\": { \"index_type\": \"AUTOINDEX\" } }\n",[1306,1910,1912],{"class":1308,"line":1911},23,[1306,1913,1914],{"class":1320},"    ]\n",[1306,1916,1918],{"class":1308,"line":1917},24,[1306,1919,1920],{"class":1320},"  }'\n",[1165,1922,1923,1924,1927],{},"Wenn eine Antwort mit ",[1200,1925,1926],{},"\"code\":0"," zurückkommt, wurde die Collection erstellt.",[1175,1929,1931],{"id":1930},"verbindung-einrichten","Verbindung einrichten",[1165,1933,1934,1935,1938,1939,1942],{},"Geben Sie auf der Seite ",[1209,1936,220],{"href":1937},"/de/docs/admin/knowledge/storage/"," unter ",[1200,1940,1941],{},"Vektordatenbank einrichten"," Folgendes ein und speichern Sie.",[1232,1944,1945,1956],{},[1235,1946,1947],{},[1238,1948,1949,1951,1954],{},[1241,1950,1243],{},[1241,1952,1953],{},"Eingabewert",[1241,1955,1547],{},[1248,1957,1958,1970,1991,2006,2017,2028],{},[1238,1959,1960,1963,1967],{},[1253,1961,1962],{},"Treiber",[1253,1964,1965],{},[1200,1966,1456],{},[1253,1968,1969],{},"Verwendet einen externen Milvus-Server.",[1238,1971,1972,1975,1980],{},[1253,1973,1974],{},"Endpunkt",[1253,1976,1977],{},[1200,1978,1979],{},"http://\u003CMilvus-Serveradresse>:19530",[1253,1981,1982,1983,1986,1987,1990],{},"Wenn Sie ",[1200,1984,1985],{},"http://"," weglassen, wird es automatisch ergänzt. Bleibt das Feld leer, wird ",[1200,1988,1989],{},"http://localhost:19530"," verwendet.",[1238,1992,1993,1996,1999],{},[1253,1994,1995],{},"Collection",[1253,1997,1998],{},"Name der vorab erstellten Collection",[1253,2000,2001,2002,2005],{},"Für jede Instanz wird ein eigener Name empfohlen. Der empfohlene Name für diese Instanz (",[1200,2003,2004],{},"setfn_knowledge_...",") wird auf dem Bildschirm angezeigt.",[1238,2007,2008,2011,2014],{},[1253,2009,2010],{},"API-Schlüssel",[1253,2012,2013],{},"Milvus-Token",[1253,2015,2016],{},"Nur eingeben, wenn Sie sich bei einem Milvus mit aktivierter Authentifizierung per Token anmelden. Der gespeicherte Wert wird maskiert angezeigt und bleibt erhalten, solange Sie ihn nicht ändern. Wenn Sie das Feld leeren und speichern, wird er gelöscht.",[1238,2018,2019,2022,2025],{},[1253,2020,2021],{},"Benutzername / Passwort",[1253,2023,2024],{},"Milvus-Konto",[1253,2026,2027],{},"Eingeben, wenn Sie die Kontoauthentifizierung verwenden. Geben Sie das Passwort nur ein, wenn Sie es ändern möchten; bleibt das Feld leer, wird der gespeicherte Wert beibehalten.",[1238,2029,2030,2033,2039],{},[1253,2031,2032],{},"Vektordimension",[1253,2034,2035,2036,2038],{},"Derselbe Wert wie ",[1200,2037,1679],{}," der Collection",[1253,2040,2041],{},"Bei Abweichung wird die Verbindung zwar hergestellt, aber die Indexierung schlägt beim Speichern fehl.",[1165,2043,2044,2045,2048],{},"Da Milvus ein dienstbasierter Speicher ist, wird das Eingabefeld ",[1200,2046,2047],{},"Datenpfad"," nicht angezeigt. Nach dem Speichern prüft der Indexierungsplaner die neuen Einstellungen und startet bei Bedarf automatisch eine vollständige Neuindexierung aller Originale.",[1175,2050,2052],{"id":2051},"verbindung-prüfen","Verbindung prüfen",[1165,2054,2055,2056,1723],{},"Den Status prüfen Sie in der ",[1200,2057,2058],{},"Vektordatenbank-Übersicht",[1232,2060,2061,2070],{},[1235,2062,2063],{},[1238,2064,2065,2067],{},[1241,2066,1243],{},[1241,2068,2069],{},"Im Normalzustand",[1248,2071,2072,2082,2092,2100],{},[1238,2073,2074,2077],{},[1253,2075,2076],{},"Verbindungsstatus",[1253,2078,2079],{},[1200,2080,2081],{},"Verbunden",[1238,2083,2084,2087],{},[1253,2085,2086],{},"Collection-Konfiguration",[1253,2088,2089],{},[1200,2090,2091],{},"OK (mit den aktuellen Einstellungen kompatibel)",[1238,2093,2094,2097],{},[1253,2095,2096],{},"Gespeicherte Vektoren",[1253,2098,2099],{},"Steigt mit fortschreitender Indexierung. Es werden nur die von dieser Instanz gespeicherten Vektoren gezählt.",[1238,2101,2102,2105],{},[1253,2103,2104],{},"Anzahl der Collections",[1253,2106,2107],{},"Gesamtzahl der Collections auf dem Milvus-Server.",[1165,2109,2110],{},"Wenn der Zustand nicht normal ist, prüfen Sie Folgendes.",[1232,2112,2113,2123],{},[1235,2114,2115],{},[1238,2116,2117,2120],{},[1241,2118,2119],{},"Anzeige",[1241,2121,2122],{},"Ursache und Maßnahme",[1248,2124,2125,2135,2149],{},[1238,2126,2127,2132],{},[1253,2128,2129],{},[1200,2130,2131],{},"Collection nicht gefunden · Erstellen Sie sie zuerst in Milvus",[1253,2133,2134],{},"Die Collection wurde noch nicht erstellt oder der Name weicht ab. Erstellen Sie die Collection mit der obigen Struktur oder passen Sie den Namen an.",[1238,2136,2137,2146],{},[1253,2138,2139,2142,2143],{},[1200,2140,2141],{},"Die Collection-Konfiguration muss geprüft werden"," + ",[1200,2144,2145],{},"collection dimension is ..., expected ...",[1253,2147,2148],{},"Die Dimension der Collection weicht von der eingestellten Vektordimension ab. Erstellen Sie eine neue Collection mit passender Dimension und geben Sie diese an.",[1238,2150,2151,2158],{},[1253,2152,2153,2142,2155],{},[1200,2154,2141],{},[1200,2156,2157],{},"collection metric must be COSINE",[1253,2159,2160,2161,2163,2164,2166,2167,2169],{},"Die Metrik des Index ",[1200,2162,1665],{}," ist nicht ",[1200,2165,1698],{},". Erstellen Sie den Index mit ",[1200,2168,1698],{}," neu.",[2171,2172,2173],"warning",{},[1165,2174,2175,2176,2179,2180,1723],{},"Bearbeiten oder löschen Sie die von SpaceBuilder gespeicherten Daten nicht direkt in Milvus. Der Zustand weicht dann von dem ab, was SpaceBuilder erfasst hat, sodass Suchergebnisse fehlen oder Bereinigungen wiederholt ausgeführt werden können. Wenn Sie die Daten neu erzeugen müssen, verwenden Sie ",[1200,2177,2178],{},"Vektorgeneration neu aufbauen"," im ",[1209,2181,220],{"href":1937},[1175,2183,2185],{"id":2184},"verwandte-dokumente","Verwandte Dokumente",[1180,2187,2188,2192,2197,2202],{},[1183,2189,2190],{},[1209,2191,220],{"href":1937},[1183,2193,2194],{},[1209,2195,225],{"href":2196},"/de/docs/admin/knowledge/storage-operations/",[1183,2198,2199],{},[1209,2200,230],{"href":2201},"/de/docs/admin/knowledge/qdrant/",[1183,2203,2204],{},[1209,2205,208],{"href":2206},"/de/docs/admin/knowledge/indexing/",[2208,2209,2210],"style",{},"html pre.shiki code .srTi1, html code.shiki .srTi1{--shiki-default:#6F42C1;--shiki-dark:#B392F0;--shiki-sepia:#A6E22E}html pre.shiki code .s7F3e, html code.shiki .s7F3e{--shiki-default:#005CC5;--shiki-dark:#79B8FF;--shiki-sepia:#AE81FF}html pre.shiki code .sstjo, html code.shiki .sstjo{--shiki-default:#032F62;--shiki-dark:#9ECBFF;--shiki-sepia:#E6DB74}html pre.shiki code .sMOD_, html code.shiki .sMOD_{--shiki-default:#24292E;--shiki-dark:#E1E4E8;--shiki-sepia:#F8F8F2}html pre.shiki code .sTrkL, html code.shiki .sTrkL{--shiki-default:#005CC5;--shiki-dark:#79B8FF;--shiki-sepia:#66D9EF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html .sepia .shiki span {color: var(--shiki-sepia);background: var(--shiki-sepia-bg);font-style: var(--shiki-sepia-font-style);font-weight: var(--shiki-sepia-font-weight);text-decoration: var(--shiki-sepia-text-decoration);}html.sepia .shiki span {color: var(--shiki-sepia);background: var(--shiki-sepia-bg);font-style: var(--shiki-sepia-font-style);font-weight: var(--shiki-sepia-font-weight);text-decoration: var(--shiki-sepia-text-decoration);}html pre.shiki code .s5clZ, html code.shiki .s5clZ{--shiki-default:#22863A;--shiki-dark:#85E89D;--shiki-sepia:#F92672}",{"title":1302,"searchDepth":1335,"depth":1353,"links":2212},[2213,2214,2221,2222,2223,2224],{"id":1177,"depth":1335,"text":1178},{"id":1194,"depth":1335,"text":1195,"children":2215},[2216,2217,2218,2219,2220],{"id":1229,"depth":1353,"text":1230},{"id":1291,"depth":1353,"text":1292},{"id":1405,"depth":1353,"text":1406},{"id":1464,"depth":1353,"text":1465},{"id":1491,"depth":1353,"text":1492},{"id":1525,"depth":1335,"text":1212},{"id":1930,"depth":1335,"text":1931},{"id":2051,"depth":1335,"text":2052},{"id":2184,"depth":1335,"text":2185},"Beschreibt, wie Sie eine Collection vorbereiten und die Verbindungsinformationen einrichten, um die externe Vektordatenbank Milvus als Vektordatenbank von SpaceBuilder zu verbinden.","md",{},true,{"title":2230,"description":2225,"ogType":2231,"twitterCard":2232,"keywords":2233},"Milvus verbinden | Admin Docs","article","summary_large_image",[1456,2234,1995,2235,2236],"Vektordatenbank","RAG","Wissensindexierung","BheCKNzGo--fiLbUVUcI2iezVxdlatH-s8t708FCfXA",[2239,2240],{"title":235,"path":236,"stem":237,"slug":238,"children":-1},{"title":245,"path":246,"stem":247,"slug":248,"children":-1},{"title":240,"filename":2242,"content":2243},"milvus","# Milvus verbinden\n\nMilvus ist eine externe Vektordatenbank für die Vektorsuche in großem Umfang. Sie eignet sich, wenn Ihre Organisation Milvus bereits betreibt oder wenn die Suchdaten so umfangreich sind, dass sie in einem separaten Cluster verwaltet werden sollen.\n\nAuch bei Verwendung von Milvus bleiben die Originaldateien und Dokumenttexte unverändert in SpaceBuilder. In Milvus werden nur die für die Suche benötigten Vektoren und ein Minimum an Informationen gespeichert.\n\n---\n\n## Bevor Sie beginnen\n\n- Erforderliche Berechtigung: Workspace-Administrator sowie die Berechtigung, Milvus-Collections zu verwalten\n- Der SpaceBuilder-Server muss den Milvus-Endpunkt erreichen können.\n- Prüfen Sie die Ausgabedimension des Einbettungsmodells, das Sie verwenden möchten.\n\n## Milvus installieren\n\nSpaceBuilder verwendet die REST API (v2, Standardport `19530`) von Milvus 2.4 oder höher. Da alle Anfragen an Pfade unter `/v2/vectordb/...` gesendet werden, funktioniert es nicht mit Milvus 2.3 oder älter. Sie benötigen ein Milvus, das vom SpaceBuilder-Server aus über diesen Port erreichbar ist. Wenn Sie bereits ein Milvus betreiben, überspringen Sie diesen Abschnitt und fahren Sie mit [Collection vorab erstellen](#collection-vorab-erstellen) fort.\n\nMilvus gibt es in zwei Varianten: **Standalone** für einen einzelnen Server und **Distributed** für große Cluster. Für die Verbindung mit SpaceBuilder reicht Standalone aus.