- MongoDB官方文档中文版
- MongoDB用户手册
- MongoDB简介
- 安装 MongoDB
- 安装MongoDB社区版
- 安装MongoDB企业版
- 将社区版MongoDB升级到企业版MongoDB
- 验证MongoDB软件包的完整性
- Mongo Shell
- 增删改查操作
- 聚合
- 数据模式
- 数据建模介绍
- 模式验证
- Data Modeling Concepts
- Data Model Examples and Patterns
- Model Relationships Between Documents
- Model One-to-One Relationships with Embedded Documents
- Model One-to-Many Relationships with Embedded Documents
- Model One-to-Many Relationships with Document References
- Model Tree Structures
- Model Tree Structures with Parent References
- Model Tree Structures with Child References
- Model Tree Structures with an Array of Ancestors
- Model Tree Structures with Materialized Paths
- Model Tree Structures with Nested Sets
- Model Specific Application Contexts
- Model Data for Atomic Operations
- Model Data to Support Keyword Search
- Model Data for Schema Versioning
- Model Monetary Data
- Model Time Data
- Model Computed Data
- Data Model Reference
- 事务
- 索引
- Single Field Indexes
- Compound Indexes
- Multikey Indexes
- Text Indexes
- Wildcard Indexes
- 2dsphere Indexes
- 2d Indexes
- geoHaystack Indexes
- Hashed Indexes
- 索引特性
- Index Builds on Populated Collections
- 索引交集
- Manage Indexes
- 衡量索引使用
- Indexing Strategies
- Indexing Reference
- 2d索引
- 2dsphere索引
- 复合索引
- geoHaystack索引
- Hashed 索引
- 在填充的集合上建立索引
- 索引参考
- 索引策略
- 管理索引
- 多键索引
- 单字段索引
- 文本索引
- 通配符索引
- 安全
- 安全检查列表
- Enable Access Control
- 身份验证
- Users
- Add Users
- Authentication Mechanisms
- SCRAM
- x.509
- Enterprise Authentication Mechanisms
- Kerberos Authentication
- LDAP Proxy Authentication
- LDAP Authorization
- Internal/Membership Authentication
- Deploy Replica Set With Keyfile Authentication
- Update Replica Set to Keyfile Authentication
- Update Replica Set to Keyfile Authentication (No Downtime)
- Rotate Keys for Replica Sets
- Deploy Sharded Cluster with Keyfile Authentication
- Update Sharded Cluster to Keyfile Authentication
- Update Sharded Cluster to Keyfile Authentication (No Downtime)
- Rotate Keys for Sharded Clusters
- Use x.509 Certificate for Membership Authentication
- Upgrade from Keyfile Authentication to x.509 Authentication
- Rolling Update of x.509 Cluster Certificates that Contain New DN
- Role-Based Access Control
- TLS/SSL (Transport Encryption)
- Encryption at Rest
- Client-Side Field Level Encryption
- 审计
- Network and Configuration Hardening
- Implement Field Level Redaction
- Security Reference
- Create a Vulnerability Report
- Appendix
- 附录
- 启用访问控制
- 网络和配置强化
- 安全参考
- 改变流
- 复制集
- 复制集成员
- 副本集日志
- Replica Set Data Synchronization
- 副本集部署架构
- Replica Set High Availability
- Replica Set Read and Write Semantics
- Replica Set Deployment Tutorials
- Member Configuration Tutorials
- Replica Set Maintenance Tutorials
- Change the Size of the Oplog
- Perform Maintenance on Replica Set Members
- Force a Member to Become Primary
- Resync a Member of a Replica Set
- Configure Replica Set Tag Sets
