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(SQLite)",[1243,1261,1262,1263,524],{},"指定したパスの",[1193,1264,1265],{},"local_vectors.db",[1243,1267,1251],{},[1243,1269,1270],{},"ベクトルが約5万個以下の小規模な環境。保存パスを自分で決めたい場合に使用します。",[1223,1272,1273,1276,1279,1282],{},[1243,1274,1275],{},"Qdrant",[1243,1277,1278],{},"外部のQdrantサーバー",[1243,1280,1281],{},"自動作成",[1243,1283,1284],{},"ベクトルが多い場合や、検索データを別のサーバーに分離する場合",[1223,1286,1287,1290,1293,1298],{},[1243,1288,1289],{},"Milvus",[1243,1291,1292],{},"外部のMilvusサーバー",[1243,1294,1295],{},[1172,1296,1297],{},"事前に作成が必要",[1243,1299,1300],{},"すでにMilvusを運用している場合や、大規模なクラスターが必要な場合",[1165,1302,1303,1304,1307],{},"ベクトル数は文書数ではなく、",[1172,1305,1306],{},"文書の断片（チャンク）の数","です。文書は形式に応じてセクション、ページ、行の単位で分割した後、韓国語基準で約700〜1,000文字のサイズにさらに分割して保存します。長い文書1つが数十個のベクトルになることがあります。",[1165,1309,1310],{},"外部ベクトルDBのインストールと接続の方法は、それぞれのドキュメントを参照してください。",[1184,1312,1313,1319],{},[1187,1314,1315,1318],{},[1208,1316,230],{"href":1317},"/ja/docs/admin/knowledge/qdrant/"," — Dockerコンテナ1つでインストールできる軽量な構成です。別のサーバーを初めて構成する場合は、Qdrantを推奨します。",[1187,1320,1321,1324],{},[1208,1322,240],{"href":1323},"/ja/docs/admin/knowledge/milvus/"," — メモリ8GB以上の別のサーバーを推奨します。コレクションを自分で作成する必要があります。",[1326,1327,1328],"note",{},[1165,1329,1330,1331,1211,1335,1338],{},"埋め込みモデルが準備されていない場合は、どのドライバーを選択してもベクトル検索は動作せず、キーワード検索のみを使用します。ドライバーとあわせて、",[1208,1332,1334],{"href":1333},"/ja/docs/admin/knowledge/indexing/","ナレッジインデックス作成",[1193,1336,1337],{},"開始前の設定確認","をすべて完了してください。",[1180,1340,1342],{"id":1341},"local-sqliteの運用","Local (SQLite)の運用",[1165,1344,1345,1346,1348],{},"Localドライバーは、外部サービスを使わずに、1つのSQLiteファイル（",[1193,1347,1265],{},"）でベクトル検索を運用します。",[1217,1350,1351,1361],{},[1220,1352,1353],{},[1223,1354,1355,1358],{},[1226,1356,1357],{},"項目",[1226,1359,1360],{},"内容",[1238,1362,1363,1376,1387,1395],{},[1223,1364,1365,1368],{},[1243,1366,1367],{},"保存ファイル",[1243,1369,1370,1373,1374],{},[1193,1371,1372],{},"データパス","の下の",[1193,1375,1265],{},[1223,1377,1378,1380],{},[1243,1379,1372],{},[1243,1381,1382,1383,1386],{},"デフォルト値は",[1193,1384,1385],{},"vectordb_local","です。相対パスは、SpaceBuilderの設定ファイルがあるフォルダを基準にします。",[1223,1388,1389,1392],{},[1243,1390,1391],{},"検索方式",[1243,1393,1394],{},"保存されているベクトルをすべて比較する方式です。1024次元の場合、1万個で約10msかかり、データが増えるほど検索時間も長くなります。",[1223,1396,1397,1400],{},[1243,1398,1399],{},"推奨規模",[1243,1401,1402],{},"ベクトル約5万個以下。これを超える場合は、QdrantまたはMilvusへの切り替えを推奨します。",[1165,1404,1405,1408,1409,1412],{},[1193,1406,1407],{},"ベクトルDBの運用状況","には、",[1193,1410,1411],{},"local_vectors.db 使用量","もあわせて表示されます。",[1217,1414,1415,1424],{},[1220,1416,1417],{},[1223,1418,1419,1421],{},[1226,1420,1357],{},[1226,1422,1423],{},"意味",[1238,1425,1426,1434],{},[1223,1427,1428,1431],{},[1243,1429,1430],{},"DB ファイル / WAL / SHM",[1243,1432,1433],{},"SQLiteの本体ファイルと書き込みログファイルのサイズ",[1223,1435,1436,1439],{},[1243,1437,1438],{},"DB 内部の再利用可能領域",[1243,1440,1441],{},"データの削除によって空いたものの、まだファイルサイズには反映されていない領域です。