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chat","/plugin/fine-tuning/chat-test","50.plugin/40.fine-tuning/40.chat-test","/plugin/fine-tuning/chat-test/",{"title":1045,"path":1046,"stem":1047,"tags":6,"slug":1048,"sourcePath":1046},"Exportar","/plugin/fine-tuning/export","50.plugin/40.fine-tuning/50.export","/plugin/fine-tuning/export/",{"title":1050,"tags":6,"slug":6,"path":1051,"stem":1052,"children":1053,"page":66,"sourcePath":1051},"EDC (recopilación de datos)","/plugin/edc","50.plugin/50.edc",[1054,1059,1064,1069],{"title":1055,"path":1056,"stem":1057,"tags":6,"slug":1058,"sourcePath":1056},"Introducción a EDC","/plugin/edc/overview","50.plugin/50.edc/00.overview","/plugin/edc/overview/",{"title":1060,"path":1061,"stem":1062,"tags":6,"slug":1063,"sourcePath":1061},"Introducir datos y consultar Audit Trail","/plugin/edc/data-entry","50.plugin/50.edc/10.data-entry","/plugin/edc/data-entry/",{"title":1065,"path":1066,"stem":1067,"tags":6,"slug":1068,"sourcePath":1066},"Builder","/plugin/edc/builder","50.plugin/50.edc/20.builder","/plugin/edc/builder/",{"title":1070,"path":1071,"stem":1072,"tags":6,"slug":1073,"sourcePath":1071},"Configurar usuarios y centros","/plugin/edc/account","50.plugin/50.edc/30.account","/plugin/edc/account/",{"title":1075,"tags":6,"slug":6,"path":1076,"stem":1077,"children":1078,"page":66,"sourcePath":1076},"Herramienta de línea de comandos","/cli","90.cli",[1079],{"title":1080,"path":1081,"stem":1082,"tags":6,"slug":1083,"sourcePath":1081},"Administrar el servidor mediante comandos","/cli/commands","90.cli/10.commands","/cli/commands/",{"title":1085,"tags":6,"slug":6,"path":1086,"stem":1087,"children":1088,"page":66,"sourcePath":1086},"Actualizaciones de seguridad","/security-updates","95.security-updates",[1089,1094,1099,1104],{"title":1090,"path":1091,"stem":1092,"tags":6,"slug":1093,"sourcePath":1091},"Conocer las revisiones de seguridad y el método de actualización","/security-updates/overview","95.security-updates/00.overview","/security-updates/overview/",{"title":1095,"path":1096,"stem":1097,"tags":6,"slug":1098,"sourcePath":1096},"Registro de revisiones de seguridad","/security-updates/review-log","95.security-updates/10.review-log","/security-updates/review-log/",{"title":1100,"path":1101,"stem":1102,"tags":6,"slug":1103,"sourcePath":1101},"Estado de revisión de las principales vulnerabilidades","/security-updates/vulnerability-status","95.security-updates/20.vulnerability-status","/security-updates/vulnerability-status/",{"title":1105,"path":1106,"stem":1107,"tags":6,"slug":1108,"sourcePath":1106},"Comprobar las actualizaciones de seguridad del servidor","/security-updates/server-checklist","95.security-updates/30.server-checklist","/security-updates/server-checklist/",{"title":1110,"tags":6,"slug":6,"path":1111,"stem":1112,"children":1113,"page":66,"sourcePath":1111},"Preguntas frecuentes","/faq","99.FAQ",[1114,1120,1126,1132,1138,1144,1150],{"title":1115,"path":1116,"stem":1117,"tags":6,"slug":1118,"sourcePath":1119},"Comparación entre SetFN y los servicios en la nube","/FAQ/comparison-cloud","99.FAQ/10.comparison-cloud","/FAQ/comparison-cloud/","/faq/comparison-cloud",{"title":1121,"path":1122,"stem":1123,"tags":6,"slug":1124,"sourcePath":1125},"Comparación entre SetFN y NAS","/FAQ/comparison-nas","99.FAQ/20.comparison-nas","/FAQ/comparison-nas/","/faq/comparison-nas",{"title":1127,"path":1128,"stem":1129,"tags":6,"slug":1130,"sourcePath":1131},"Política de seguridad","/FAQ/security-policy","99.FAQ/30.security-policy","/FAQ/security-policy/","/faq/security-policy",{"title":1133,"path":1134,"stem":1135,"tags":6,"slug":1136,"sourcePath":1137},"Por qué SetFN es rápido","/FAQ/why-fast","99.FAQ/40.why-fast","/FAQ/why-fast/","/faq/why-fast",{"title":1139,"path":1140,"stem":1141,"tags":6,"slug":1142,"sourcePath":1143},"Preguntas sobre licencias","/FAQ/license-faq","99.FAQ/50.license-faq","/FAQ/license-faq/","/faq/license-faq",{"title":1145,"path":1146,"stem":1147,"tags":6,"slug":1148,"sourcePath":1149},"Preguntas