- Reconfigure a Replica Set with Unavailable Members
- Manage Chained Replication
- Change Hostnames in a Replica Set
- Configure a Secondary’s Sync Target
- Replication Reference
- 副本集数据同步
- 分片
- 分片集群组成]
- 片键
- 哈希分片
- 范围分片
- 部署分片集群
- 区域
- Data Partitioning with Chunks
- Balancer
- Administration
- Config Server Administration
- Replace a Config Server
- View Cluster Configuration
- Restart a Sharded Cluster
- Migrate a Sharded Cluster to Different Hardware
- Add Shards to a Cluster
- Remove Shards from an Existing Sharded Cluster
- Clear jumbo Flag
- Back Up Cluster Metadata
- Convert Sharded Cluster to Replica Set
- Convert a Replica Set to a Sharded Cluster
- Convert a Shard Standalone to a Shard Replica Set
- Sharding Reference
- 分片键
- Zone
- 管理权限
- 产品说明
- Operations Checklist
- Development Checklist
- Performance
- 配置和维护
- Data Center Awareness
- MongoDB Backup Methods
- Back Up and Restore with Filesystem Snapshots
- Back Up and Restore with MongoDB Tools
- Restore a Replica Set from MongoDB Backups
- Backup and Restore Sharded Clusters
- Back Up a Sharded Cluster with File System Snapshots
- Back Up a Sharded Cluster with Database Dumps
- Schedule Backup Window for Sharded Clusters
- Restore a Sharded Cluster
- Recover a Standalone after an Unexpected Shutdown
- Monitoring for MongoDB
- 开发检查表
- MogoDB 备份方法
- 操作检查表
- MongoDB性能
- 存储
- 常见问题
- 参考
- Operators
- Query and Projection Operators
- Comparison Query Operators
- Logical Query Operators
- Element Query Operators
- Evaluation Query Operators
- Geospatial Query Operators
- Array Query Operators
- Bitwise Query Operators
- $comment
- 查询与映射运算符
- 更新运算符
- Field Update Operators
- Array Update Operators
- Bitwise Update Operator
- Aggregation Pipeline Stages
- $addFields (aggregation)
- $bucket (aggregation)
- $bucketAuto (aggregation)
- $collStats (aggregation)
- $count (aggregation)
- $currentOp (aggregation)
- $facet (aggregation)
- $geoNear (aggregation)
- $graphLookup (aggregation)
- $group (aggregation)
- $indexStats (aggregation)
- $limit (aggregation)
- $listLocalSessions
- $listSessions
- $lookup (aggregation)
- $match (aggregation)
- $merge (aggregation)
- $out (aggregation)
- $planCacheStats
- $project (aggregation)
- $redact (aggregation)
- $replaceRoot (aggregation)
- $replaceWith (aggregation)
- $sample (aggregation)
- $set (aggregation)
- $skip (aggregation)
- $sort (aggregation)
- $sortByCount (aggregation)
- $unionWith (aggregation)
- $unset (aggregation)
- $unwind (aggregation)
- Aggregation Pipeline Operators
- $sin (aggregation)
- $abs (aggregation)
- $slice (aggregation)
- $accumulator (aggregation)
- $split (aggregation)
- $acos (aggregation)
- $sqrt (aggregation)
- $acosh (aggregation)
- $add (aggregation)
- $addToSet (aggregation)
- $allElementsTrue (aggregation)
- $and (aggregation)
- $anyElementTrue (aggregation)
- $arrayElemAt (aggregation)
- $arrayToObject (aggregation)
- $asin (aggregation)
- $asinh (aggregation)
- $sum (aggregation)