\n\n### Vorbereitung\n\n| Element | Inhalt |\n|------|------|\n| Server | Auf einem Linux-Server muss Docker installiert sein. Da Milvus ressourcenintensiver als Qdrant ist, empfehlen wir, es auf einem anderen Server als SpaceBuilder zu betreiben. |\n| Arbeitsspeicher | Mindestens 8 GB. Bei mehr als 1 Million Vektoren werden 16 GB oder mehr empfohlen. |\n| Festplatte | Da Daten und Protokolle gemeinsam gespeichert werden, planen Sie großzügig. Eine SSD wird empfohlen. |\n| Ports | `19530` (API). SpaceBuilder verwendet nur diesen Port. `9091` dient der Statusprüfung und der Verwaltungsoberfläche. |\n\n### Ausführen\n\nMit dem von Milvus bereitgestellten Installationsskript läuft Milvus in einem einzigen Container, der alle benötigten Komponenten enthält.\n\n```bash\nmkdir -p ~/milvus && cd ~/milvus\ncurl -sfL https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh -o standalone_embed.sh\nbash standalone_embed.sh start\n```\n\n- Die Daten werden unter `volumes/milvus` im Ordner gespeichert, in dem Sie das Skript ausgeführt haben. Wenn Sie diesen Ordner löschen, gehen die Daten verloren.\n- Zum Anhalten oder Neustarten führen Sie im selben Ordner `bash standalone_embed.sh stop` bzw. `bash standalone_embed.sh start` aus.\n- Um Einstellungen zu ändern, bearbeiten Sie die im selben Ordner erzeugte Datei `user.yaml` und starten Sie neu.\n\n::note\nWenn Sie die Konfiguration lieber selbst mit Docker Compose vornehmen möchten, laden Sie von der Milvus-Releaseseite die `milvus-standalone-docker-compose.yml` der gewünschten Version herunter und starten Sie sie mit `docker compose up -d`. Bei dieser Variante laufen zusätzlich etcd- und MinIO-Container.\n::\n\n### Authentifizierung aktivieren\n\nWenn Sie Milvus auf einem anderen Server als SpaceBuilder betreiben oder in einem Netzwerk, auf das mehrere Personen zugreifen können, aktivieren Sie die Authentifizierung. Fügen Sie Folgendes in `user.yaml` ein und starten Sie neu.\n\n```yaml\ncommon:\n  security:\n    authorizationEnabled: true\n```\n\nNach dem Aktivieren der Authentifizierung können Sie sich mit dem Standardkonto `root` und dem Passwort `Milvus` anmelden. Ändern Sie unbedingt das Standardpasswort, und wir empfehlen, ein eigenes Konto nur für SpaceBuilder anzulegen. In den SpaceBuilder-Verbindungseinstellungen können Sie entweder einen API-Schlüssel (Token im Format `Benutzername:Passwort`) oder Benutzername und Passwort eingeben. Wenn Sie beides eingeben, wird der API-Schlüssel verwendet.\n\n### Installation prüfen\n\n```bash\ncurl http://localhost:9091/healthz\n```\n\nWenn `OK` zurückkommt, ist alles in Ordnung. Wenn Sie im Browser `http://\u003CMilvus-Serveradresse>:9091/webui/` öffnen, erscheint eine Verwaltungsoberfläche, in der Sie Collections und Status einsehen können (ab Milvus 2.5).\n\n### Betriebstipps\n\n- **Firewall**: Beschränken Sie den Zugriff auf Port `19530` auf den SpaceBuilder-Server. Öffnen Sie `9091` nicht nach außen.\n- **Sicherung**: Vektoren sind abgeleitete Daten, die sich aus den Originalen neu erzeugen lassen. Auch ohne separate Sicherung können Sie die Vektordatenbank mit `Vorhandene Einbettungen synchronisieren` in SpaceBuilder neu füllen.\n- **Aktualisierung**: Folgen Sie beim Aktualisieren der Milvus-Version der offiziellen Upgrade-Anleitung von Milvus. Bei einem Wechsel der Minor-Version kann eine Datenmigration erforderlich sein.\n\n## Collection vorab erstellen\n\nAnders als bei Qdrant **werden Milvus-Collections nicht automatisch erstellt.** Bevor Sie die Verbindungseinstellungen speichern, müssen Sie die Collection mit der folgenden Struktur erstellen.