sobre funciones de AI","/FAQ/ai-faq","99.FAQ/60.ai-faq","/FAQ/ai-faq/","/faq/ai-faq",{"title":1151,"path":1152,"stem":1153,"tags":6,"slug":1154,"sourcePath":1155},"Solución de problemas","/FAQ/troubleshooting","99.FAQ/70.troubleshooting","/FAQ/troubleshooting/","/faq/troubleshooting",{"id":1157,"title":240,"body":1158,"cover":6,"description":2208,"extension":2209,"image":6,"meta":2210,"navigation":2211,"path":241,"reviewSummary":6,"reviewedAt":6,"seo":2212,"slug":243,"stem":242,"tags":6,"thumbnail":6,"thumbnailPosition":6,"thumbnailScale":6,"__hash__":2221},"docs_es/10.admin/30.knowledge/36.milvus.md",{"type":1159,"value":1160,"toc":2194},"minimal",[1161,1165,1169,1172,1175,1180,1193,1197,1215,1218,1223,1281,1285,1288,1354,1381,1395,1399,1405,1439,1454,1458,1470,1480,1484,1503,1506,1514,1650,1695,1702,1720,1889,1896,1900,1914,2026,2033,2037,2043,2100,2154,2165,2169,2190],[1162,1163,240],"h1",{"id":1164},"conectar-milvus",[1166,1167,1168],"p",{},"Milvus es una base vectorial externa para búsquedas a gran escala. Utilícela si su organización ya la opera o necesita administrar muchos datos en un clúster separado.",[1166,1170,1171],{},"Los archivos y textos originales permanecen en SpaceBuilder; Milvus solo guarda vectores y la información mínima necesaria.",[1173,1174],"hr",{},[1176,1177,1179],"h2",{"id":1178},"antes-de-comenzar","Antes de comenzar",[1181,1182,1183,1187,1190],"ul",{},[1184,1185,1186],"li",{},"Permisos: administrador de Workspace y autorización para administrar colecciones de Milvus",[1184,1188,1189],{},"SpaceBuilder debe poder acceder al endpoint de Milvus.",[1184,1191,1192],{},"Compruebe las dimensiones de salida del modelo de embeddings.",[1176,1194,1196],{"id":1195},"instalar-milvus","Instalar Milvus",[1166,1198,1199,1200,1204,1205,1208,1209,1214],{},"SpaceBuilder utiliza la API REST v2 de Milvus 2.4 o posterior, normalmente en el puerto ",[1201,1202,1203],"code",{},"19530",", con rutas ",[1201,1206,1207],{},"/v2/vectordb/...",". No funciona con Milvus 2.3 o anterior. Si ya dispone de un servidor, vaya a ",[1210,1211,1213],"a",{"href":1212},"#crear-previamente-la-colecci%C3%B3n","Crear previamente la colección",".",[1166,1216,1217],{},"Milvus ofrece Standalone para un servidor y Distributed para clústeres grandes. Standalone basta para SpaceBuilder.",[1219,1220,1222],"h3",{"id":1221},"preparación","Preparación",[1224,1225,1226,1239],"table",{},[1227,1228,1229],"thead",{},[1230,1231,1232,1236],"tr",{},[1233,1234,1235],"th",{},"Elemento",[1233,1237,1238],{},"Descripción",[1240,1241,1242,1251,1259,1267],"tbody",{},[1230,1243,1244,1248],{},[1245,1246,1247],"td",{},"Servidor",[1245,1249,1250],{},"Linux con Docker. Como Milvus consume más recursos que Qdrant, recomendamos separarlo de SpaceBuilder.",[1230,1252,1253,1256],{},[1245,1254,1255],{},"Memoria",[1245,1257,1258],{},"Mínimo 8 GB; 16 GB o más para más de un millón de vectores.",[1230,1260,1261,1264],{},[1245,1262,1263],{},"Disco",[1245,1265,1266],{},"Reserve espacio suficiente para datos y registros; se recomienda SSD.",[1230,1268,1269,1272],{},[1245,1270,1271],{},"Puertos",[1245,1273,1274,1276,1277,1280],{},[1201,1275,1203],{}," para la API utilizada por SpaceBuilder; ",[1201,1278,1279],{},"9091"," para estado y administración.",[1219,1282,1284],{"id":1283},"ejecución","Ejecución",[1166,1286,1287],{},"El script oficial inicia un contenedor con los componentes