- $atan (aggregation)
- $atan2 (aggregation)
- $tan (aggregation)
- $atanh (aggregation)
- $avg (aggregation)
- $binarySize (aggregation)
- $bsonSize (aggregation)
- $ceil (aggregation)
- $toInt (aggregation)
- $cmp (aggregation)
- $concat (aggregation)
- $concatArrays (aggregation)
- $cond (aggregation)
- $convert (aggregation)
- $cos (aggregation)
- $dateFromParts (aggregation)
- $dateToParts (aggregation)
- $type (aggregation)
- $dateFromString (aggregation)
- $week (aggregation)
- $dateToString (aggregation)
- $year (aggregation)
- $dayOfMonth (aggregation)
- $zip (aggregation)
- $dayOfWeek (aggregation)
- $dayOfYear (aggregation)
- $degreesToRadians (aggregation)
- $divide (aggregation)
- $eq (aggregation)
- $exp (aggregation)
- $filter (aggregation)
- $first (aggregation accumulator)
- $first (aggregation)
- $floor (aggregation)
- $function (aggregation)
- $gt (aggregation)
- $gte (aggregation)
- $hour (aggregation)
- $ifNull (aggregation)
- $in (aggregation)
- $indexOfArray (aggregation)
- $indexOfBytes (aggregation)
- $indexOfCP (aggregation)
- $isArray (aggregation)
- $isNumber (aggregation)
- $isoDayOfWeek (aggregation)
- $isoWeek (aggregation)
- $isoWeekYear (aggregation)
- $last (aggregation accumulator)
- $last (aggregation)
- $let (aggregation)
- $literal (aggregation)
- $ln (aggregation)
- $log (aggregation)
- $log10 (aggregation)
- $lt (aggregation)
- $lte (aggregation)
- $trim (aggregation)
- $map (aggregation)
- $max (aggregation)
- $mergeObjects (aggregation)
- $meta
- $min (aggregation)
- $millisecond (aggregation)
- $minute (aggregation)
- $mod (aggregation)
- $month (aggregation)
- $multiply (aggregation)
- $ne (aggregation)
- $not (aggregation)
- $objectToArray (aggregation)
- $or (aggregation)
- $pow (aggregation)
- $push (aggregation)
- $radiansToDegrees (aggregation)
- $range (aggregation)
- $reduce (aggregation)
- $regexFind (aggregation)
- $regexFindAll (aggregation)
- $regexMatch (aggregation)
- $replaceOne (aggregation)
- $replaceAll (aggregation)
- $reverseArray (aggregation)
- $round (aggregation)
- $rtrim (aggregation)
- $second (aggregation)
- $setDifference (aggregation)
- $setEquals (aggregation)
- $setIntersection (aggregation)
- $setIsSubset (aggregation)
- $setUnion (aggregation)
- $size (aggregation)
- $slice (aggregation)
- $split (aggregation)
- $sqrt (aggregation)
- $stdDevPop (aggregation)
- $stdDevSamp (aggregation)
- $strcasecmp (aggregation)
- $strLenBytes (aggregation)
- $strLenCP (aggregation)
- $substr (aggregation)
- $substrBytes (aggregation)
- $substrCP (aggregation)
- $subtract (aggregation)
- $sum (aggregation)
- $switch (aggregation)
- $tan (aggregation)
- $toBool (aggregation)
- $toDate (aggregation)
- $toDecimal (aggregation)
- $toDouble(aggregation)
- $toInt (aggregation)
- $toLong (aggregation)
- $toObjectId (aggregation)
- $toString (aggregation)
- $toLower (aggregation)
- $toUpper (aggregation)
- $trim (aggregation)
