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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":230,"body":1158,"cover":6,"description":2011,"extension":2012,"image":6,"meta":2013,"navigation":1344,"path":231,"reviewSummary":6,"reviewedAt":6,"seo":2014,"slug":233,"stem":232,"tags":6,"thumbnail":6,"thumbnailPosition":6,"thumbnailScale":6,"__hash__":2023},"docs_es/10.admin/30.knowledge/34.qdrant.md",{"type":1159,"value":1160,"toc":1995},"minimal",[1161,1165,1169,1172,1175,1180,1193,1197,1206,1211,1275,1279,1297,1419,1422,1497,1501,1514,1529,1533,1577,1580,1594,1706,1713,1717,1720,1764,1775,1779,1797,1824,1834,1838,1844,1896,1899,1902,1917,1922,1925,1940,1952,1956,1963,1966,1970,1991],[1162,1163,230],"h1",{"id":1164},"conectar-qdrant",[1166,1167,1168],"p",{},"Qdrant es una base vectorial que se ejecuta como servidor independiente. Utilícela si los datos superan decenas de miles de elementos o si quiere separarlos del servidor de SpaceBuilder.",[1166,1170,1171],{},"Los archivos y el texto original permanecen en SpaceBuilder. Qdrant solo guarda los vectores y la información mínima necesaria para buscar.",[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 la conexión",[1184,1188,1189],{},"El servidor de SpaceBuilder debe acceder a los endpoints REST y gRPC.",[1184,1191,1192],{},"Compruebe las dimensiones de salida del modelo de embeddings.",[1176,1194,1196],{"id":1195},"instalar-qdrant","Instalar Qdrant",[1166,1198,1199,1200,1205],{},"Necesita un servidor Qdrant accesible. Si ya existe, vaya a ",[1201,1202,1204],"a",{"href":1203},"#configurar-la-conexi%C3%B3n","Configurar la conexión",". El método más sencillo es Docker en Linux.",[1207,1208,1210],"h3",{"id":1209},"preparación","Preparación",[1212,1213,1214,1227],"table",{},[1215,1216,1217],"thead",{},[1218,1219,1220,1224],"tr",{},[1221,1222,1223],"th",{},"Elemento",[1221,1225,1226],{},"Descripción",[1228,1229,1230,1239,1252,1260],"tbody",{},[1218,1231,1232,1236],{},[1233,1234,1235],"td",{},"Servidor",[1233,1237,1238],{},"Puede ser el mismo equipo o uno separado. Si comparte equipo, reserve memoria para ambos servicios.",[1218,1240,1241,1244],{},[1233,1242,1243],{},"Memoria",[1233,1245,1246,1247,1251],{},"Fórmula recomendada: vectores × dimensiones × 4 bytes × 1,5. Para ",[1248,1249,1250],"code",{},"bge-m3"," de 1024 dimensiones, unos 0,6 GB por 100 000 vectores y 6 GB por un millón.",[1218,1253,1254,1257],{},[1233,1255,1256],{},"Disco",[1233,1258,1259],{},"Reserve entre dos y tres veces la memoria, pues guarda vectores y texto de fragmentos.",[1218,1261,1262,1265],{},[1233,1263,1264],{},"Puertos",[1233,1266,1267,1270,1271,1274],{},[1248,1268,1269],{},"6333"," para REST y ",[1248,1272,1273],{},"6334"," para gRPC. SetFN prefiere gRPC y recurre a REST si falla.",[1207,1276,1278],{"id":1277},"ejecución","Ejecución",[1166,1280,1281,1282,1285,1286,1289,1290,1296],{},"Conecte siempre una carpeta persistente. El ejemplo guarda en ",[1248,1283,1284],{},"/data/qdrant",", reinicia automáticamente y fija la versión mediante ",[1248,1287,1288],{},"QDRANT_VERSION",". Sustituya la versión por una validada de ",[1201,1291,1295],{"href":1292,"rel":1293},"https://github.com/qdrant/qdrant/releases",[1294],"nofollow","Qdrant Releases",".",[1298,1299,1304],"pre",{"className":1300,"code":1301,"language":1302,"meta":1303,"style":1303},"language-bash shiki