necesarios.",[1289,1290,1295],"pre",{"className":1291,"code":1292,"language":1293,"meta":1294,"style":1294},"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","",[1201,1296,1297,1325,1343],{"__ignoreMap":1294},[1298,1299,1302,1306,1310,1314,1318,1322],"span",{"class":1300,"line":1301},"line",1,[1298,1303,1305],{"class":1304},"srTi1","mkdir",[1298,1307,1309],{"class":1308},"s7F3e"," -p",[1298,1311,1313],{"class":1312},"sstjo"," ~/milvus",[1298,1315,1317],{"class":1316},"sMOD_"," && ",[1298,1319,1321],{"class":1320},"sTrkL","cd",[1298,1323,1324],{"class":1312}," ~/milvus\n",[1298,1326,1328,1331,1334,1337,1340],{"class":1300,"line":1327},2,[1298,1329,1330],{"class":1304},"curl",[1298,1332,1333],{"class":1308}," -sfL",[1298,1335,1336],{"class":1312}," https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh",[1298,1338,1339],{"class":1308}," -o",[1298,1341,1342],{"class":1312}," standalone_embed.sh\n",[1298,1344,1346,1348,1351],{"class":1300,"line":1345},3,[1298,1347,1293],{"class":1304},[1298,1349,1350],{"class":1312}," standalone_embed.sh",[1298,1352,1353],{"class":1312}," start\n",[1181,1355,1356,1363,1374],{},[1184,1357,1358,1359,1362],{},"Los datos se guardan en ",[1201,1360,1361],{},"volumes/milvus"," bajo la carpeta actual. No la elimine.",[1184,1364,1365,1366,1369,1370,1373],{},"Detenga e inicie con ",[1201,1367,1368],{},"bash standalone_embed.sh stop"," y ",[1201,1371,1372],{},"bash standalone_embed.sh start"," desde la misma carpeta.",[1184,1375,1376,1377,1380],{},"Modifique ",[1201,1378,1379],{},"user.yaml"," y reinicie para cambiar la configuración.",[1382,1383,1384],"note",{},[1166,1385,1386,1387,1390,1391,1394],{},"Para Docker Compose, descargue ",[1201,1388,1389],{},"milvus-standalone-docker-compose.yml"," de la versión elegida y ejecute ",[1201,1392,1393],{},"docker compose up -d","; también se ejecutarán etcd y MinIO.",[1219,1396,1398],{"id":1397},"activar-la-autenticación","Activar la autenticación",[1166,1400,1401,1402,1404],{},"En otro servidor o una red compartida, añada esto a ",[1201,1403,1379],{}," y reinicie.",[1289,1406,1410],{"className":1407,"code":1408,"language":1409,"meta":1294,"style":1294},"language-yaml shiki shiki-themes github-light github-dark monokai","common:\n  security:\n    authorizationEnabled: true\n","yaml",[1201,1411,1412,1421,1428],{"__ignoreMap":1294},[1298,1413,1414,1418],{"class":1300,"line":1301},[1298,1415,1417],{"class":1416},"s5clZ","common",[1298,1419,1420],{"class":1316},":\n",[1298,1422,1423,1426],{"class":1300,"line":1327},[1298,1424,1425],{"class":1416},"  security",[1298,1427,1420],{"class":1316},[1298,1429,1430,1433,1436],{"class":1300,"line":1345},[1298,1431,1432],{"class":1416},"    authorizationEnabled",[1298,1434,1435],{"class":1316},": ",[1298,1437,1438],{"class":1308},"true\n",[1166,1440,1441,1442,1445,1446,1449,1450,1453],{},"La cuenta inicial es ",[1201,1443,1444],{},"root"," con contraseña ",[1201,1447,1448],{},"Milvus",". Cámbiela y cree una cuenta exclusiva. Puede introducir un token con formato ",[1201,1451,1452],{},"usuario:contraseña"," o los campos separados; si introduce ambos, se usa el token.",[1219,1455,1457],{"id":1456},"comprobar-la-instalación","Comprobar la instalación",[1289,1459,1461],{"className":1291,"code":1460,"language":1293,"meta":1294,"style":1294},"curl http://localhost:9091/healthz\n",[1201,1462,1463],{"__ignoreMap":1294},[1298,1464,1465,1467],{"class":1300,"line":1301},[1298,1466,1330],{"class":1304},[1298,1468,1469],{"class":1312}," http://localhost:9091/healthz\n",[1166,1471,1472,1473,1476,1477,1214],{},"Una respuesta ",[1201,1474,1475],{},"OK"," confirma el servicio. En Milvus 2.5 o posterior, abra ",[1201,1478,1479],{},"http://\u003Cdirección del servidor Milvus>:9091/webui/",[1219,1481,1483],{"id":1482},"consejos-operativos","Consejos operativos",[1181,1485,1486,1494,1500],{},[1184,1487,1488,1489,1491,1492,1214],{},"Permita ",[1201,1490,1203],{}," solo desde SpaceBuilder y no exponga ",[1201,1493,1279],{},[1184,1495,1496,1497,1214],{},"Los vectores son derivados y pueden reconstruirse mediante ",[1201,1498,1499],{},"Sync Existing Embeddings",[1184,1501,1502],{},"Siga la guía oficial al actualizar; entre versiones menores puede ser necesaria una migración.",[1176,1504,1213],{"id":1505},"crear-previamente-la-colección",[1166,1507,1508,1509,1513],{},"A diferencia de Qdrant, ",[1510,1511,1512],"strong",{},"Milvus no crea la colección automáticamente",". Créela antes de guardar la