- $trunc (aggregation)
- $type (aggregation)
- $week (aggregation)
- $year (aggregation)
- $zip (aggregation)
- 查询修饰符
- $comment
- $explain
- $hint
- $max
- $maxTimeMS
- $min
- $orderby
- $query
- $returnKey
- $showDiskLoc
- $natural
- 聚合管道操作符
- $abs (aggregation)
- $acos (aggregation)
- $acosh (aggregation)
- $add (aggregation)
- $addToSet (aggregation)
- $and (aggregation)
- $anyElementTrue (aggregation)
- $arrayElemAt (aggregation)
- $arrayToObject (aggregation)
- $asin (aggregation)
- $asinh (aggregation)
- $atan (aggregation)
- $atan2 (aggregation)
- $atanh (aggregation)
- $avg (aggregation)
- $ceil (aggregation)
- $cmp (aggregation)
- $concat (aggregation)
- $concatArrays (aggregation)
- $cond (aggregation)
- $convert (aggregation)
- $cos (aggregation)
- $dateFromParts (aggregation)
- $dateFromString (aggregation)
- $dateToParts (aggregation)
- $dateToString (aggregation)
- $literal (aggregation)
- 聚合管道阶段
- 数据库命令
- Aggregation Commands
- aggregate
- count
- distinct
- mapReduce
- Geospatial Commands
- geoSearch
- Query and Write Operation Commands
- delete
- find
- findAndModify
- getLastError
- getMore
- insert
- resetError
- update
- 查询计划缓存命令
- planCacheClear
- planCacheClearFilters
- planCacheListFilters
- planCacheSetFilter
- 认证命令
- authenticate
- getnonce
- logout
- User Management Commands
- createUser
- dropAllUsersFromDatabase
- dropUser
- grantRolesToUser
- revokeRolesFromUser
- updateUser
- usersInfo
- Role Management Commands
- createRole
- dropRole
- dropAllRolesFromDatabase
- grantPrivilegesToRole
- grantRolesToRole
- invalidateUserCache
- revokePrivilegesFromRole
- revokeRolesFromRole
- rolesInfo
- updateRole
- Replication Commands
- applyOps
- isMaster
- replSetAbortPrimaryCatchUp
- replSetFreeze
- replSetGetConfig
- replSetGetStatus
- replSetInitiate
- replSetMaintenance
- replSetReconfig
- replSetResizeOplog
- replSetStepDown
- replSetSyncFrom
- Sharding Commands
- addShard
- addShardToZone
- balancerCollectionStatus
- balancerStart
- balancerStatus
- balancerStop
- checkShardingIndex
- clearJumboFlag
- cleanupOrphaned
- enableSharding
- flushRouterConfig
- getShardMap
- getShardVersion
- isdbgrid
- listShards
- medianKey
- moveChunk
- movePrimary
- mergeChunks
- refineCollectionShardKey
- removeShard
- removeShardFromZone
- setShardVersion
- shardCollection
- shardingState
- split
- splitChunk
- splitVector
- unsetSharding
- updateZoneKeyRange
- Sessions Commands
- abortTransaction
- commitTransaction
- endSessions
- killAllSessions
- killAllSessionsByPattern
- killSessions
- refreshSessions
- startSession
- Administration Commands
- cloneCollectionAsCapped
- collMod
- compact
- connPoolSync
- convertToCapped
- create
- createIndexes
- currentOp
- drop
- dropDatabase
- dropConnections
- dropIndexes
- filemd5
- fsync
- fsyncUnlock
- getDefaultRWConcern
- getParameter
- killCursors
- killOp
- listCollections
- listDatabases
- listIndexes
- logRotate
- reIndex
- renameCollection