新しいデータを保存するときは、この領域を先に再利用します。",[1443,1444,1445],"warning",{},[1165,1446,1447],{},"同じサーバーで複数のSpaceBuilderプロジェクトを実行する場合は、プロジェクトごとに異なるデータパスを使用してください。実行中の別のプロジェクトが同じパスを使用していると、設定画面に警告が表示されます。",[1180,1449,1450],{"id":1450},"ストレージや埋め込みモデルを変更するとき",[1165,1452,1453,1454,1457],{},"次の項目のうち1つでも変更して保存すると、SpaceBuilderが変更を検知し、",[1172,1455,1456],{},"元の資料全体の再インデックスを自動的に開始","します。",[1184,1459,1460,1463],{},[1187,1461,1462],{},"ドライバー、エンドポイント、コレクション、データパス",[1187,1464,1465],{},"埋め込みモデル、ベクトル次元数",[1165,1467,1468],{},"切り替えは、次の順序で進みます。",[1470,1471,1472,1475,1478,1481],"ol",{},[1187,1473,1474],{},"新しい設定を保存します。",[1187,1476,1477],{},"インデックススケジューラーが変更を検知し、元の資料全体の再インデックスをリクエストします。",[1187,1479,1480],{},"すべての文書を新しい設定で埋め込み直し、新しいストレージに保存します。",[1187,1482,1483,1484,1487],{},"すべての文書が新しいストレージに保存され、検索の検証まで終わると、以前のベクトルを",[1172,1485,1486],{},"元の保存場所から","削除します。",[1489,1490,1491],"h3",{"id":1491},"切り替え中の検索",[1184,1493,1494,1497,1500],{},[1187,1495,1496],{},"変更を検知するまでは、ベクトル検索を一時的に停止し、キーワード検索のみを使用します。",[1187,1498,1499],{},"再インデックス中は、新しいストレージを検索します。まだ新しいストレージに移されていない文書は、ベクトル検索の結果に表示されない場合があります。",[1187,1501,1502],{},"再インデックスが終わると、新しい設定で作成したベクトルのみを検索します。",[1165,1504,1505],{},"文書が多いと再インデックスに時間がかかる場合があるため、ユーザーが少ない時間帯に切り替えてください。",[1489,1507,1508],{"id":1508},"切り替え時の注意点",[1184,1510,1511,1521,1527],{},[1187,1512,1513,1516,1517,1520],{},[1172,1514,1515],{},"以前の外部ストレージは、整理が終わるまで稼働させておいてください。"," QdrantやMilvusから別のストレージに移行した場合は、以前のベクトルの削除が終わるまで、以前のサーバーに接続できる必要があります。接続できない場合、整理作業は",[1193,1518,1519],{},"以前の保存先に接続できません","の状態で再試行され続けます。",[1187,1522,1523,1526],{},[1172,1524,1525],{},"ベクトル次元数を変更する場合は、コレクションも新しく指定してください。"," 作成済みのQdrant・Milvusコレクションは、次元を変更できません。次元が異なるコレクションには保存できません。",[1187,1528,1529,1532],{},[1172,1530,1531],{},"以前の設定に戻しても、再インデックスします。"," A → B → Aのように戻した場合、最初のAのデータは再利用されず、新たにインデックスを作成します。",[1180,1534,1535],{"id":1535},"運用状態の確認",[1489,1537,1407],{"id":1538},"ベクトルdbの運用状況",[1165,1540,1541,1543],{},[1208,1542,220],{"href":1210},"画面の上部で確認します。",[1217,1545,1546,1554],{},[1220,1547,1548],{},[1223,1549,1550,1552],{},[1226,1551,1357],{},[1226,1553,1423],{},[1238,1555,1556,1564,1572,1580,1588],{},[1223,1557,1558,1561],{},[1243,1559,1560],{},"接続状態",[1243,1562,1563],{},"ベクトルストレージに接続できるかどうか",[1223,1565,1566,1569],{},[1243,1567,1568],{},"ベクトルストア",[1243,1570,1571],{},"使用中のドライバーと種類（組み込み型・サービス型）",[1223,1573,1574,1577],{},[1243,1575,1576],{},"保存済みベクトル数",[1243,1578,1579],{},"このインスタンス（現在のSpaceBuilder）が保存したベクトルの数。同じストレージを使用する別のインスタンスのデータは含みません。",[1223,1581,1582,1585],{},[1243,1583,1584],{},"コレクション数",[1243,1586,1587],{},"Localは1（初回のインデックス作成前は0）、Qdrant・Milvusはそのサーバーにあるすべてのコレクションの数",[1223,1589,1590,1593],{},[1243,1591,1592],{},"コレクション設定",[1243,1594,1595],{},"ストレージの次元と距離の計算方式が、設定と一致しているかどうか",[1165,1597,1598,1600],{},[1193,1599,1592],{},"には、次のいずれかが表示されます。",[1217,1602,1603,1612],{},[1220,1604,1605],{},[1223,1606,1607,1610],{},[1226,1608,1609],{},"表示",[1226,1611,1423],{},[1238,1613,1614,1622,1630,1642],{},[1223,1615,1616,1619],{},[1243,1617,1618],{},"正常（現在の設定と互換性あり）",[1243,1620,1621],{},"コレクションを使用できます。",[1223,1623,1624,1627],{},[1243,1625,1626],{},"未作成・初回インデックス作成時に自動で作成されます",[1243,1628,1629],{},"Qdrantのコレクションがまだありません。