conexión.",[1224,1515,1516,1528],{},[1227,1517,1518],{},[1230,1519,1520,1523,1526],{},[1233,1521,1522],{},"Campo",[1233,1524,1525],{},"Tipo",[1233,1527,1238],{},[1240,1529,1530,1543,1556,1568,1581,1600,1612,1625,1637],{},[1230,1531,1532,1537,1540],{},[1245,1533,1534],{},[1201,1535,1536],{},"id",[1245,1538,1539],{},"VARCHAR(64), clave primaria",[1245,1541,1542],{},"ID del vector",[1230,1544,1545,1550,1553],{},[1245,1546,1547],{},[1201,1548,1549],{},"instance_namespace",[1245,1551,1552],{},"VARCHAR(64)",[1245,1554,1555],{},"Clave de aislamiento por instalación",[1230,1557,1558,1563,1565],{},[1245,1559,1560],{},[1201,1561,1562],{},"generation_id",[1245,1564,1552],{},[1245,1566,1567],{},"Generación de indexación",[1230,1569,1570,1575,1578],{},[1245,1571,1572],{},[1201,1573,1574],{},"chunk_id",[1245,1576,1577],{},"INT64",[1245,1579,1580],{},"Número de fragmento",[1230,1582,1583,1588,1591],{},[1245,1584,1585],{},[1201,1586,1587],{},"space_flag",[1245,1589,1590],{},"VARCHAR(16)",[1245,1592,1593,1596,1597],{},[1201,1594,1595],{},"team"," o ",[1201,1598,1599],{},"client",[1230,1601,1602,1607,1609],{},[1245,1603,1604],{},[1201,1605,1606],{},"owner_id",[1245,1608,1552],{},[1245,1610,1611],{},"Propietario",[1230,1613,1614,1619,1622],{},[1245,1615,1616],{},[1201,1617,1618],{},"source_path",[1245,1620,1621],{},"VARCHAR",[1245,1623,1624],{},"Ruta original",[1230,1626,1627,1632,1634],{},[1245,1628,1629],{},[1201,1630,1631],{},"text",[1245,1633,1621],{},[1245,1635,1636],{},"Fragmento mostrado en resultados",[1230,1638,1639,1644,1647],{},[1245,1640,1641],{},[1201,1642,1643],{},"vector",[1245,1645,1646],{},"FLOAT_VECTOR",[1245,1648,1649],{},"Vector con las mismas dimensiones que el modelo",[1181,1651,1652,1666,1672,1686],{},[1184,1653,1654,1655,1658,1659,1662,1663,1214],{},"La dimensión ",[1201,1656,1657],{},"dim"," debe coincidir, por ejemplo ",[1201,1660,1661],{},"1024"," para ",[1201,1664,1665],{},"bge-m3",[1184,1667,1668,1669,1214],{},"La métrica del índice debe ser ",[1201,1670,1671],{},"COSINE",[1184,1673,1674,1675,1677,1678,1681,1682,1685],{},"SpaceBuilder limita ",[1201,1676,1631],{}," a 4096 caracteres. Utilice ",[1201,1679,1680],{},"max_length"," de al menos ",[1201,1683,1684],{},"16384"," para cubrir UTF-8 de hasta cuatro bytes.",[1184,1687,1688,1689,1692,1693,1214],{},"Para rutas largas y coreanas, utilice unos ",[1201,1690,1691],{},"4096"," en ",[1201,1694,1618],{},[1166,1696,1697,1698,1701],{},"El siguiente comando crea la colección mediante REST v2. Sustituya ",[1201,1699,1700],{},"\u003Cdirección del servidor Milvus>",", la autenticación, el nombre y las dimensiones.",[1181,1703,1704,1715],{},[1184,1705,1706,1707,1710,1711,1714],{},"En ",[1201,1708,1709],{},"Authorization",", introduzca ",[1201,1712,1713],{},"\u003Cusuario>:\u003Ccontraseña>"," o una clave API (token).",[1184,1716,1717,1718,1214],{},"Si no activó la autenticación, elimine la línea ",[1201,1719,1709],{},[1289,1721,1723],{"className":1291,"code":1722,"language":1293,"meta":1294,"style":1294},"curl -X POST \"http://\u003Cdirección del servidor Milvus>:19530/v2/vectordb/collections/create\" \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer \u003Cusuario>:\u003Ccontraseña>\" \\\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",[1201,1724,1725,1741,1751,1760,1769,1775,1781,1787,1793,1799,1805,1811,1817,1823,1829,1835,1841,1847,1853,1859,1865,1871,1877,1883],{"__ignoreMap":1294},[1298,1726,1727,1729,1732,1735,1738],{"class":1300,"line":1301},[1298,1728,1330],{"class":1304},[1298,1730,1731],{"class":1308}," -X",[1298,1733,1734],{"class":1312}," POST",[1298,1736,1737],{"class":1312}," \"http://\u003Cdirección del servidor Milvus>:19530/v2/vectordb/collections/create\"",[1298,1739,1740],{"class":1308}," \\\n",[1298,1742,1743,1746,1749],{"class":1300,"line":1327},[1298,1744,1745],{"class":1308},"  -H",[1298,1747,1748],{"class":1312}," \"Content-Type: application/json\"",[1298,1750,1740],{"class":1308},[1298,1752,1753,1755,1758],{"class":1300,"line":1345},[1298,1754,1745],{"class":1308},[1298,1756,1757],{"class":1312}," \"Authorization: Bearer \u003Cusuario>:\u003Ccontraseña>\"",[1298,1759,1740],{"class":1308},[1298,1761,1763,1766],{"class":1300,"line":1762},4,[1298,1764,1765],{"class":1308},"  -d",[1298,1767,1768],{"class":1312}," '{\n",[1298,1770,1772],{"class":1300,"line":1771},5,[1298,1773,1774],{"class":1312},"    \"collectionName\": \"setfn_knowledge_example\",\n",[1298,1776,1778],{"class":1300,"line":1777},6,[1298,1779,1780],{"class":1312},"    \"schema\": {\n",[1298,1782,1784],{"class":1300,"line":1783},7,[1298,1785,1786],{"class":1312},"      \"autoId\": false,\n",[1298,1788,1790],{"class":1300,"line":1789},8,[1298,1791,1792],{"class":1312},"      \"enableDynamicField\": false,\n",[1298,1794,1796],{"class":1300,"line":1795},9,[1298,1797,1798],{"class":1312},"      \"fields\": [\n",[1298,1800,1802],{"class":1300,"line":1801},10,[1298,1803,1804],{"class":1312},"        { \"fieldName\": \"id\", \"dataType\": \"VarChar\", \"isPrimary\": true, \"elementTypeParams\": { \"max_length\": 64 } },\n",[1298,1806,1808],{"class":1300,"line":1807},11,[1298,1809,1810],{"class":1312},"        { \"fieldName\": \"instance_namespace\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n",[1298,1812,1814],{"class":1300,"line":1813},12,[1298,1815,1816],{"class":1312},"        { \"fieldName\": \"generation_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n",[1298,1818,1820],{"class":1300,"line":1819},13,[1298,1821,1822],{"class":1312},"        { \"fieldName\": \"chunk_id\", \"dataType\": \"Int64\" },\n",[1298,1824,1826],{"class":1300,"line":1825},14,[1298,1827,1828],{"class":1312},"        { \"fieldName\": \"space_flag\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16 } },\n",[1298,1830,1832],{"class":1300,"line":1831},15,[1298,1833,1834],{"class":1312},"        { \"fieldName\": \"owner_id\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 64 } },\n",[1298,1836,1838],{"class":1300,"line":1837},16,[1298,1839,1840],{"class":1312},"        { \"fieldName\": \"source_path\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 4096 } },\n",[1298,1842,1844],{"class":1300,"line":1843},17,[1298,1845,1846],{"class":1312},"        { \"fieldName\": \"text\", \"dataType\": \"VarChar\", \"elementTypeParams\": { \"max_length\": 16384 } },\n",[1298,1848,1850],{"class":1300,"line":1849},18,[1298,1851,1852],{"class":1312},"        { \"fieldName\": \"vector\", \"dataType\": \"FloatVector\", \"elementTypeParams\": { \"dim\": 1024 } }\n",[1298,1854,1856],{"class":1300,"line":1855},19,[1298,1857,1858],{"class":1312},"      ]\n",[1298,1860,1862],{"class":1300,"line":1861},20,[1298,1863,1864],{"class":1312},"    },\n",[1298,1866,1868],{"class":1300,"line":1867},21,[1298,1869,1870],{"class":1312},"    \"indexParams\": [\n",[1298,1872,1874],{"class":1300,"line":1873},22,[1298,1875,1876],{"class":1312},"      { \"fieldName\": \"vector\", \"indexName\": \"vector\", \"metricType\": \"COSINE\", \"params\": { \"index_type\": \"AUTOINDEX\" } }\n",[1298,1878,1880],{"class":1300,"line":1879},23,[1298,1881,1882],{"class":1312},"    ]\n",[1298,1884,1886],{"class":1300,"line":1885},24,[1298,1887,1888],{"class":1312},"  }'\n",[1166,1890,1891,1892,1895],{},"Una respuesta con ",[1201,1893,1894],{},"\"code\":0"," confirma la creación.",[1176,1897,1899],{"id":1898},"configurar-la-conexión","Configurar la conexión",[1166,1901,1902,1903,1906,1907,1910,1911,1214],{},"Introduzca estos valores en ",[1201,1904,1905],{},"Vector DB Setup"," de ",[1210,1908,220],{"href":1909},"/es/docs/admin/knowledge/storage/"," y seleccione ",[1201,1912,1913],{},"Save",[1224,1915,1916,1927],{},[1227,1917,1918],{},[1230,1919,1920,1922,1925],{},[1233,1921,1522],{},[1233,1923,1924],{},"Valor",[1233,1926,1238],{},[1240,1928,1929,1943,1965,1981,1994,2011],{},[1230,1930,1931,1936,1940],{},[1245,1932,1933],{},[1201,1934,1935],{},"Driver",[1245,1937,1938],{},[1201,1939,1448],{},[1245,1941,1942],{},"Servidor externo",[1230,1944,1945,1950,1955],{},[1245,1946,1947],{},[1201,1948,1949],{},"Endpoint",[1245,1951,1952],{},[1201,1953,1954],{},"http://\u003Cdirección