- setFeatureCompatibilityVersion
- setIndexCommitQuorum
- setParameter
- setDefaultRWConcern
- shutdown
- Diagnostic Commands
- availableQueryOptions
- buildInfo
- collStats
- connPoolStats
- connectionStatus
- cursorInfo
- dataSize
- dbHash
- dbStats
- diagLogging
- driverOIDTest
- explain
- features
- getCmdLineOpts
- getLog
- hostInfo
- isSelf
- listCommands
- lockInfo
- netstat
- ping
- profile
- serverStatus
- shardConnPoolStats
- top
- validate
- whatsmyuri
- 免费监控命令
- getFreeMonitoringStatus
- setFreeMonitoring
- 数据库命令
- logApplicationMessage
- 管理命令
- 聚合命令
- 诊断命令
- 地理空间命令
- 查询和写操作命令
- 复制命令
- 角色管理命令
- 会话命令
- 分片命令
- 用户管理命令
- mongo Shell 方法
- Collection Methods
- db.collection.aggregate()
- db.collection.bulkWrite()
- db.collection.copyTo()
- db.collection.count()
- db.collection.countDocuments()
- db.collection.estimatedDocumentCount()
- db.collection.createIndex()
- db.collection.createIndexes()
- db.collection.dataSize()
- db.collection.deleteOne()
- db.collection.deleteMany()
- db.collection.distinct()
- db.collection.drop()
- db.collection.dropIndex()
- db.collection.dropIndexes()
- db.collection.ensureIndex()
- db.collection.explain()
- db.collection.find()
- db.collection.findAndModify()
- db.collection.findOne()
- db.collection.findOneAndDelete()
- db.collection.findOneAndReplace()
- db.collection.findOneAndUpdate()
- db.collection.getIndexes()
- db.collection.getShardDistribution()
- db.collection.getShardVersion()
- db.collection.hideIndex()
- db.collection.insert()
- db.collection.insertOne()
- db.collection.insertMany()
- db.collection.isCapped()
- db.collection.latencyStats()
- db.collection.mapReduce()
- db.collection.reIndex()
- db.collection.remove()
- db.collection.renameCollection()
- db.collection.replaceOne()
- db.collection.save()
- db.collection.stats()
- db.collection.storageSize()
- db.collection.totalIndexSize()
- db.collection.totalSize()
- db.collection.unhideIndex()
- db.collection.update()
- db.collection.updateOne()
- db.collection.updateMany()
- db.collection.watch()
- db.collection.validate()
- Cursor Methods
- cursor.addOption()
- cursor.allowDiskUse()
- cursor.allowPartialResults()
- cursor.batchSize()
- cursor.close()
- cursor.isClosed()
- cursor.collation()
- cursor.comment()
- cursor.count()
- cursor.explain()
- cursor.forEach()
- cursor.hasNext()
- cursor.hint()
- cursor.isExhausted()
- cursor.itcount()
- cursor.limit()
- cursor.map()
- cursor.max()
- cursor.maxTimeMS()
- cursor.min()
- cursor.next()
- cursor.noCursorTimeout()
- cursor.objsLeftInBatch()
- cursor.pretty()
- cursor.readConcern()
- cursor.readPref()
- cursor.returnKey()
- cursor.showRecordId()
- cursor.size()
- cursor.skip()
- cursor.sort()
- cursor.tailable()
- cursor.toArray()
- Database Methods
- db.adminCommand()
- db.aggregate()
- db.cloneDatabase()
- db.commandHelp()
- db.copyDatabase()
- db.createCollection()
- db.createView()
- db.currentOp()
- db.dropDatabase()
- db.eval()