エラーではなく、初回のインデックス作成時に作成されます。",[1223,1631,1632,1635],{},[1243,1633,1634],{},"コレクションがありません・先に Milvus でコレクションを作成してください",[1243,1636,1637,1638,1641],{},"Milvusのコレクションは自動的には作成されません。",[1208,1639,240],{"href":1640},"./milvus#%E3%82%B3%E3%83%AC%E3%82%AF%E3%82%B7%E3%83%A7%E3%83%B3%E3%82%92%E4%BA%8B%E5%89%8D%E3%81%AB%E4%BD%9C%E6%88%90%E3%81%99%E3%82%8B","を参照して作成してください。",[1223,1643,1644,1647],{},[1243,1645,1646],{},"コレクション設定の確認が必要",[1243,1648,1649],{},"次元または距離の計算方式が一致していません。あわせて表示されるエラー内容を確認してください。",[1489,1651,1652],{"id":1652},"ナレッジインデックス作成画面",[1165,1654,1655,1657],{},[1208,1656,1334],{"href":1333},"のインデックス要約で、進行状況を確認します。",[1217,1659,1660,1668],{},[1220,1661,1662],{},[1223,1663,1664,1666],{},[1226,1665,1357],{},[1226,1667,1423],{},[1238,1669,1670,1678,1686,1697],{},[1223,1671,1672,1675],{},[1243,1673,1674],{},"更新待ち",[1243,1676,1677],{},"新しく作成または変更したファイルのうち、インデックス作成を待っている数",[1223,1679,1680,1683],{},[1243,1681,1682],{},"埋め込み待ち",[1243,1684,1685],{},"テキストの抽出が終わり、ベクトルへの変換を待っている数",[1223,1687,1688,1691],{},[1243,1689,1690],{},"埋め込み数",[1243,1692,1693,1694,1696],{},"SpaceBuilderが記録している現在の埋め込み数。切り替えや再インデックスの間は、ベクトルDBの",[1193,1695,1576],{},"と異なる場合があります。",[1223,1698,1699,1702],{},[1243,1700,1701],{},"ベクトル削除待ち",[1243,1703,1704],{},"ファイルの削除やストレージの切り替えの後、元の保存場所から削除されるのを待っているベクトルの数",[1165,1706,1707],{},"以前のベクトルの削除に失敗すると、整理の再試行一覧に保存先と理由が表示されます。再試行の間隔は徐々に長くなり、最大5分です。",[1217,1709,1710,1720],{},[1220,1711,1712],{},[1223,1713,1714,1717],{},[1226,1715,1716],{},"理由",[1226,1718,1719],{},"意味と対処",[1238,1721,1722,1729,1737,1745],{},[1223,1723,1724,1726],{},[1243,1725,1519],{},[1243,1727,1728],{},"以前のベクトルDBサーバーが停止しているか、接続できません。以前のサーバーを再び起動すると、自動的に整理を再開します。",[1223,1730,1731,1734],{},[1243,1732,1733],{},"リモート削除に失敗",[1243,1735,1736],{},"ベクトルDBが削除リクエストを拒否しました。ベクトルDBサーバーの状態とログを確認してください。",[1223,1738,1739,1742],{},[1243,1740,1741],{},"以前の保存結果を確認中",[1243,1743,1744],{},"結果が確認されていない保存リクエストが残っているため、削除の完了を待っています。ほとんどの場合、自動的に解消されます。",[1223,1746,1747,1750],{},[1243,1748,1749],{},"削除完了の記録に失敗",[1243,1751,1752],{},"削除はされましたが、SpaceBuilderに完了を記録できませんでした。次の周期でもう一度試行します。",[1180,1754,1755],{"id":1755},"ベクトルの同期と再構築",[1165,1757,1758,1211,1760,1763],{},[1208,1759,220],{"href":1210},[1193,1761,1762],{},"管理者専用","の領域で実行します。どちらの操作でも元のファイルは削除されず、Team以上のライセンスが必要です。",[1217,1765,1766,1779],{},[1220,1767,1768],{},[1223,1769,1770,1773,1776],{},[1226,1771,1772],{},"操作",[1226,1774,1775],{},"動作",[1226,1777,1778],{},"使用する場面",[1238,1780,1781,1794],{},[1223,1782,1783,1788,1791],{},[1243,1784,1785],{},[1193,1786,1787],{},"既存の埋め込みを同期",[1243,1789,1790],{},"現在の文書チャンクと互換性のある既存の埋め込みを、選択したベクトルDBにコピーし、復元できないベクトルだけを作り直します。",[1243,1792,1793],{},"ベクトルDBを変更した場合や、ストレージのベクトルが欠けている場合",[1223,1795,1796,1801,1804],{},[1243,1797,1798],{},[1193,1799,1800],{},"ベクトル世代を再構築",[1243,1802,1803],{},"以前のベクトルを維持したまま新しいベクトル世代を作成し、検証が終わると以前のベクトルを整理します。",[1243,1805,1806],{},"保存されているベクトルを最初から構成し直す必要がある場合",[1184,1808,1809,1815],{},[1187,1810,1811,1812,1814],{},"どちらの操作もリクエストを受け付けるものであり、進行状況は",[1208,1813,208],{"href":1333},"で確認します。",[1187,1816,1817],{},"同じQdrant・Milvusコレクションを使用する別のインスタンスのデータには影響しません。",[1180,1819,1821],{"id":1820},"複数のインスタンスが1つのベクトルdbを共有するとき","複数のインスタンスが1つのベクトルDBを共有するとき",[1165,1823,1824],{},"インスタンスとは、個別にインストールして運用する1つのSpaceBuilderのことです。