del servidor Milvus>:19530",[1245,1956,1957,1958,1961,1962,1214],{},"Si omite ",[1201,1959,1960],{},"http://",", se añade; vacío usa ",[1201,1963,1964],{},"http://localhost:19530",[1230,1966,1967,1972,1975],{},[1245,1968,1969],{},[1201,1970,1971],{},"Collection",[1245,1973,1974],{},"Nombre creado previamente",[1245,1976,1977,1978,1214],{},"Use uno distinto por instancia, preferiblemente el recomendado ",[1201,1979,1980],{},"setfn_knowledge_...",[1230,1982,1983,1988,1991],{},[1245,1984,1985],{},[1201,1986,1987],{},"API key",[1245,1989,1990],{},"Token de Milvus",[1245,1992,1993],{},"Se muestra enmascarada; vacío al guardar la elimina.",[1230,1995,1996,2005,2008],{},[1245,1997,1998,2001,2002],{},[1201,1999,2000],{},"Username"," / ",[1201,2003,2004],{},"Password",[1245,2006,2007],{},"Cuenta de Milvus",[1245,2009,2010],{},"La contraseña vacía conserva la guardada.",[1230,2012,2013,2018,2023],{},[1245,2014,2015],{},[1201,2016,2017],{},"Vector dimensions",[1245,2019,2020,2021],{},"Mismo valor que ",[1201,2022,1657],{},[1245,2024,2025],{},"Si difiere, conecta pero falla al guardar la indexación.",[1166,2027,2028,2029,2032],{},"No aparece ",[1201,2030,2031],{},"Data Path",". Al guardar, el planificador comprueba el cambio e inicia una reindexación completa si hace falta.",[1176,2034,2036],{"id":2035},"comprobar-la-conexión","Comprobar la conexión",[1166,2038,2039,2040,1214],{},"Consulte estos valores en ",[1201,2041,2042],{},"Vector DB Overview",[1224,2044,2045,2054],{},[1227,2046,2047],{},[1230,2048,2049,2051],{},[1233,2050,1522],{},[1233,2052,2053],{},"Estado correcto",[1240,2055,2056,2068,2080,2090],{},[1230,2057,2058,2063],{},[1245,2059,2060],{},[1201,2061,2062],{},"Connection",[1245,2064,2065],{},[1201,2066,2067],{},"Connected",[1230,2069,2070,2075],{},[1245,2071,2072],{},[1201,2073,2074],{},"Collection configuration",[1245,2076,2077],{},[1201,2078,2079],{},"OK (compatible with current settings)",[1230,2081,2082,2087],{},[1245,2083,2084],{},[1201,2085,2086],{},"Stored vectors",[1245,2088,2089],{},"Aumentan durante la indexación; solo los de esta instancia",[1230,2091,2092,2097],{},[1245,2093,2094],{},[1201,2095,2096],{},"Total Collections",[1245,2098,2099],{},"Total del servidor Milvus",[1224,2101,2102,2112],{},[1227,2103,2104],{},[1230,2105,2106,2109],{},[1233,2107,2108],{},"Estado incorrecto",[1233,2110,2111],{},"Acción",[1240,2113,2114,2124,2138],{},[1230,2115,2116,2121],{},[1245,2117,2118],{},[1201,2119,2120],{},"Collection not found · create it in Milvus first",[1245,2122,2123],{},"Créela con la estructura anterior o corrija el nombre.",[1230,2125,2126,2135],{},[1245,2127,2128,2131,2132],{},[1201,2129,2130],{},"Collection configuration needs review"," con ",[1201,2133,2134],{},"collection dimension is ..., expected ...",[1245,2136,2137],{},"Cree otra colección con las dimensiones correctas.",[1230,2139,2140,2147],{},[1245,2141,2142,2131,2144],{},[1201,2143,2130],{},[1201,2145,2146],{},"collection metric must be COSINE",[1245,2148,2149,2150,2131,2152,1214],{},"Vuelva a crear el índice ",[1201,2151,1643],{},[1201,2153,1671],{},[2155,2156,2157],"warning",{},[1166,2158,2159,2160,1692,2163,1214],{},"No modifique ni elimine directamente los datos guardados por SpaceBuilder. Para reconstruirlos, utilice ",[1201,2161,2162],{},"Rebuild Vector Generation",[1210,2164,220],{"href":1909},[1176,2166,2168],{"id":2167},"documentos-relacionados","Documentos relacionados",[1181,2170,2171,2175,2180,2185],{},[1184,2172,2173],{},[1210,2174,220],{"href":1909},[1184,2176,2177],{},[1210,2178,225],{"href":2179},"/es/docs/admin/knowledge/storage-operations/",[1184,2181,2182],{},[1210,2183,230],{"href":2184},"/es/docs/admin/knowledge/qdrant/",[1184,2186,2187],{},[1210,2188,208],{"href":2189},"/es/docs/admin/knowledge/indexing/",[2191,2192,2193],"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":1294,"searchDepth":1327,"depth":1345,"links":2195},[2196,2197,2204,2205,2206,2207],{"id":1178,"depth":1327,"text":1179},{"id":1195,"depth":1327,"text":1196,"children":2198},[2199,2200,2201,2202,2203],{"id":1221,"depth":1345,"text":1222},{"id":1283,"depth":1345,"text":1284},{"id":1397,"depth":1345,"text":1398},{"id":1456,"depth":1345,"text":1457},{"id":1482,"depth":1345,"text":1483},{"id":1505,"depth":1327,"text":1213},{"id":1898,"depth":1327,"text":1899},{"id":2035,"depth":1327,"text":2036},{"id":2167,"depth":1327,"text":2168},"Explica