我正在尝试优化我的查询,并发现在非索引列上使用 $ in 时,性能似乎比在索引列上更快。
例如: 我在 myCollection 上添加了一个索引: {" entryVals.col1" :1} 。
确认:
db.myCollection.getIndexes()
返回:
[
{
"v" : 2,
"key" : {
"_id" : 1
},
"name" : "_id_",
"ns" : "myDb.myCollection"
},
{
"v" : 2,
"key" : {
"entryVals.col1" : 1
},
"name" : "entryVals.col1_1",
"ns" : "myDb.myCollection"
} ]
然后我在索引和非索引列上运行带有查询的计数(打印时间)。
依靠索引列
var a = new Date().getTime();
db.myCollection.count({"entryVals.col1": {$in:["a","b","c","d"]}});
new Date().getTime() - a;
返回
96
(以毫秒为单位)
依靠非索引列
var a = new Date().getTime();
db.myCollection.count({"entryVals.col2": {$in:["a","b","c","d"]}});
new Date().getTime() - a;
返回
60
(以毫秒为单位)
请记住,我多次运行查询并取平均值(几乎没有异常)。
是否有人能够帮助我了解为什么被编入索引的列上的查询速度较慢?
提前致谢。
解释
依靠索引列
db.myCollection.explain().count({"entryVals.col1": {$in:["a","b","c","d"]}})
{
"queryPlanner" : {
"plannerVersion" : 1,
"namespace" : "myDb.myCollection",
"indexFilterSet" : false,
"parsedQuery" : {
"entryVals.col1" : {
"$in" : [
"a",
"b",
"c",
"d"
]
}
},
"winningPlan" : {
"stage" : "COUNT",
"inputStage" : {
"stage" : "FETCH",
"inputStage" : {
"stage" : "IXSCAN",
"keyPattern" : {
"entryVals.col1" : 1
},
"indexName" : "entryVals.col1_1",
"isMultiKey" : false,
"multiKeyPaths" : {
"entryVals.col1" : [ ]
},
"isUnique" : false,
"isSparse" : false,
"isPartial" : false,
"indexVersion" : 2,
"direction" : "forward",
"indexBounds" : {
"entryVals.col1" : [
"[\"a\", \"a\"]",
"[\"b\", \"b\"]",
"[\"c\", \"c\"]",
"[\"d\", \"d\"]"
]
}
}
}
},
"rejectedPlans" : [ ]
},
"serverInfo" : {
"host" : "obfuscated",
"port" : obfuscated,
"version" : "3.4.6-1.7",
"gitVersion" : "obfuscated"
},
"ok" : 1
}
依靠非索引列
db.myCollection.explain().count({"entryVals.col2": {$in:["a","b","c","d"]}})
{
"queryPlanner" : {
"plannerVersion" : 1,
"namespace" : "myDb.myCollection",
"indexFilterSet" : false,
"parsedQuery" : {
"entryVals.col2" : {
"$in" : [
"a",
"b",
"c",
"d"
]
}
},
"winningPlan" : {
"stage" : "COUNT",
"inputStage" : {
"stage" : "COLLSCAN",
"filter" : {
"entryVals.col2" : {
"$in" : [
"a",
"b",
"c",
"d"
]
}
},
"direction" : "forward"
}
},
"rejectedPlans" : [ ]
},
"serverInfo" : {
"host" : "obfuscated",
"port" : obfuscated,
"version" : "3.4.6-1.7",
"gitVersion" : "obfuscated"
},
"ok" : 1
}