shiki-themes github-light github-dark monokai","QDRANT_VERSION=v1.19.1\nsudo mkdir -p /data/qdrant\n\ndocker run -d --name qdrant \\\n  --restart unless-stopped \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /data/qdrant:/qdrant/storage \\\n  qdrant/qdrant:${QDRANT_VERSION}\n","bash","",[1248,1305,1306,1322,1339,1346,1367,1378,1389,1399,1410],{"__ignoreMap":1303},[1307,1308,1311,1314,1318],"span",{"class":1309,"line":1310},"line",1,[1307,1312,1288],{"class":1313},"sMOD_",[1307,1315,1317],{"class":1316},"sC2Qs","=",[1307,1319,1321],{"class":1320},"sstjo","v1.19.1\n",[1307,1323,1325,1329,1332,1336],{"class":1309,"line":1324},2,[1307,1326,1328],{"class":1327},"srTi1","sudo",[1307,1330,1331],{"class":1320}," mkdir",[1307,1333,1335],{"class":1334},"s7F3e"," -p",[1307,1337,1338],{"class":1320}," /data/qdrant\n",[1307,1340,1342],{"class":1309,"line":1341},3,[1307,1343,1345],{"emptyLinePlaceholder":1344},true,"\n",[1307,1347,1349,1352,1355,1358,1361,1364],{"class":1309,"line":1348},4,[1307,1350,1351],{"class":1327},"docker",[1307,1353,1354],{"class":1320}," run",[1307,1356,1357],{"class":1334}," -d",[1307,1359,1360],{"class":1334}," --name",[1307,1362,1363],{"class":1320}," qdrant",[1307,1365,1366],{"class":1334}," \\\n",[1307,1368,1370,1373,1376],{"class":1309,"line":1369},5,[1307,1371,1372],{"class":1334},"  --restart",[1307,1374,1375],{"class":1320}," unless-stopped",[1307,1377,1366],{"class":1334},[1307,1379,1381,1384,1387],{"class":1309,"line":1380},6,[1307,1382,1383],{"class":1334},"  -p",[1307,1385,1386],{"class":1320}," 6333:6333",[1307,1388,1366],{"class":1334},[1307,1390,1392,1394,1397],{"class":1309,"line":1391},7,[1307,1393,1383],{"class":1334},[1307,1395,1396],{"class":1320}," 6334:6334",[1307,1398,1366],{"class":1334},[1307,1400,1402,1405,1408],{"class":1309,"line":1401},8,[1307,1403,1404],{"class":1334},"  -v",[1307,1406,1407],{"class":1320}," /data/qdrant:/qdrant/storage",[1307,1409,1366],{"class":1334},[1307,1411,1413,1416],{"class":1309,"line":1412},9,[1307,1414,1415],{"class":1320},"  qdrant/qdrant:",[1307,1417,1418],{"class":1313},"${QDRANT_VERSION}\n",[1166,1420,1421],{},"En otro servidor o una red compartida, active una clave API larga y difícil de adivinar.",[1298,1423,1425],{"className":1300,"code":1424,"language":1302,"meta":1303,"style":1303},"QDRANT_VERSION=v1.19.1\ndocker run -d --name qdrant \\\n  --restart unless-stopped \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /data/qdrant:/qdrant/storage \\\n  -e QDRANT__SERVICE__API_KEY='\u003Cclave API>' \\\n  qdrant/qdrant:${QDRANT_VERSION}\n",[1248,1426,1427,1435,1449,1457,1465,1473,1481,1491],{"__ignoreMap":1303},[1307,1428,1429,1431,1433],{"class":1309,"line":1310},[1307,1430,1288],{"class":1313},[1307,1432,1317],{"class":1316},[1307,1434,1321],{"class":1320},[1307,1436,1437,1439,1441,1443,1445,1447],{"class":1309,"line":1324},[1307,1438,1351],{"class":1327},[1307,1440,1354],{"class":1320},[1307,1442,1357],{"class":1334},[1307,1444,1360],{"class":1334},[1307,1446,1363],{"class":1320},[1307,1448,1366],{"class":1334},[1307,1450,1451,1453,1455],{"class":1309,"line":1341},[1307,1452,1372],{"class":1334},[1307,1454,1375],{"class":1320},[1307,1456,1366],{"class":1334},[1307,1458,1459,1461,1463],{"class":1309,"line":1348},[1307,1460,1383],{"class":1334},[1307,1462,1386],{"class":1320},[1307,1464,1366],{"class":1334},[1307,1466,1467,1469,1471],{"class":1309,"line":1369},[1307,1468,1383],{"class":1334},[1307,1470,1396],{"class":1320},[1307,1472,1366],{"class":1334},[1307,1474,1475,1477,1479],{"class":1309,"line":1380},[1307,1476,1404],{"class":1334},[1307,1478,1407],{"class":1320},[1307,1480,1366],{"class":1334},[1307,1482,1483,1486,1489],{"class":1309,"line":1391},[1307,1484,1485],{"class":1334},"  -e",[1307,1487,1488],{"class":1320}," QDRANT__SERVICE__API_KEY='\u003Cclave API>'",[1307,1490,1366],{"class":1334},[1307,1492,1493,1495],{"class":1309,"line":1401},[1307,1494,1415],{"class":1320},[1307,1496,1418],{"class":1313},[1207,1498,1500],{"id":1499},"comprobar-la-instalación","Comprobar la instalación",[1298,1502,1504],{"className":1300,"code":1503,"language":1302,"meta":1303,"style":1303},"curl http://localhost:6333/collections\n",[1248,1505,1506],{"__ignoreMap":1303},[1307,1507,1508,1511],{"class":1309,"line":1310},[1307,1509,1510],{"class":1327},"curl",[1307,1512,1513],{"class":1320}," http://localhost:6333/collections\n",[1166,1515,1516,1517,1520,1521,1524,1525,1528],{},"Una respuesta con ",[1248,1518,1519],{},"\"status\":\"ok\""," confirma el servicio. Con clave API, utilice ",[1248,1522,1523],{},"curl -H 'api-key: \u003Cclave API>' http://localhost:6333/collections",". Abra ",[1248,1526,1527],{},"http://\u003Cdirección del servidor Qdrant>:6333/dashboard"," para ver el panel.",[1207,1530,1532],{"id":1531},"consejos-operativos","Consejos operativos",[1181,1534,1535,1552,1565],{},[1184,1536,1537,1541,1542,1544,1545,1548,1549,1551],{},[1538,1539,1540],"strong",{},"Actualización",": avance versiones menores de una en una según la guía oficial, por ejemplo, de 1.12 a 1.13. Cambie ",[1248,1543,1288],{},", ejecute ",[1248,1546,1547],{},"docker pull qdrant/qdrant:${QDRANT_VERSION}"," y vuelva a crear el contenedor con el mismo comando; ",[1248,1550,1284],{}," conserva los datos.",[1184,1553,1554,1557,1558,1560,1561,1564],{},[1538,1555,1556],{},"Copia de seguridad",": detenga el contenedor y copie ",[1248,1559,1284],{},", o use la API de snapshots. Los vectores también pueden reconstruirse con ",[1248,1562,1563],{},"Sync Existing Embeddings"," de SpaceBuilder.",[1184,1566,1567,1570,1571,1573,1574,1576],{},[1538,1568,1569],{},"Cortafuegos",": permita los puertos ",[1248,1572,1269],{}," y ",[1248,1575,1273],{}," solo desde SpaceBuilder. Para HTTPS, coloque un proxy inverso delante de Qdrant.",[1176,1578,1204],{"id":1579},"configurar-la-conexión",[1166,1581,1582,1583,1586,1587,1590,1591,1296],{},"Introduzca los valores en ",[1248,1584,1585],{},"Vector DB Setup"," de ",[1201,1588,220],{"href":1589},"/es/docs/admin/knowledge/storage/"," y seleccione ",[1248,1592,1593],{},"Save",[1212,1595,1596,1608],{},[1215,1597,1598],{},[1218,1599,1600,1603,1606],{},[1221,1601,1602],{},"Campo",[1221,1604,1605],{},"Valor",[1221,1607,1226],{},[1228,1609,1610,1625,1643,1658,1674,1687],{},[1218,1611,1612,1617,1622],{},[1233,1613,1614],{},[1248,1615,1616],{},"Driver",[1233,1618,1619],{},[1248,1620,1621],{},"Qdrant",[1233,1623,1624],{},"Utiliza el servidor externo.",[1218,1626,1627,1632,1637],{},[1233,1628,1629],{},[1248,1630,1631],{},"REST endpoint",[1233,1633,1634],{},[1248,1635,1636],{},"http://\u003Cdirección del servidor Qdrant>:6333",[1233,1638,1639,1640,1296],{},"Si queda vacío, usa ",[1248,1641,1642],{},"http://localhost:6333",[1218,1644,1645,1650,1655],{},[1233,1646,1647],{},[1248,1648,1649],{},"gRPC endpoint",[1233,1651,1652],{},[1248,1653,1654],{},"http://\u003Cdirección del servidor Qdrant>:6334",[1233,1656,1657],{},"Se prefiere para buscar y guardar. Si queda vacío se deduce de REST y, si no conecta, se utiliza REST.",[1218,1659,1660,1665,1668],{},[1233,1661,1662],{},[1248,1663,1664],{},"Collection",[1233,1666,1667],{},"Nombre exclusivo de esta instancia",[1233,1669,1670,1671,1296],{},"Utilice el nombre recomendado ",[1248,1672,1673],{},"setfn_knowledge_...",[1218,1675,1676,1681,1684],{},[1233,1677,1678],{},[1248,1679,1680],{},"API key",[1233,1682,1683],{},"Clave configurada en Qdrant",[1233,1685,1686],{},"Déjela vacía si no hay autenticación. Se muestra enmascarada; vacío al guardar la elimina.",[1218,1688,1689,1694,1697],{},[1233,1690,1691],{},[1248,1692,1693],{},"Vector dimensions",[1233,1695,1696],{},"Salida del modelo",[1233,1698,1699,1701,1702,1705],{},[1248,1700,1250],{}," utiliza ",[1248,1703,1704],{},"1024","; los modelos conocidos se completan automáticamente.",[1166,1707,1708,1709,1712],{},"Qdrant no muestra ",[1248,1710,1711],{},"Data Path"," porque todo se guarda en su servidor. Al guardar, el planificador comprueba el cambio e inicia automáticamente una reindexación completa si hace falta.",[1176,1714,1716],{"id":1715},"la-colección-se-crea-automáticamente","La colección se crea automáticamente",[1166,1718,1719],{},"SpaceBuilder crea la colección al guardar el primer dato y añade los índices de filtros necesarios.",[1212,1721,1722,1730],{},[1215,1723,1724],{},[1218,1725,1726,1728],{},[1221,1727,1223],{},[1221,1729,1605],{},[1228,1731,1732,1740,1748,1756],{},[1218,1733,1734,1737],{},[1233,1735,1736],{},"Formato",[1233,1738,1739],{},"Un único vector dense sin nombre",[1218,1741,1742,1745],{},[1233,1743,1744],{},"Tamaño",[1233,1746,1747],{},"Dimensiones configuradas",[1218,1749,1750,1753],{},[1233,1751,1752],{},"Distancia",[1233,1754,1755],{},"Cosine",[1218,1757,1758,1761],{},[1233,1759,1760],{},"Índices de filtro",[1233,1762,1763],{},"Instancia, generación, espacio, propietario y ruta original",[1166,1765,1766,1767,1770,1771,1774],{},"Antes de la primera indexación, ",[1248,1768,1769],{},"Collection configuration"," muestra ",[1248,1772,1773],{},"Not created yet · it is created automatically on first indexing",". No es un error.",[1207,1776,1778],{"id":1777},"precauciones-al-crearla-manualmente","Precauciones al crearla manualmente",[1166,1780,1781,1782,1785,1786,1789,1790,1793,1794,1296],{},"Las colecciones ",[1248,1783,1784],{},"Simple Hybrid Search"," o con named vectors no son compatibles. Para crear una manualmente, seleccione ",[1248,1787,1788],{},"Create New Collection",", abra ",[1248,1791,1792],{},"Console",", ejecute esta solicitud y ajuste ",[1248,1795,1796],{},"size",[1298,1798,1802],{"className":1799,"code":1800,"language":1801,"meta":1303,"style":1303},"language-http shiki shiki-themes github-light github-dark monokai","PUT /collections/setfn_knowledge_example\n{\n  \"vectors\": { \"size\": 1024, \"distance\": \"Cosine\" }\n}\n","http",[1248,1803,1804,1809,1814,1819],{"__ignoreMap":1303},[1307,1805,1806],{"class":1309,"line":1310},[1307,1807,1808],{},"PUT /collections/setfn_knowledge_example\n",[1307,1810,1811],{"class":1309,"line":1324},[1307,1812,1813],{},"{\n",[1307,1815,1816],{"class":1309,"line":1341},[1307,1817,1818],{},"  \"vectors\": { \"size\": 1024, \"distance\": \"Cosine\" }\n",[1307,1820,1821],{"class":1309,"line":1348},[1307,1822,1823],{},"}\n",[1825,1826,1827],"note",{},[1166,1828,1829,1830,1833],{},"Si creó una colección incompatible, ",[1248,1831,1832],{},"Collection configuration needs review"," indica que debe cambiar el nombre o eliminarla y permitir que SpaceBuilder la vuelva a crear. No puede utilizar una colección con dimensiones o distancia distintas.",[1176,1835,1837],{"id":1836},"consultar-los-datos-guardados","Consultar los datos guardados",[1166,1839,1840,1841,1296],{},"Consulte estos valores en ",[1248,1842,1843],{},"Vector DB Overview",[1212,1845,1846,1855],{},[1215,1847,1848],{},[1218,1849,1850,1852],{},[1221,1851,1602],{},[1221,1853,1854],{},"Significado",[1228,1856,1857,1867,1877,1887],{},[1218,1858,1859,1864],{},[1233,1860,1861],{},[1248,1862,1863],{},"Connection",[1233,1865,1866],{},"Si el servidor es accesible",[1218,1868,1869,1874],{},[1233,1870,1871],{},[1248,1872,1873],{},"Stored vectors",[1233,1875,1876],{},"Vectores de esta instancia; excluye otras instancias de la misma colección",[1218,1878,1879,1884],{},[1233,1880,1881],{},[1248,1882,1883],{},"Total Collections",[1233,1885,1886],{},"Total del servidor Qdrant",[1218,1888,1889,1893],{},[1233,1890,1891],{},[1248,1892,1769],{},[1233,1894,1895],{},"Compatibilidad de dimensiones y distancia",[1166,1897,1898],{},"Un vector representa un fragmento. Un documento se divide por secciones, páginas o filas y después en segmentos de unas 700–1000 letras coreanas, por lo que suele haber muchos más vectores que documentos.",[1166,1900,1901],{},"Para contar vectores por archivo en la consola:",[1298,1903,1905],{"className":1799,"code":1904,"language":1801,"meta":1303,"style":1303},"POST /collections/setfn_knowledge_example/facet\n{ \"key\": \"source_path\", \"limit\": 50 }\n",[1248,1906,1907,1912],{"__ignoreMap":1303},[1307,1908,1909],{"class":1309,"line":1310},[1307,1910,1911],{},"POST /collections/setfn_knowledge_example/facet\n",[1307,1913,1914],{"class":1309,"line":1324},[1307,1915,1916],{},"{ \"key\": \"source_path\", \"limit\": 50 }\n",[1825,1918,1919],{},[1166,1920,1921],{},"La API facet requiere Qdrant 1.12 o posterior. Si varias instancias comparten una colección, incluye los vectores de todas.",[1166,1923,1924],{},"Para ver algunos fragmentos:",[1298,1926,1928],{"className":1799,"code":1927,"language":1801,"meta":1303,"style":1303},"POST /collections/setfn_knowledge_example/points/scroll\n{ \"limit\": 10, \"with_payload\": [\"source_path\", \"text\"], \"with_vector\": false }\n",[1248,1929,1930,1935],{"__ignoreMap":1303},[1307,1931,1932],{"class":1309,"line":1310},[1307,1933,1934],{},"POST /collections/setfn_knowledge_example/points/scroll\n",[1307,1936,1937],{"class":1309,"line":1324},[1307,1938,1939],{},"{ \"limit\": 10, \"with_payload\": [\"source_path\", \"text\"], \"with_vector\": false }\n",[1941,1942,1943],"warning",{},[1166,1944,1945,1946,1949,1950,1296],{},"No edite ni elimine puntos directamente en el panel. Podría desincronizar el estado de SpaceBuilder. Para reconstruirlos, utilice ",[1248,1947,1948],{},"Rebuild Vector Generation"," en ",[1201,1951,220],{"href":1589},[1176,1953,1955],{"id":1954},"varias-instancias-en-un-mismo-qdrant","Varias instancias en un mismo