cómo preparar una colección de Milvus y configurar la conexión para utilizarla como base vectorial de SpaceBuilder.","md",{},true,{"title":2213,"description":2208,"ogType":2214,"twitterCard":2215,"keywords":2216},"Conectar Milvus | Admin Docs","article","summary_large_image",[1448,2217,2218,2219,2220],"Base de datos vectorial","Colección","RAG","Indexación de conocimiento","AN89ASoco4tttIsfHd1i1aAJtrD_hUn21IGKdaVQx9A",[2223,2224],{"title":235,"path":236,"stem":237,"slug":238,"children":-1},{"title":245,"path":246,"stem":247,"slug":248,"children":-1},{"title":240,"filename":2226,"content":2227},"milvus","# Conectar Milvus\n\nMilvus es una base vectorial externa para búsquedas a gran escala. Utilícela si su organización ya la opera o necesita administrar muchos datos en un clúster separado.\n\nLos archivos y textos originales permanecen en SpaceBuilder; Milvus solo guarda vectores y la información mínima necesaria.\n\n---\n\n## Antes de comenzar\n\n- Permisos: administrador de Workspace y autorización para administrar colecciones de Milvus\n- SpaceBuilder debe poder acceder al endpoint de Milvus.\n- Compruebe las dimensiones de salida del modelo de embeddings.\n\n## Instalar Milvus\n\nSpaceBuilder utiliza la API REST v2 de Milvus 2.4 o posterior, normalmente en el puerto `19530`, con rutas `/v2/vectordb/...`. No funciona con Milvus 2.3 o anterior. Si ya dispone de un servidor, vaya a [Crear previamente la colección](#crear-previamente-la-colección).\n\nMilvus ofrece Standalone para un servidor y Distributed para clústeres grandes. Standalone basta para SpaceBuilder.\n\n### Preparación\n\n| Elemento | Descripción |\n|------|------|\n| Servidor | Linux con Docker. Como Milvus consume más recursos que Qdrant, recomendamos separarlo de SpaceBuilder. |\n| Memoria | Mínimo 8 GB; 16 GB o más para más de un millón de vectores. |\n| Disco | Reserve espacio suficiente para datos y registros; se recomienda SSD. |\n| Puertos | `19530` para la API utilizada por SpaceBuilder; `9091` para estado y administración. |\n\n### Ejecución\n\nEl script oficial inicia un contenedor con los componentes necesarios.\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- Los datos se guardan en `volumes/milvus` bajo la carpeta actual. No la elimine.\n- Detenga e inicie con `bash standalone_embed.sh stop` y `bash standalone_embed.sh start` desde la misma carpeta.\n- Modifique `user.yaml` y reinicie para cambiar la configuración.\n\n::note\nPara Docker Compose, descargue `milvus-standalone-docker-compose.yml` de la versión elegida y ejecute `docker compose up -d`; también se ejecutarán etcd y MinIO.\n::\n\n### Activar la autenticación\n\nEn otro servidor o una red compartida, añada esto a `user.yaml` y reinicie.\n\n```yaml\ncommon:\n  security:\n    authorizationEnabled: true\n```\n\nLa cuenta inicial es `root` con contraseña `Milvus`. Cámbiela y cree una cuenta exclusiva. Puede introducir un token con formato `usuario:contraseña` o los campos separados; si introduce ambos, se usa el token.\n\n### Comprobar la instalación\n\n```bash\ncurl http://localhost:9091/healthz\n```\n\nUna respuesta `OK` confirma el servicio. En Milvus 2.5 o posterior, abra `http://\u003Cdirección del servidor Milvus>:9091/webui/`.\n\n### Consejos operativos\n\n- Permita `19530` solo desde SpaceBuilder y no exponga `9091`.\n- Los vectores son derivados y pueden reconstruirse mediante `Sync Existing Embeddings`.\n- Siga la guía oficial al actualizar; entre versiones menores puede ser necesaria una migración.