342332 发表于 2016-8-11 09:34:43

mongodb Explain and Index

Explain and Index
    explain有三种模式,分别是:queryPlanner、executionStats、allPlansExecution。现实开发中,常用executionStats模式,本例分析这种模式。
> db.createCollection("person")
{ "ok" : 1 }
> for(var i=0;i<2000000;i++) {
... db.person.insert({"name":"ryan"+i,"age":i})
... }
WriteResult({ "nInserted" : 1 })
> db.person.find({"age":{"$lte":2000}}).explain("executionStats")
{
"queryPlanner" : {
"plannerVersion" : 1,
"namespace" : "test.person",
"indexFilterSet" : false,
"parsedQuery" : {
"age" : {
"$lte" : 2000
}
},
"winningPlan" : {
"stage" : "COLLSCAN",
"filter" : {
"age" : {
"$lte" : 2000
}
},
"direction" : "forward"
},
"rejectedPlans" : [ ]
},
"executionStats" : {
"executionSuccess" : true,
"nReturned" : 2001,                表示查询返回的条目数
"executionTimeMillis" : 741,    表示执行语句的执行时间
"totalKeysExamined" : 0,
"totalDocsExamined" : 2000000,    表示 文档扫描的条目数
"executionStages" : {
"stage" : "COLLSCAN",
"filter" : {
"age" : {
"$lte" : 2000
}
},
"nReturned" : 2001,
"executionTimeMillisEstimate" : 530,    表示整体的查询时间
"works" : 2000002,
"advanced" : 2001,
"needTime" : 1998000,
"needYield" : 0,
"saveState" : 15625,
"restoreState" : 15625,
"isEOF" : 1,
"invalidates" : 0,
"direction" : "forward",
"docsExamined" : 2000000
}
},
"serverInfo" : {
"host" : "meteor.yeecall.com",
"port" : 27027,
"version" : "3.2.8",
"gitVersion" : "ed70e33130c977bda0024c125b56d159573dbaf0"
},
"ok" : 1
}
> db.person.ensureIndex({age:1})    创建索引,“1”:表示按照age进行升序,“-1”:表示按照age进行降序
{
"createdCollectionAutomatically" : false,
"numIndexesBefore" : 1,
"numIndexesAfter" : 2,
"ok" : 1
}
> db.person.find({"age":{"$lte":2001}}).explain("executionStats")
{
"queryPlanner" : {
"plannerVersion" : 1,
"namespace" : "test.person",    返回所查询的表
"indexFilterSet" : false,      针对该query是否有indexfilter
"parsedQuery" : {
"age" : {
"$lte" : 2001
}
},
"winningPlan" : {      查询优化器针对该query所返回的最优执行计划的详细内容
"stage" : "FETCH",
"inputStage" : {
"stage" : "IXSCAN",
"keyPattern" : {
"age" : 1
},
"indexName" : "age_1",
"isMultiKey" : false,
"isUnique" : false,
"isSparse" : false,
"isPartial" : false,
"indexVersion" : 1,
"direction" : "forward",
"indexBounds" : {
"age" : [
"[-inf.0, 2001.0]"
]
}
}
},
"rejectedPlans" : [ ]
},
"executionStats" : {
"executionSuccess" : true,
"nReturned" : 2002,                        表示本次查询返回的条目数
"executionTimeMillis" : 28,            表示本次query整体查询的时间
"totalKeysExamined" : 2002,      表示索引扫描的条目数
"totalDocsExamined" : 2002,      表示文档扫描的条目数
"executionStages" : {
"stage" : "FETCH",
"nReturned" : 2002,
"executionTimeMillisEstimate" : 10,    表示本次查询根据index检索document获得结果数据的时间
"works" : 2003,
"advanced" : 2002,
"needTime" : 0,
"needYield" : 0,
"saveState" : 15,
"restoreState" : 15,
"isEOF" : 1,
"invalidates" : 0,
"docsExamined" : 2002,
"alreadyHasObj" : 0,
"inputStage" : {
"stage" : "IXSCAN",
"nReturned" : 2002,
"executionTimeMillisEstimate" : 0,    表示该查询扫描2002行index所用的时间
"works" : 2003,
"advanced" : 2002,
"needTime" : 0,
"needYield" : 0,
"saveState" : 15,
"restoreState" : 15,
"isEOF" : 1,
"invalidates" : 0,
"keyPattern" : {
"age" : 1
},
"indexName" : "age_1",
"isMultiKey" : false,
"isUnique" : false,
"isSparse" : false,
"isPartial" : false,
"indexVersion" : 1,
"direction" : "forward",
"indexBounds" : {
"age" : [
"[-inf.0, 2001.0]"
]
},
"keysExamined" : 2002,
"dupsTested" : 0,
"dupsDropped" : 0,
"seenInvalidated" : 0
}
}
},
"serverInfo" : {
"host" : "meteor.yeecall.com",
"port" : 27027,
"version" : "3.2.8",
"gitVersion" : "ed70e33130c977bda0024c125b56d159573dbaf0"
},
"ok" : 1
}
>
影响totalKeysExamined和totalDocsExamined的是stage类型。类型列举如下:
    COLLSCAN:全表扫描
    IXSCAN:索引扫描
    FETCH:根据索引去检索指定document
    SHARD_MERGE:将各个分片返回数据进行merge
    SORT:表明在内存中进行了排序
    LIMIT:使用limit限制返回数
    SKIP:使用skip进行跳过
    IDHACK:针对_id进行查询
    SHARDING_FILTER:通过mongos对分片数据进行查询
    COUNT:利用db.coll.explain().count()之类进行count运算
    COUNTSCAN:count不使用Index进行count时的stage返回
    COUNT_SCAN:count使用了Index进行count时的stage返回
    SUBPLA:未使用到索引的$or查询的stage返回
    TEXT:使用全文索引进行查询时候的stage返回
    PROJECTION:限定返回字段时候stage的返回

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