- db.fsyncLock()
- db.fsyncUnlock()
- db.getCollection()
- db.getCollectionInfos()
- db.getCollectionNames()
- db.getLastError()
- db.getLastErrorObj()
- db.getLogComponents()
- db.getMongo()
- db.getName()
- db.getProfilingLevel()
- db.getProfilingStatus()
- db.getReplicationInfo()
- db.getSiblingDB()
- db.help()
- db.hostInfo()
- db.isMaster()
- db.killOp()
- db.listCommands()
- db.logout()
- db.printCollectionStats()
- db.printReplicationInfo()
- db.printShardingStatus()
- db.printSlaveReplicationInfo()
- db.resetError()
- db.runCommand()
- db.serverBuildInfo()
- db.serverCmdLineOpts()
- db.serverStatus()
- db.setLogLevel()
- db.setProfilingLevel()
- db.shutdownServer()
- db.stats()
- db.version()
- db.watch()
- Query Plan Cache Methods
- db.collection.getPlanCache()
- PlanCache.clear()
- PlanCache.clearPlansByQuery()
- PlanCache.help()
- PlanCache.list()
- Bulk Operation Methods
- db.collection.initializeOrderedBulkOp()
- db.collection.initializeUnorderedBulkOp()
- Bulk()
- Bulk.execute()
- Bulk.find()
- Bulk.find.arrayFilters()
- Bulk.find.collation()
- Bulk.find.hint()
- Bulk.find.remove()
- Bulk.find.removeOne()
- Bulk.find.replaceOne()
- Bulk.find.updateOne()
- Bulk.find.update()
- Bulk.find.upsert()
- Bulk.getOperations()
- Bulk.insert()
- Bulk.tojson()
- Bulk.toString()
- User Management Methods
- db.auth()
- db.changeUserPassword()
- db.createUser()
- db.dropUser()
- db.dropAllUsers()
- db.getUser()
- db.getUsers()
- db.grantRolesToUser()
- db.removeUser()
- db.revokeRolesFromUser()
- db.updateUser()
- passwordPrompt()
- Role Management Methods
- db.createRole()
- db.dropRole()
- db.dropAllRoles()
- db.getRole()
- db.getRoles()
- db.grantPrivilegesToRole()
- db.revokePrivilegesFromRole()
- db.grantRolesToRole()
- db.revokeRolesFromRole()
- db.updateRole()
- Replication Methods
- rs.add()
- rs.addArb()
- rs.conf()
- rs.freeze()
- rs.help()
- rs.initiate()
- rs.printReplicationInfo()
- rs.printSlaveReplicationInfo()
- rs.reconfig()
- rs.remove()
- rs.status()
- rs.stepDown()
- rs.syncFrom()
- Sharding Methods
- sh.addShard()
- sh.addShardTag()
- sh.addShardToZone()
- sh.addTagRange()
- sh.balancerCollectionStatus()
- sh.disableBalancing()
- sh.enableBalancing()
- sh.disableAutoSplit
- sh.enableAutoSplit
- sh.enableSharding()
- sh.getBalancerHost()
- sh.getBalancerState()
- sh.removeTagRange()
- sh.removeRangeFromZone()
- sh.help()
- sh.isBalancerRunning()
- sh.moveChunk()
- sh.removeShardTag()
- sh.removeShardFromZone()
- sh.setBalancerState()
- sh.shardCollection()
- sh.splitAt()
- sh.splitFind()
- sh.startBalancer()
- sh.status()
- sh.stopBalancer()
- sh.waitForBalancer()
- sh.waitForBalancerOff()
- sh.waitForPingChange()
- sh.updateZoneKeyRange()
- convertShardKeyToHashed
- Free Monitoring Methods
- db.disableFreeMonitoring()
- db.enableFreeMonitoring()
- db.getFreeMonitoringStatus
- Object Constructors and Methods
- BulkWriteResult()
- Date()
- ObjectId
- ObjectId.getTimestamp()