\n\n| Feld | Typ | Beschreibung |\n|------|------|------|\n| `id` | VARCHAR(64), Primärschlüssel | Vektor-ID |\n| `instance_namespace` | VARCHAR(64) | Instanz-Isolationsschlüssel. Für jede Instanz (einen separat installierten und betriebenen SpaceBuilder) ein anderer Wert. |\n| `generation_id` | VARCHAR(64) | Indexierungsgeneration |\n| `chunk_id` | INT64 | Nummer des Dokumentabschnitts |\n| `space_flag` | VARCHAR(16) | Teambereich (`team`) oder Persönlicher Bereich (`client`) |\n| `owner_id` | VARCHAR(64) | Eigentümer |\n| `source_path` | VARCHAR | Pfad der Originaldatei |\n| `text` | VARCHAR | Dokumentabschnitt, der in den Suchergebnissen angezeigt wird |\n| `vector` | FLOAT_VECTOR | Einbettungsvektor. Die Dimension muss der des Einbettungsmodells entsprechen. |\n\n- Die Dimension (`dim`) des Felds `vector` muss der in SpaceBuilder eingestellten Vektordimension entsprechen. (Für `bge-m3`: `1024`)\n- Die Distanzmetrik (metric) des Index auf dem Feld `vector` muss `COSINE` sein.\n- SpaceBuilder kürzt `text` beim Speichern auf 4.096 Zeichen. Da in UTF-8 koreanische Zeichen 3 Byte und Emojis 4 Byte belegen, bleibt mit einer `max_length` von mindestens `16384` (4.096 Zeichen × 4 Byte) kein Dokumentabschnitt an der Längenbeschränkung hängen.\n- Da `source_path` lange Dateipfade mit koreanischen Zeichen enthalten kann, setzen Sie den Wert großzügig auf etwa `4096`.\n\nIm Folgenden der Befehl, mit dem Sie die Collection über die Milvus REST API (v2) erstellen. Passen Sie `\u003CMilvus-Serveradresse>`, die Authentifizierungsdaten, den Collection-Namen und den Wert von `dim` an Ihre Umgebung an.\n\n- Geben Sie bei `Authorization` `\u003CBenutzername>:\u003CPasswort>` ein oder an dieser Stelle einen API-Schlüssel (Token).\n- Wenn Sie die Authentifizierung nicht aktiviert haben, entfernen Sie die Zeile `Authorization`.\n\n```bash\ncurl -X POST \"http://\u003CMilvus-Serveradresse>:19530/v2/vectordb/collections/create\" \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer \u003CBenutzername>:\u003CPasswort>\" \\\n  -d '{\n    \"collectionName\": \"setfn_knowledge_example\",\n    \"schema\": {\n      \"autoId\": false,\n      \"enableDynamicField\": false,\n      \"fields\": [\n        { \"fieldName\": \"id\", \"dataType\": \"VarChar\", \"isPrimary\": true, \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"instance_namespace\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"generation_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"chunk_id\", \"dataType\": \"Int64\" },\n        { \"fieldName\": \"space_flag\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16 } },\n        { \"fieldName\": \"owner_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n        { \"fieldName\": \"source_path\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 4096 } },\n        { \"fieldName\": \"text\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16384 } },\n        { \"fieldName\": \"vector\", \"dataType\": \"FloatVector\", \"elementTypeParams\": { \"dim\": 1024 } }\n      ]\n    },\n    \"indexParams\": [\n      { \"fieldName\": \"vector\", \"indexName\": \"vector\", \"metricType\": \"COSINE\", \"params\": { \"index_type\": \"AUTOINDEX\" } }\n    ]\n  }'\n```\n\nWenn eine Antwort mit `\"code\":0` zurückkommt, wurde die Collection erstellt.\n\n## Verbindung einrichten\n\nGeben Sie auf der Seite [Wissensspeicher](/de/docs/admin/knowledge/storage/) unter `Vektordatenbank einrichten` Folgendes ein und speichern Sie.