Qdrant",[1166,1957,1958,1959,1962],{},"Un nombre de colección distinto por instancia separa completamente los datos. Si conserva ",[1248,1960,1961],{},"knowledge_vectors",", se muestra una advertencia y el nombre recomendado.",[1166,1964,1965],{},"Aunque compartan colección, una clave de aislamiento limita búsquedas y eliminaciones a cada instancia. Para copias, capacidad y eliminación independientes, utilice colecciones separadas. También se muestra una advertencia si otro proyecto activo del mismo servidor comparte la colección.",[1176,1967,1969],{"id":1968},"documentos-relacionados","Documentos relacionados",[1181,1971,1972,1976,1981,1986],{},[1184,1973,1974],{},[1201,1975,220],{"href":1589},[1184,1977,1978],{},[1201,1979,225],{"href":1980},"/es/docs/admin/knowledge/storage-operations/",[1184,1982,1983],{},[1201,1984,240],{"href":1985},"/es/docs/admin/knowledge/milvus/",[1184,1987,1988],{},[1201,1989,208],{"href":1990},"/es/docs/admin/knowledge/indexing/",[1992,1993,1994],"style",{},"html pre.shiki code .sMOD_, html code.shiki .sMOD_{--shiki-default:#24292E;--shiki-dark:#E1E4E8;--shiki-sepia:#F8F8F2}html pre.shiki code .sC2Qs, html code.shiki .sC2Qs{--shiki-default:#D73A49;--shiki-dark:#F97583;--shiki-sepia:#F92672}html pre.shiki code .sstjo, html code.shiki .sstjo{--shiki-default:#032F62;--shiki-dark:#9ECBFF;--shiki-sepia:#E6DB74}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 .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);}",{"title":1303,"searchDepth":1324,"depth":1341,"links":1996},[1997,1998,2004,2005,2008,2009,2010],{"id":1178,"depth":1324,"text":1179},{"id":1195,"depth":1324,"text":1196,"children":1999},[2000,2001,2002,2003],{"id":1209,"depth":1341,"text":1210},{"id":1277,"depth":1341,"text":1278},{"id":1499,"depth":1341,"text":1500},{"id":1531,"depth":1341,"text":1532},{"id":1579,"depth":1324,"text":1204},{"id":1715,"depth":1324,"text":1716,"children":2006},[2007],{"id":1777,"depth":1341,"text":1778},{"id":1836,"depth":1324,"text":1837},{"id":1954,"depth":1324,"text":1955},{"id":1968,"depth":1324,"text":1969},"Explica cómo conectar Qdrant como base vectorial de SpaceBuilder y consultar sus colecciones y datos.","md",{},{"title":2015,"description":2011,"ogType":2016,"twitterCard":2017,"keywords":2018},"Conectar Qdrant | Admin Docs","article","summary_large_image",[1621,2019,2020,2021,2022],"Base de datos vectorial","Colección","RAG","Indexación de conocimiento","y95U1lUCp4TpBVEnluUfYi0jtX0KQbIJqjYFNvEvfXE",[2025,2026],{"title":225,"path":226,"stem":227,"slug":228,"children":-1},{"title":235,"path":236,"stem":237,"slug":238,"children":-1},{"title":230,"filename":2028,"content":2029},"qdrant","# Conectar Qdrant\n\nQdrant es una base vectorial que se ejecuta como servidor independiente. Utilícela si los datos superan decenas de miles de elementos o si quiere separarlos del servidor de SpaceBuilder.\n\nLos archivos y el texto original permanecen en SpaceBuilder. Qdrant solo guarda los vectores y la información mínima necesaria para buscar.\n\n---\n\n## Antes de comenzar\n\n- Permisos: administrador de Workspace y autorización para administrar la conexión\n- El servidor de SpaceBuilder debe acceder a los endpoints REST y gRPC.\n- Compruebe las dimensiones de salida del modelo de embeddings.\n\n## Instalar Qdrant\n\nNecesita un servidor Qdrant accesible. Si ya existe, vaya a [Configurar la conexión](#configurar-la-conexión). El método más sencillo es Docker en Linux.