- ObjectId.toString()
- ObjectId.valueOf()
- UUID()
- WriteResult()
- WriteResult.hasWriteError()
- WriteResult.hasWriteConcernError()
- Connection Methods
- connect()
- Mongo()
- Mongo.getDB()
- Mongo.getReadPrefMode()
- Mongo.getReadPrefTagSet()
- Mongo.isCausalConsistency()
- Mongo.setCausalConsistency()
- Mongo.setReadPref()
- Mongo.startSession()
- Mongo.watch()
- Session
- SessionOptions
- Native Methods
- cat()
- cd()
- copyDbpath()
- getHostName()
- getMemInfo()
- hostname()
- isInteractive()
- listFiles()
- load()
- ls()
- md5sumFile()
- mkdir()
- pwd()
- quit()
- removeFile()
- resetDbpath()
- sleep()
- setVerboseShell()
- version()
- _isWindows()
- _rand()
- Client-Side Field Level Encryption Methods
- getKeyVault()
- KeyVault.createKey()
- KeyVault.deleteKey()
- KeyVault.getKey()
- KeyVault.getKeys()
- KeyVault.addKeyAlternateName()
- KeyVault.removeKeyAlternateName()
- KeyVault.getKeyByAltName()
- getClientEncryption()
- ClientEncryption.encrypt()
- ClientEncryption.decrypt()
- mongo Shell 方法
- MongoDB Package Components
- Configuration File Options
- MongoDB Server Parameters
- MongoDB Limits and Thresholds
- Explain Results
- System Collections
- 连接字符串URI格式
- 排序
- MongoDB的Wire协议
- 日志消息
- Exit Codes and Statuses
- 词汇表
- 默认的MongoDB端口
- Default MongoDB Read Concerns/Write Concerns
- 服务器会话
- Configuration File Options
- 默认的MongoDB读/写关注
- 退出代码和状态
- MongoDB Limits and Thresholds
- Operators
- 更新说明
- Release Notes for MongoDB 4.4
- Release Notes for MongoDB 4.2
- Release Notes for MongoDB 4.0
- Release Notes for MongoDB 3.6
- Release Notes for MongoDB 3.4
- Release Notes for MongoDB 3.2
- Release Notes for MongoDB 3.0
- Release Notes for MongoDB 2.6
- Release Notes for MongoDB 2.4
- Release Notes for MongoDB 2.2
- Release Notes for MongoDB 2.0
- Release Notes for MongoDB 1.8
- Release Notes for MongoDB 1.6
- Release Notes for MongoDB 1.4
- Release Notes for MongoDB 1.2.x
- MongoDB Versioning
- 技术支持
- 开始使用MongoDB开发
- 联系我们
- 更多资料
- 本书使用 GitBook 发布
多键索引
多键索引
在本页面
为了索引包含数组值的字段,MongoDB为数组中的每个元素创建一个索引键。这些多键索引支持对数组字段的高效查询。多键索引可以在包含标量值(例如字符串、数字)和嵌套文档的数组上构造。
标量值指的是既不是嵌入式文档也不是数组的值。
创建多键索引
使用 db.collection.createIndex()
方法创建一个多键索引:
db.coll.createIndex( { <field>: < 1 or -1 > } )
MongoDB自动创建一个多键索引,如果任何索引字段是一个数组;您不需要显式地指定多键类型。
3.4版本的改变:仅针对WiredTiger和内存存储引擎,
从MongoDB 3.4开始,对于使用MongoDB 3.4或更高版本创建的多键索引,MongoDB会跟踪哪个索引字段或哪些字段导致一个索引成为多键索引。跟踪这些信息允许MongoDB查询引擎使用更紧密的索引边界。
索引界限
如果索引是多键的,那么索引边界的计算遵循特殊规则。有关多键索引边界的详细信息,请参见多键索引边界。
唯一多键索引
对于唯一索引,唯一约束适用于集合中的各个单独文档,而不是在单个文档中。
由于unique约束适用于单独的文档,对于 唯一多键索引,只要文档的索引键值不复制另一个文档的索引键值,文档可能具有导致重复索引键值的数组元素。
有关更多信息,请参见跨单独文档的唯一约束。
局限性
复合多键索引
对于复合多键索引,每个索引文档最多只能有一个索引字段,其值是一个数组。那就是:
- 如果文档的多个待索引字段是数组,则无法创建复合多键索引。例如,考虑一个包含以下文档的集合:
{ _id: 1, a: [ 1, 2 ], b: [ 1, 2 ], category: "AB - both arrays" }
因为a和b字段都是数组,所以不能在集合上创建复合多键索引{a: 1, b: 1}。
- 或者,如果复合多键索引已经存在,则不能插入违反此限制的文档。
假设一个包含以下文档的集合:
{ _id: 1, a: [1, 2], b: 1, category: "A array" }
{ _id: 2, a: 1, b: [1, 2], category: "B array" }