\n\n## Crear previamente la colección\n\nA diferencia de Qdrant, **Milvus no crea la colección automáticamente**. Créela antes de guardar la conexión.\n\n| Campo | Tipo | Descripción |\n|------|------|------|\n| `id` | VARCHAR(64), clave primaria | ID del vector |\n| `instance_namespace` | VARCHAR(64) | Clave de aislamiento por instalación |\n| `generation_id` | VARCHAR(64) | Generación de indexación |\n| `chunk_id` | INT64 | Número de fragmento |\n| `space_flag` | VARCHAR(16) | `team` o `client` |\n| `owner_id` | VARCHAR(64) | Propietario |\n| `source_path` | VARCHAR | Ruta original |\n| `text` | VARCHAR | Fragmento mostrado en resultados |\n| `vector` | FLOAT_VECTOR | Vector con las mismas dimensiones que el modelo |\n\n- La dimensión `dim` debe coincidir, por ejemplo `1024` para `bge-m3`.\n- La métrica del índice debe ser `COSINE`.\n- SpaceBuilder limita `text` a 4096 caracteres. Utilice `max_length` de al menos `16384` para cubrir UTF-8 de hasta cuatro bytes.\n- Para rutas largas y coreanas, utilice unos `4096` en `source_path`.\n\nEl siguiente comando crea la colección mediante REST v2. Sustituya `\u003Cdirección del servidor Milvus>`, la autenticación, el nombre y las dimensiones.\n\n- En `Authorization`, introduzca `\u003Cusuario>:\u003Ccontraseña>` o una clave API (token).\n- Si no activó la autenticación, elimine la línea `Authorization`.\n\n```bash\ncurl -X POST \"http://\u003Cdirección del servidor Milvus>:19530/v2/vectordb/collections/create\" \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer \u003Cusuario>:\u003Ccontraseña>\" \\\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\nUna respuesta con `\"code\":0` confirma la creación.\n\n## Configurar la conexión\n\nIntroduzca estos valores en `Vector DB Setup` de [Almacenamiento de conocimiento](/es/docs/admin/knowledge/storage/) y seleccione `Save`.\n\n| Campo | Valor | Descripción |\n|------|---------|------|\n| `Driver` | `Milvus` | Servidor externo |\n| `Endpoint` | `http://\u003Cdirección del servidor Milvus>:19530` | Si omite `http://`, se añade; vacío usa `http://localhost:19530`. |\n| `Collection` | Nombre creado previamente | Use uno distinto por instancia, preferiblemente el recomendado `setfn_knowledge_...`. |\n| `API key` | Token de Milvus | Se muestra enmascarada; vacío al guardar la elimina. |\n| `Username` / `Password` | Cuenta de Milvus | La contraseña vacía conserva la guardada. |\n| `Vector dimensions` | Mismo valor que `dim` | Si difiere, conecta pero falla al guardar la indexación. |\n\nNo aparece `Data Path`. Al guardar, el planificador comprueba el cambio e inicia una reindexación completa si hace falta.\n\n## Comprobar la conexión\n\nConsulte estos valores en `Vector DB Overview`.\n\n| Campo | Estado correcto |\n|------|-----------|\n| `Connection` | `Connected` |\n| `Collection configuration` | `OK (compatible with current settings)` |\n| `Stored vectors` | Aumentan durante la indexación; solo los de esta instancia |\n| `Total Collections` | Total del servidor Milvus |\n\n| Estado incorrecto | Acción |\n|------|-------------|\n| `Collection not found · create it in Milvus first` | Créela con la estructura anterior o corrija el nombre. |\n| `Collection configuration needs review` con `collection dimension is ..., expected ...` | Cree otra colección con las dimensiones correctas. |\n| `Collection configuration needs review` con `collection metric must be COSINE` | Vuelva a crear el índice `vector` con `COSINE`. |\n\n::warning\nNo modifique ni elimine directamente los datos guardados por SpaceBuilder. Para reconstruirlos, utilice `Rebuild Vector Generation` en [Almacenamiento de conocimiento](/es/docs/admin/knowledge/storage/).\n::\n\n## Documentos relacionados\n\n- [Almacenamiento de conocimiento](/es/docs/admin/knowledge/storage/)\n- [Operar el almacenamiento de conocimiento](/es/docs/admin/knowledge/storage-operations/)\n- [Conectar Qdrant](/es/docs/admin/knowledge/qdrant/)\n- [Recopilación e indexación](/es/docs/admin/knowledge/indexing/)\n",1793056592704]