インスタンスごとに固有のインスタンス分離キーがあり、保存するベクトルにはこのキーがあわせて記録されます。そのため、同じコレクションを共有しても、検索、統計、ベクトルの整理は、それぞれのインスタンスのデータの中だけで行われます。",[1165,1826,1827,1828,1831,1832,1835,1836,1839],{},"ただし、バックアップ、容量の管理、削除をインスタンスごとに行うには、",[1172,1829,1830],{},"インスタンスごとに別のコレクションを使用すること","を推奨します。デフォルトのコレクション名（",[1193,1833,1834],{},"knowledge_vectors","）を使用すると、設定画面に警告とともに、このインスタンスの推奨名（",[1193,1837,1838],{},"setfn_knowledge_...","）が表示されます。",[1180,1841,1842],{"id":1842},"バックアップと復元",[1165,1844,1845],{},"ナレッジデータのバックアップは、SpaceBuilderサーバーを停止してからコマンドで実行します。サーバーが実行中の場合、バックアップと復元は拒否されます。復元できるのは、同じインスタンス、同じホームフォルダで作成したバックアップだけです。",[1847,1848,1853],"pre",{"className":1849,"code":1850,"language":1851,"meta":1852,"style":1852},"language-bash shiki shiki-themes github-light github-dark monokai","# バックアップ（対象フォルダは、まだ存在しない新しいパスである必要があります）\n~/setfn-spacebuilder admin knowledge-backup \u003Cバックアップフォルダ>\n\n# 復元\n~/setfn-spacebuilder admin knowledge-restore \u003Cバックアップフォルダ>\n","bash","",[1193,1854,1855,1864,1884,1891,1897],{"__ignoreMap":1852},[1856,1857,1860],"span",{"class":1858,"line":1859},"line",1,[1856,1861,1863],{"class":1862},"s8-w5","# バックアップ（対象フォルダは、まだ存在しない新しいパスである必要があります）\n",[1856,1865,1867,1871,1875,1878,1881],{"class":1858,"line":1866},2,[1856,1868,1870],{"class":1869},"sC2Qs","~",[1856,1872,1874],{"class":1873},"sMOD_","/setfn-spacebuilder admin knowledge-backup ",[1856,1876,1877],{"class":1869},"\u003C",[1856,1879,1880],{"class":1873},"バックアップフォルダ",[1856,1882,1883],{"class":1869},">\n",[1856,1885,1887],{"class":1858,"line":1886},3,[1856,1888,1890],{"emptyLinePlaceholder":1889},true,"\n",[1856,1892,1894],{"class":1858,"line":1893},4,[1856,1895,1896],{"class":1862},"# 復元\n",[1856,1898,1900,1902,1905,1907,1909],{"class":1858,"line":1899},5,[1856,1901,1870],{"class":1869},[1856,1903,1904],{"class":1873},"/setfn-spacebuilder admin knowledge-restore ",[1856,1906,1877],{"class":1869},[1856,1908,1880],{"class":1873},[1856,1910,1883],{"class":1869},[1217,1912,1913,1923],{},[1220,1914,1915],{},[1223,1916,1917,1920],{},[1226,1918,1919],{},"対象",[1226,1921,1922],{},"バックアップに含まれるか",[1238,1924,1925,1933,1943],{},[1223,1926,1927,1930],{},[1243,1928,1929],{},"ナレッジインデックスの記録（チーム・個人スペース）",[1243,1931,1932],{},"含まれる",[1223,1934,1935,1940],{},[1243,1936,1937,1938],{},"Localの",[1193,1939,1265],{},[1243,1941,1942],{},"SpaceBuilderのホームまたは設定フォルダの中にある場合のみ含まれる",[1223,1944,1945,1948],{},[1243,1946,1947],{},"Qdrant・Milvusのベクトル",[1243,1949,1950],{},"含まれない（元の資料から作り直す派生データ）",[1165,1952,1953,1954,1956,1957,1959],{},"復元後はサーバーを起動し、",[1208,1955,220],{"href":1210},"で",[1193,1958,1787],{},"を実行して、ベクトルDBにデータを入れ直してください。