\n\n### Preparación\n\n| Elemento | Descripción |\n|------|------|\n| Servidor | Puede ser el mismo equipo o uno separado. Si comparte equipo, reserve memoria para ambos servicios. |\n| Memoria | Fórmula recomendada: vectores × dimensiones × 4 bytes × 1,5. Para `bge-m3` de 1024 dimensiones, unos 0,6 GB por 100 000 vectores y 6 GB por un millón. |\n| Disco | Reserve entre dos y tres veces la memoria, pues guarda vectores y texto de fragmentos. |\n| Puertos | `6333` para REST y `6334` para gRPC. SetFN prefiere gRPC y recurre a REST si falla. |\n\n### Ejecución\n\nConecte siempre una carpeta persistente. El ejemplo guarda en `/data/qdrant`, reinicia automáticamente y fija la versión mediante `QDRANT_VERSION`. Sustituya la versión por una validada de [Qdrant Releases](https://github.com/qdrant/qdrant/releases).\n\n```bash\nQDRANT_VERSION=v1.19.1\nsudo mkdir -p /data/qdrant\n\ndocker run -d --name qdrant \\\n  --restart unless-stopped \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /data/qdrant:/qdrant/storage \\\n  qdrant/qdrant:${QDRANT_VERSION}\n```\n\nEn otro servidor o una red compartida, active una clave API larga y difícil de adivinar.\n\n```bash\nQDRANT_VERSION=v1.19.1\ndocker run -d --name qdrant \\\n  --restart unless-stopped \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /data/qdrant:/qdrant/storage \\\n  -e QDRANT__SERVICE__API_KEY='\u003Cclave API>' \\\n  qdrant/qdrant:${QDRANT_VERSION}\n```\n\n### Comprobar la instalación\n\n```bash\ncurl http://localhost:6333/collections\n```\n\nUna respuesta con `\"status\":\"ok\"` confirma el servicio. Con clave API, utilice `curl -H 'api-key: \u003Cclave API>' http://localhost:6333/collections`. Abra `http://\u003Cdirección del servidor Qdrant>:6333/dashboard` para ver el panel.\n\n### Consejos operativos\n\n- **Actualización**: avance versiones menores de una en una según la guía oficial, por ejemplo, de 1.12 a 1.13. Cambie `QDRANT_VERSION`, ejecute `docker pull qdrant/qdrant:${QDRANT_VERSION}` y vuelva a crear el contenedor con el mismo comando; `/data/qdrant` conserva los datos.\n- **Copia de seguridad**: detenga el contenedor y copie `/data/qdrant`, o use la API de snapshots. Los vectores también pueden reconstruirse con `Sync Existing Embeddings` de SpaceBuilder.\n- **Cortafuegos**: permita los puertos `6333` y `6334` solo desde SpaceBuilder. Para HTTPS, coloque un proxy inverso delante de Qdrant.\n\n## Configurar la conexión\n\nIntroduzca los 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` | `Qdrant` | Utiliza el servidor externo. |\n| `REST endpoint` | `http://\u003Cdirección del servidor Qdrant>:6333` | Si queda vacío, usa `http://localhost:6333`. |\n| `gRPC endpoint` | `http://\u003Cdirección del servidor Qdrant>:6334` | Se prefiere para buscar y guardar. Si queda vacío se deduce de REST y, si no conecta, se utiliza REST. |\n| `Collection` | Nombre exclusivo de esta instancia | Utilice el nombre recomendado `setfn_knowledge_...`. |\n| `API key` | Clave configurada en Qdrant | Déjela vacía si no hay autenticación. Se muestra enmascarada; vacío al guardar la elimina. |\n| `Vector dimensions` | Salida del modelo | `bge-m3` utiliza `1024`; los modelos conocidos se completan automáticamente. |\n\nQdrant no muestra `Data Path` porque todo se guarda en su servidor. Al guardar, el planificador comprueba el cambio e inicia automáticamente una reindexación completa si hace falta.