\n\n| Element | Eingabewert | Beschreibung |\n|------|---------|------|\n| Treiber | `Milvus` | Verwendet einen externen Milvus-Server. |\n| Endpunkt | `http://\u003CMilvus-Serveradresse>:19530` | Wenn Sie `http://` weglassen, wird es automatisch ergänzt. Bleibt das Feld leer, wird `http://localhost:19530` verwendet. |\n| Collection | Name der vorab erstellten Collection | Für jede Instanz wird ein eigener Name empfohlen. Der empfohlene Name für diese Instanz (`setfn_knowledge_...`) wird auf dem Bildschirm angezeigt. |\n| API-Schlüssel | Milvus-Token | Nur eingeben, wenn Sie sich bei einem Milvus mit aktivierter Authentifizierung per Token anmelden. Der gespeicherte Wert wird maskiert angezeigt und bleibt erhalten, solange Sie ihn nicht ändern. Wenn Sie das Feld leeren und speichern, wird er gelöscht. |\n| Benutzername / Passwort | Milvus-Konto | Eingeben, wenn Sie die Kontoauthentifizierung verwenden. Geben Sie das Passwort nur ein, wenn Sie es ändern möchten; bleibt das Feld leer, wird der gespeicherte Wert beibehalten. |\n| Vektordimension | Derselbe Wert wie `dim` der Collection | Bei Abweichung wird die Verbindung zwar hergestellt, aber die Indexierung schlägt beim Speichern fehl. |\n\nDa Milvus ein dienstbasierter Speicher ist, wird das Eingabefeld `Datenpfad` nicht angezeigt. Nach dem Speichern prüft der Indexierungsplaner die neuen Einstellungen und startet bei Bedarf automatisch eine vollständige Neuindexierung aller Originale.\n\n## Verbindung prüfen\n\nDen Status prüfen Sie in der `Vektordatenbank-Übersicht`.\n\n| Element | Im Normalzustand |\n|------|-----------|\n| Verbindungsstatus | `Verbunden` |\n| Collection-Konfiguration | `OK (mit den aktuellen Einstellungen kompatibel)` |\n| Gespeicherte Vektoren | Steigt mit fortschreitender Indexierung. Es werden nur die von dieser Instanz gespeicherten Vektoren gezählt. |\n| Anzahl der Collections | Gesamtzahl der Collections auf dem Milvus-Server. |\n\nWenn der Zustand nicht normal ist, prüfen Sie Folgendes.\n\n| Anzeige | Ursache und Maßnahme |\n|------|-------------|\n| `Collection nicht gefunden · Erstellen Sie sie zuerst in Milvus` | Die Collection wurde noch nicht erstellt oder der Name weicht ab. Erstellen Sie die Collection mit der obigen Struktur oder passen Sie den Namen an. |\n| `Die Collection-Konfiguration muss geprüft werden` + `collection dimension is ..., expected ...` | Die Dimension der Collection weicht von der eingestellten Vektordimension ab. Erstellen Sie eine neue Collection mit passender Dimension und geben Sie diese an. |\n| `Die Collection-Konfiguration muss geprüft werden` + `collection metric must be COSINE` | Die Metrik des Index `vector` ist nicht `COSINE`. Erstellen Sie den Index mit `COSINE` neu. |\n\n::warning\nBearbeiten oder löschen Sie die von SpaceBuilder gespeicherten Daten nicht direkt in Milvus. Der Zustand weicht dann von dem ab, was SpaceBuilder erfasst hat, sodass Suchergebnisse fehlen oder Bereinigungen wiederholt ausgeführt werden können. Wenn Sie die Daten neu erzeugen müssen, verwenden Sie `Vektorgeneration neu aufbauen` im [Wissensspeicher](/de/docs/admin/knowledge/storage/).\n::\n\n## Verwandte Dokumente\n\n- [Wissensspeicher](/de/docs/admin/knowledge/storage/)\n- [Wissensspeicher betreiben](/de/docs/admin/knowledge/storage-operations/)\n- [Qdrant verbinden](/de/docs/admin/knowledge/qdrant/)\n- [Erfassung & Indexierung](/de/docs/admin/knowledge/indexing/)\n",1793056569827]