允许使用复合多键索引{A: 1, b: 1},因为对于每个文档,只有一个复合多键索引的字段是一个数组;也就是说,没有文档同时包含a和b字段的数组值。
但是,在创建复合多键索引之后,如果您试图插入一个a和b字段都是数组的文档,MongoDB将导致插入失败。
如果字段是文档数组,则可以索引嵌入的字段以创建复合索引。例如,考虑一个包含以下文档的集合:
{ _id: 1, a: [ { x: 5, z: [ 1, 2 ] }, { z: [ 1, 2 ] } ] }
{ _id: 2, a: [ { x: 5 }, { z: 4 } ] }
你可以在{"a.x": 1, "a.z": 1 }上创建一个复合索引。数组最多只能有一个索引字段的限制也适用。
有关示例,请参见带有嵌入式文档的索引数组。
也可以看看
排序
由于MongoDB 3.6中数组字段排序行为的改变,当对多键索引的数组排序时,查询计划包括一个阻塞排序阶段。新的排序行为可能会对性能产生负面影响。
在阻塞排序中,在生成输出之前,排序步骤必须使用所有输入。在非阻塞排序或索引排序中,排序步骤扫描索引以按请求的顺序生成结果。
分片键
不能指定多键索引为分片键。
但是,如果分片键索引是复合索引的前缀,那么如果其他键中的一个(即不属于切分键的键)索引了数组,那么复合索引就可以变成复合多键索引。复合多键索引会对性能产生影响。
Hashed索引
Hashed索引不能为多键。
覆盖查询
多键索引不能覆盖对数组字段的查询。
然而,从3.6开始,如果索引跟踪哪个或哪个字段导致索引为多键,那么多键索引可以覆盖对非数组字段的查询。在MongoDB 3.4或更高版本的存储引擎上创建的多键索引,而不是MMAPv1[]_跟踪该数据。
从4.2版本开始,MongoDB删除了已弃用的MMAPv1存储引擎。
整体查询数组字段
当一个查询过滤器为一个数组指定了一个精确的匹配,MongoDB可以使用multikey索引来查找查询数组的第一个元素,但是不能使用multikey索引扫描来查找整个数组。相反,在使用multikey索引查找查询数组的第一个元素之后,MongoDB检索相关的文档,并筛选其数组与查询中的数组匹配的文档。
例如,假设一个包含以下文档的inventory
集合:
{ _id: 5, type: "food", item: "aaa", ratings: [ 5, 8, 9 ] }
{ _id: 6, type: "food", item: "bbb", ratings: [ 5, 9 ] }
{ _id: 7, type: "food", item: "ccc", ratings: [ 9, 5, 8 ] }
{ _id: 8, type: "food", item: "ddd", ratings: [ 9, 5 ] }
{ _id: 9, type: "food", item: "eee", ratings: [ 5, 9, 5 ] }
该集合在ratings
字段上有一个多键索引:
db.inventory.createIndex( { ratings: 1 } )
下面的查询查找ratings
字段为数组[5,9]的文档:
db.inventory.find( { ratings: [ 5, 9 ] } )
MongoDB可以使用多键索引来查找ratings数组中任何位置有5的文档。然后,MongoDB检索这些文档,筛选ratings
数组等于查询数组的文档[5,9]。
$expr
$expr
不支持多键索引。
例子
索引基本数组
假设一个包含以下文档的survey
集合:
{ _id: 1, item: "ABC", ratings: [ 2, 5, 9 ] }
在ratings
上创建索引:
db.survey.createIndex( { ratings: 1 } )
由于ratings
字段包含一个数组,ratings
的索引是多键的。多键索引包含以下三个索引键,每个都指向同一个文档:
2
,5
,9
。
数组索引与嵌入式文件
可以在包含嵌套对象的数组字段上创建多键索引。
假设使用以下形式的文档进行inventory
收集:
{
_id: 1,
item: "abc",
stock: [
{ size: "S", color: "red", quantity: 25 },
{ size: "S", color: "blue", quantity: 10 },
{ size: "M", color: "blue", quantity: 50 }
]
}
{
_id: 2,
item: "def",
stock: [
{ size: "S", color: "blue", quantity: 20 },
{ size: "M", color: "blue", quantity: 5 },
{ size: "M", color: "black", quantity: 10 },
{ size: "L", color: "red", quantity: 2 }
]
}
{
_id: 3,
item: "ijk",
stock: [
{ size: "M", color: "blue", quantity: 15 },
{ size: "L", color: "blue", quantity: 100 },
{ size: "L", color: "red", quantity: 25 }
]
}
...
以下操作在stock.size
和stock.quantity
字段上创建一个多键索引:
db.inventory.createIndex( { "stock.size": 1, "stock.quantity": 1 } )
复合多键索引可以支持具有谓词的查询,这些谓词既包括索引字段,也包括仅包括索引前缀“stock.size”的谓词。,如以下例子所示:
db.inventory.find( { "stock.size": "M" } )
db.inventory.find( { "stock.size": "S", "stock.quantity": { $gt: 20 } } )
有关MongoDB如何组合多键索引边界的详细信息,请参见多键索引边界。有关复合索引和前缀的行为的更多信息,请参见复合索引和前缀。
复合多键索引也可以支持排序操作,例如下面的例子:
db.inventory.find( ).sort( { "stock.size": 1, "stock.quantity": 1 } )
db.inventory.find( { "stock.size": "M" } ).sort( { "stock.quantity": 1 } )
有关复合索引和排序操作的行为的更多信息,请参见使用索引对查询结果进行排序。
译者:杨帅
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