\n\n## La colección se crea automáticamente\n\nSpaceBuilder crea la colección al guardar el primer dato y añade los índices de filtros necesarios.\n\n| Elemento | Valor |\n|----------------|-----|\n| Formato | Un único vector dense sin nombre |\n| Tamaño | Dimensiones configuradas |\n| Distancia | Cosine |\n| Índices de filtro | Instancia, generación, espacio, propietario y ruta original |\n\nAntes de la primera indexación, `Collection configuration` muestra `Not created yet · it is created automatically on first indexing`. No es un error.\n\n### Precauciones al crearla manualmente\n\nLas colecciones `Simple Hybrid Search` o con named vectors no son compatibles. Para crear una manualmente, seleccione `Create New Collection`, abra `Console`, ejecute esta solicitud y ajuste `size`.\n\n```http\nPUT /collections/setfn_knowledge_example\n{\n  \"vectors\": { \"size\": 1024, \"distance\": \"Cosine\" }\n}\n```\n\n::note\nSi creó una colección incompatible, `Collection configuration needs review` indica que debe cambiar el nombre o eliminarla y permitir que SpaceBuilder la vuelva a crear. No puede utilizar una colección con dimensiones o distancia distintas.\n::\n\n## Consultar los datos guardados\n\nConsulte estos valores en `Vector DB Overview`.\n\n| Campo | Significado |\n|------|------|\n| `Connection` | Si el servidor es accesible |\n| `Stored vectors` | Vectores de esta instancia; excluye otras instancias de la misma colección |\n| `Total Collections` | Total del servidor Qdrant |\n| `Collection configuration` | Compatibilidad de dimensiones y distancia |\n\nUn vector representa un fragmento. Un documento se divide por secciones, páginas o filas y después en segmentos de unas 700–1000 letras coreanas, por lo que suele haber muchos más vectores que documentos.\n\nPara contar vectores por archivo en la consola:\n\n```http\nPOST /collections/setfn_knowledge_example/facet\n{ \"key\": \"source_path\", \"limit\": 50 }\n```\n\n::note\nLa API facet requiere Qdrant 1.12 o posterior. Si varias instancias comparten una colección, incluye los vectores de todas.\n::\n\nPara ver algunos fragmentos:\n\n```http\nPOST /collections/setfn_knowledge_example/points/scroll\n{ \"limit\": 10, \"with_payload\": [\"source_path\", \"text\"], \"with_vector\": false }\n```\n\n::warning\nNo edite ni elimine puntos directamente en el panel. Podría desincronizar el estado de SpaceBuilder. Para reconstruirlos, utilice `Rebuild Vector Generation` en [Almacenamiento de conocimiento](/es/docs/admin/knowledge/storage/).\n::\n\n## Varias instancias en un mismo Qdrant\n\nUn nombre de colección distinto por instancia separa completamente los datos. Si conserva `knowledge_vectors`, se muestra una advertencia y el nombre recomendado.\n\nAunque compartan colección, una clave de aislamiento limita búsquedas y eliminaciones a cada instancia. Para copias, capacidad y eliminación independientes, utilice colecciones separadas. También se muestra una advertencia si otro proyecto activo del mismo servidor comparte la colección.\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 Milvus](/es/docs/admin/knowledge/milvus/)\n- [Recopilación e indexación](/es/docs/admin/knowledge/indexing/)\n",1793056592757]