バックアップ以降に外部ベクトルDBへ保存されたベクトルは、復元の過程で整理対象になり、サーバーの起動後に元の保存場所から自動的に削除されます。",[1180,1961,1962],{"id":1962},"トラブルシューティング",[1217,1964,1965,1975],{},[1220,1966,1967],{},[1223,1968,1969,1972],{},[1226,1970,1971],{},"症状",[1226,1973,1974],{},"確認する内容",[1238,1976,1977,1988,2001,2018,2029,2042,2053],{},[1223,1978,1979,1985],{},[1243,1980,1981,1982],{},"接続状態が",[1193,1983,1984],{},"未接続",[1243,1986,1987],{},"エンドポイントのアドレスとポート、ファイアウォール、ベクトルDBサーバーが実行中かどうかを確認してください。",[1223,1989,1990,1998],{},[1243,1991,1992,1994,1995],{},[1193,1993,1646],{},"と",[1193,1996,1997],{},"collection dimension is ..., expected ...",[1243,1999,2000],{},"コレクションの次元と、設定したベクトル次元数が異なります。新しいコレクション名を指定してください。",[1223,2002,2003,2011],{},[1243,2004,2005,1994,2007,2010],{},[1193,2006,1646],{},[1193,2008,2009],{},"unnamed dense vector","に関するエラー",[1243,2012,2013,2014,2017],{},"QdrantのコレクションをHybridまたはnamed vectorで作成しています。",[1208,2015,230],{"href":2016},"./qdrant#%E3%82%B3%E3%83%AC%E3%82%AF%E3%82%B7%E3%83%A7%E3%83%B3%E3%82%92%E6%89%8B%E5%8B%95%E3%81%A7%E4%BD%9C%E6%88%90%E3%81%99%E3%82%8B%E3%81%A8%E3%81%8D%E3%81%AE%E6%B3%A8%E6%84%8F%E7%82%B9","を参照してください。",[1223,2019,2020,2023],{},[1243,2021,2022],{},"保存済みベクトル数が増えない",[1243,2024,2025,2026,2028],{},"ナレッジインデックス作成がオンになっているか、許可時間帯の外ではないか、",[1193,2027,1337],{},"がすべて完了しているかを確認してください。",[1223,2030,2031,2036],{},[1243,2032,2033,2035],{},[1193,2034,1337],{},"のAIベクトルDBに警告が表示される",[1243,2037,2038,2039,2041],{},"ベクトルDBの接続エラー、コレクション設定の不一致、またはMilvusのコレクションなしです。接続エラーと設定の不一致は、カードにマウスポインターを合わせると詳細なエラーが表示されます。Milvusのコレクションなしの場合は、別途表示されるエラー内容がないため、",[1208,2040,240],{"href":1640},"を参照してコレクションを作成してください。カードを押すと、ベクトルDB設定に移動します。",[1223,2043,2044,2050],{},[1243,2045,2046,2047,2049],{},"ベクトルDBに認証が設定されていて",[1193,2048,1984],{},"になる",[1243,2051,2052],{},"ナレッジストレージでAPIキー（Qdrant・Milvus）、またはユーザー名とパスワード（Milvus）を入力して保存してください。",[1223,2054,2055,2058],{},[1243,2056,2057],{},"整理の再試行がたまり続ける",[1243,2059,2060,2061,2064],{},"以前のストレージに接続できるかどうかを確認してください。",[1208,2062,1535],{"href":2063},"#%E3%83%8A%E3%83%AC%E3%83%83%E3%82%B8%E3%82%A4%E3%83%B3%E3%83%87%E3%83%83%E3%82%AF%E3%82%B9%E4%BD%9C%E6%88%90%E7%94%BB%E9%9D%A2","の理由別の対処を参照してください。",[1180,2066,2067],{"id":2067},"関連ドキュメント",[1184,2069,2070,2074,2078,2082,2086],{},[1187,2071,2072],{},[1208,2073,220],{"href":1210},[1187,2075,2076],{},[1208,2077,230],{"href":1317},[1187,2079,2080],{},[1208,2081,240],{"href":1323},[1187,2083,2084],{},[1208,2085,208],{"href":1333},[1187,2087,2088],{},[1208,2089,355],{"href":2090},"/ja/docs/admin/system-admin/background-service/",[2092,2093,2094],"style",{},"html pre.shiki code .s8-w5, html code.shiki .s8-w5{--shiki-default:#6A737D;--shiki-dark:#6A737D;--shiki-sepia:#88846F}html pre.shiki code .sC2Qs, html code.shiki .sC2Qs{--shiki-default:#D73A49;--shiki-dark:#F97583;--shiki-sepia:#F92672}html pre.shiki code .sMOD_, html code.shiki .sMOD_{--shiki-default:#24292E;--shiki-dark:#E1E4E8;--shiki-sepia:#F8F8F2}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":1852,"searchDepth":1866,"depth":1886,"links":2096},[2097,2098,2099,2100,2104,2108,2109,2110,2111,2112],{"id":1182,"depth":1866,"text":1182},{"id":1204,"depth":1866,"text":1204},{"id":1341,"depth":1866,"text":1342},{"id":1450,"depth":1866,"text":1450,"children":2101},[2102,2103],{"id":1491,"depth":1886,"text":1491},{"id":1508,"depth":1886,"text":1508},{"id":1535,"depth":1866,"text":1535,"children":2105},[2106,2107],{"id":1538,"depth":1886,"text":1407},{"id":1652,"depth":1886,"text":1652},{"id":1755,"depth":1866,"text":1755},{"id":1820,"depth":1866,"text":1821},{"id":1842,"depth":1866,"text":1842},{"id":1962,"depth":1866,"text":1962},{"id":2067,"depth":1866,"text":2067},"AI検索データを保存するベクトルDBの選択、ストレージの切り替え、状態の点検、バックアップ・復元といった運用方法を説明します。","md",{},{"title":2117,"description":2113,"ogType":2118,"twitterCard":2119,"keywords":2120},"ナレッジストレージを運用する | Admin Docs","article","summary_large_image",[2121,2122,1275,1289,2123,2124],"ベクトルDB","SQLite","再インデックス","バックアップ","qCVQAtjYotY2D0htjp7nw0fT425gzeuZflnx87j5r2E",[2127,2128],{"title":220,"path":221,"stem":222,"slug":223,"children":-1},{"title":230,"path":231,"stem":232,"slug":233,"children":-1},{"title":225,"filename":2130,"content":2131},"storage-operations","# ナレッジストレージを運用する\n\nベクトルDBは、文書をAIが検索できる形式（ベクトル）に変換して保存する場所です。ナレッジインデックス作成で作られた検索データがここに保存され、AI文書検索とRAG回答がこのデータを使用します。\n\nベクトルDBに保存されるデータは、元の文書からいつでも作り直せる**派生データ**です。ベクトルDBを変更または初期化しても、ワークスペースの元のファイルは変わりません。\n\n---\n\n## 始める前に\n\n- 必要な権限：Workspace管理者\n- `ナレッジサービス` > `ナレッジストレージ`で、現在のドライバーと接続状態を確認します。\n- ストレージの切り替えや初期化は、検索結果が再び準備されるまで影響を与える場合があるため、作業時間を決めておきます。\n\n## ベクトルストレージの選択\n\n[ナレッジストレージ](/ja/docs/admin/knowledge/storage/)の`ドライバー`で選択します。\n\n| ドライバー | 保存場所 | コレクションの準備 | 推奨環境 |\n|----------|-----------|-------------|-----------|\n| Automatic (SQLite) | SpaceBuilderサーバー内部のファイル | 不要 | デフォルト値。埋め込みモデルを選択すると、内蔵のSQLiteストレージを使用します。 |\n| Local (SQLite) | 指定したパスの`local_vectors.db`ファイル | 不要 | ベクトルが約5万個以下の小規模な環境。保存パスを自分で決めたい場合に使用します。 |\n| Qdrant | 外部のQdrantサーバー | 自動作成 | ベクトルが多い場合や、検索データを別のサーバーに分離する場合 |\n| Milvus | 外部のMilvusサーバー | **事前に作成が必要** | すでにMilvusを運用している場合や、大規模なクラスターが必要な場合 |\n\nベクトル数は文書数ではなく、**文書の断片（チャンク）の数**です。文書は形式に応じてセクション、ページ、行の単位で分割した後、韓国語基準で約700〜1,000文字のサイズにさらに分割して保存します。長い文書1つが数十個のベクトルになることがあります。\n\n外部ベクトルDBのインストールと接続の方法は、それぞれのドキュメントを参照してください。\n\n- [Qdrantを接続する](/ja/docs/admin/knowledge/qdrant/) — Dockerコンテナ1つでインストールできる軽量な構成です。別のサーバーを初めて構成する場合は、Qdrantを推奨します。\n- [Milvusを接続する](/ja/docs/admin/knowledge/milvus/) — メモリ8GB以上の別のサーバーを推奨します。コレクションを自分で作成する必要があります。\n\n::note\n埋め込みモデルが準備されていない場合は、どのドライバーを選択してもベクトル検索は動作せず、キーワード検索のみを使用します。ドライバーとあわせて、[ナレッジインデックス作成](/ja/docs/admin/knowledge/indexing/)の`開始前の設定確認`をすべて完了してください。\n::\n\n## Local (SQLite)の運用\n\nLocalドライバーは、外部サービスを使わずに、1つのSQLiteファイル（`local_vectors.db`）でベクトル検索を運用します。\n\n| 項目 | 内容 |\n|------|------|\n| 保存ファイル | `データパス`の下の`local_vectors.db` |\n| データパス | デフォルト値は`vectordb_local`です。相対パスは、SpaceBuilderの設定ファイルがあるフォルダを基準にします。 |\n| 検索方式 | 保存されているベクトルをすべて比較する方式です。1024次元の場合、1万個で約10msかかり、データが増えるほど検索時間も長くなります。 |\n| 推奨規模 | ベクトル約5万個以下。これを超える場合は、QdrantまたはMilvusへの切り替えを推奨します。 |\n\n`ベクトルDBの運用状況`には、`local_vectors.db 使用量`もあわせて表示されます。\n\n| 項目 | 意味 |\n|------|------|\n| DB ファイル / WAL / SHM | SQLiteの本体ファイルと書き込みログファイルのサイズ |\n| DB 内部の再利用可能領域 | データの削除によって空いたものの、まだファイルサイズには反映されていない領域です。新しいデータを保存するときは、この領域を先に再利用します。 |\n\n::warning\n同じサーバーで複数のSpaceBuilderプロジェクトを実行する場合は、プロジェクトごとに異なるデータパスを使用してください。実行中の別のプロジェクトが同じパスを使用していると、設定画面に警告が表示されます。\n::\n\n## ストレージや埋め込みモデルを変更するとき\n\n次の項目のうち1つでも変更して保存すると、SpaceBuilderが変更を検知し、**元の資料全体の再インデックスを自動的に開始**します。\n\n- ドライバー、エンドポイント、コレクション、データパス\n- 埋め込みモデル、ベクトル次元数\n\n切り替えは、次の順序で進みます。\n\n1. 新しい設定を保存します。\n2. インデックススケジューラーが変更を検知し、元の資料全体の再インデックスをリクエストします。\n3. すべての文書を新しい設定で埋め込み直し、新しいストレージに保存します。\n4. すべての文書が新しいストレージに保存され、検索の検証まで終わると、以前のベクトルを**元の保存場所から**削除します。\n\n### 切り替え中の検索\n\n- 変更を検知するまでは、ベクトル検索を一時的に停止し、キーワード検索のみを使用します。\n- 再インデックス中は、新しいストレージを検索します。まだ新しいストレージに移されていない文書は、ベクトル検索の結果に表示されない場合があります。\n- 再インデックスが終わると、新しい設定で作成したベクトルのみを検索します。\n\n文書が多いと再インデックスに時間がかかる場合があるため、ユーザーが少ない時間帯に切り替えてください。\n\n### 切り替え時の注意点\n\n- **以前の外部ストレージは、整理が終わるまで稼働させておいてください。** QdrantやMilvusから別のストレージに移行した場合は、以前のベクトルの削除が終わるまで、以前のサーバーに接続できる必要があります。接続できない場合、整理作業は`以前の保存先に接続できません`の状態で再試行され続けます。\n- **ベクトル次元数を変更する場合は、コレクションも新しく指定してください。** 作成済みのQdrant・Milvusコレクションは、次元を変更できません。次元が異なるコレクションには保存できません。\n- **以前の設定に戻しても、再インデックスします。** A → B → Aのように戻した場合、最初のAのデータは再利用されず、新たにインデックスを作成します。\n\n## 運用状態の確認\n\n### ベクトルDBの運用状況\n\n[ナレッジストレージ](/ja/docs/admin/knowledge/storage/)画面の上部で確認します。\n\n| 項目 | 意味 |\n|------|------|\n| 接続状態 | ベクトルストレージに接続できるかどうか |\n| ベクトルストア | 使用中のドライバーと種類（組み込み型・サービス型） |\n| 保存済みベクトル数 | このインスタンス（現在のSpaceBuilder）が保存したベクトルの数。同じストレージを使用する別のインスタンスのデータは含みません。 |\n| コレクション数 | Localは1（初回のインデックス作成前は0）、Qdrant・Milvusはそのサーバーにあるすべてのコレクションの数 |\n| コレクション設定 | ストレージの次元と距離の計算方式が、設定と一致しているかどうか |\n\n`コレクション設定`には、次のいずれかが表示されます。\n\n| 表示 | 意味 |\n|------|------|\n| 正常（現在の設定と互換性あり） | コレクションを使用できます。 |\n| 未作成・初回インデックス作成時に自動で作成されます | Qdrantのコレクションがまだありません。エラーではなく、初回のインデックス作成時に作成されます。 |\n| コレクションがありません・先に Milvus でコレクションを作成してください | Milvusのコレクションは自動的には作成されません。[Milvusを接続する](./36.milvus.md#コレクションを事前に作成する)を参照して作成してください。 |\n| コレクション設定の確認が必要 | 次元または距離の計算方式が一致していません。あわせて表示されるエラー内容を確認してください。 |\n\n### ナレッジインデックス作成画面\n\n[ナレッジインデックス作成](/ja/docs/admin/knowledge/indexing/)のインデックス要約で、進行状況を確認します。\n\n| 項目 | 意味 |\n|------|------|\n| 更新待ち | 新しく作成または変更したファイルのうち、インデックス作成を待っている数 |\n| 埋め込み待ち | テキストの抽出が終わり、ベクトルへの変換を待っている数 |\n| 埋め込み数 | SpaceBuilderが記録している現在の埋め込み数。切り替えや再インデックスの間は、ベクトルDBの`保存済みベクトル数`と異なる場合があります。 |\n| ベクトル削除待ち | ファイルの削除やストレージの切り替えの後、元の保存場所から削除されるのを待っているベクトルの数 |\n\n以前のベクトルの削除に失敗すると、整理の再試行一覧に保存先と理由が表示されます。再試行の間隔は徐々に長くなり、最大5分です。\n\n| 理由 | 意味と対処 |\n|------|-------------|\n| 以前の保存先に接続できません | 以前のベクトルDBサーバーが停止しているか、接続できません。以前のサーバーを再び起動すると、自動的に整理を再開します。 |\n| リモート削除に失敗 | ベクトルDBが削除リクエストを拒否しました。ベクトルDBサーバーの状態とログを確認してください。 |\n| 以前の保存結果を確認中 | 結果が確認されていない保存リクエストが残っているため、削除の完了を待っています。ほとんどの場合、自動的に解消されます。 |\n| 削除完了の記録に失敗 | 削除はされましたが、SpaceBuilderに完了を記録できませんでした。次の周期でもう一度試行します。 |\n\n## ベクトルの同期と再構築\n\n[ナレッジストレージ](/ja/docs/admin/knowledge/storage/)の`管理者専用`の領域で実行します。どちらの操作でも元のファイルは削除されず、Team以上のライセンスが必要です。\n\n| 操作 | 動作 | 使用する場面 |\n|------|------|-----------|\n| `既存の埋め込みを同期` | 現在の文書チャンクと互換性のある既存の埋め込みを、選択したベクトルDBにコピーし、復元できないベクトルだけを作り直します。 | ベクトルDBを変更した場合や、ストレージのベクトルが欠けている場合 |\n| `ベクトル世代を再構築` | 以前のベクトルを維持したまま新しいベクトル世代を作成し、検証が終わると以前のベクトルを整理します。 | 保存されているベクトルを最初から構成し直す必要がある場合 |\n\n- どちらの操作もリクエストを受け付けるものであり、進行状況は[収集・インデックス作成](/ja/docs/admin/knowledge/indexing/)で確認します。\n- 同じQdrant・Milvusコレクションを使用する別のインスタンスのデータには影響しません。\n\n## 複数のインスタンスが1つのベクトルDBを共有するとき\n\nインスタンスとは、個別にインストールして運用する1つのSpaceBuilderのことです。インスタンスごとに固有のインスタンス分離キーがあり、保存するベクトルにはこのキーがあわせて記録されます。そのため、同じコレクションを共有しても、検索、統計、ベクトルの整理は、それぞれのインスタンスのデータの中だけで行われます。\n\nただし、バックアップ、容量の管理、削除をインスタンスごとに行うには、**インスタンスごとに別のコレクションを使用すること**を推奨します。デフォルトのコレクション名（`knowledge_vectors`）を使用すると、設定画面に警告とともに、このインスタンスの推奨名（`setfn_knowledge_...`）が表示されます。\n\n## バックアップと復元\n\nナレッジデータのバックアップは、SpaceBuilderサーバーを停止してからコマンドで実行します。サーバーが実行中の場合、バックアップと復元は拒否されます。復元できるのは、同じインスタンス、同じホームフォルダで作成したバックアップだけです。\n\n```bash\n# バックアップ（対象フォルダは、まだ存在しない新しいパスである必要があります）\n~/setfn-spacebuilder admin knowledge-backup \u003Cバックアップフォルダ>\n\n# 復元\n~/setfn-spacebuilder admin knowledge-restore \u003Cバックアップフォルダ>\n```\n\n| 対象 | バックアップに含まれるか |\n|------|----------------|\n| ナレッジインデックスの記録（チーム・個人スペース） | 含まれる |\n| Localの`local_vectors.db` | SpaceBuilderのホームまたは設定フォルダの中にある場合のみ含まれる |\n| Qdrant・Milvusのベクトル | 含まれない（元の資料から作り直す派生データ） |\n\n復元後はサーバーを起動し、[ナレッジストレージ](/ja/docs/admin/knowledge/storage/)で`既存の埋め込みを同期`を実行して、ベクトルDBにデータを入れ直してください。バックアップ以降に外部ベクトルDBへ保存されたベクトルは、復元の過程で整理対象になり、サーバーの起動後に元の保存場所から自動的に削除されます。\n\n## トラブルシューティング\n\n| 症状 | 確認する内容 |\n|------|-------------|\n| 接続状態が`未接続` | エンドポイントのアドレスとポート、ファイアウォール、ベクトルDBサーバーが実行中かどうかを確認してください。 |\n| `コレクション設定の確認が必要`と`collection dimension is ..., expected ...` | コレクションの次元と、設定したベクトル次元数が異なります。新しいコレクション名を指定してください。 |\n| `コレクション設定の確認が必要`と`unnamed dense vector`に関するエラー | QdrantのコレクションをHybridまたはnamed vectorで作成しています。[Qdrantを接続する](./34.qdrant.md#コレクションを手動で作成するときの注意点)を参照してください。 |\n| 保存済みベクトル数が増えない | ナレッジインデックス作成がオンになっているか、許可時間帯の外ではないか、`開始前の設定確認`がすべて完了しているかを確認してください。 |\n| `開始前の設定確認`のAIベクトルDBに警告が表示される | ベクトルDBの接続エラー、コレクション設定の不一致、またはMilvusのコレクションなしです。接続エラーと設定の不一致は、カードにマウスポインターを合わせると詳細なエラーが表示されます。Milvusのコレクションなしの場合は、別途表示されるエラー内容がないため、[Milvusを接続する](./36.milvus.md#コレクションを事前に作成する)を参照してコレクションを作成してください。カードを押すと、ベクトルDB設定に移動します。 |\n| ベクトルDBに認証が設定されていて`未接続`になる | ナレッジストレージでAPIキー（Qdrant・Milvus）、またはユーザー名とパスワード（Milvus）を入力して保存してください。 |\n| 整理の再試行がたまり続ける | 以前のストレージに接続できるかどうかを確認してください。[運用状態の確認](#ナレッジインデックス作成画面)の理由別の対処を参照してください。 |\n\n## 関連ドキュメント\n\n- [ナレッジストレージ](/ja/docs/admin/knowledge/storage/)\n- [Qdrantを接続する](/ja/docs/admin/knowledge/qdrant/)\n- [Milvusを接続する](/ja/docs/admin/knowledge/milvus/)\n- [収集・インデックス作成](/ja/docs/admin/knowledge/indexing/)\n- [バックグラウンドサービス](/ja/docs/admin/system-admin/background-service/)\n",1793056606550]