mongoDB各種查詢方式執行效率測試

最近正在使用mongoDB，使用官方的C# Drivers，對於不同的方式執行的效率(時間)不一樣的。

下面我們開始進入主題 ：

啟動本地mongoDB數據庫

> mongod -dbpath data

 

現在數據庫有一個User表，大約有100萬行數據。

> db.myuser.count()

> 1000005

 

其中，age字段已設置為索引

> db.entities.ensureIndex({"age":1})

 

 

我們一起來統計某些用戶的最大年齡，符合條件的有21845條記錄

> db.entities.find({"age":{$lt:12}}) 

> 21845

 

 

以下使用c# drivers的方式：

第一種方式： 

TestMethod(testCount, () =>
            {
                var querty = Query<User>.LT(c => c.Age, 12);
                var collection1 = database.GetCollection<User>("entities");
                collection1.Find(querty).Max(c => c.Age);
            });

 語句監控：

{ "op" : "query", "ns" : "test.entities", "query" : { "age" : { "$lt" : 12 } }, "cursorid" : 9328463997967889, "ntoreturn" : 0, "ntoskip" : 0, "nscanned" : 102, "keyUpdates" : 0, "numYield" : 0, "lockStats" : { "timeLockedMicros" : { "r" : 321, "w" : 0 }, "timeAcquiringMicros" : { "r" : 5, "w" : 2 } }, "nreturned" : 101, "responseLength" : 7595, "millis" : 0, "ts" : { "$date" : 1370402901213 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : { "age" : { "$lt" : 12 } }, "cursorid" : 9328463997967889, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 34, "lockStats" : { "timeLockedMicros" : { "r" : 61549, "w" : 0 }, "timeAcquiringMicros" : { "r" : 57279, "w" : 2 } }, "nreturned" : 21744, "responseLength" : 1630820, "millis" : 59, "ts" : { "$date" : 1370402901309 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }

執行結果：test total:10 max:2251.1288ms min:1061.0607ms avg:1791.50248ms

 

第二種方式 ： 

TestMethod(testCount, () =>
            {
                var querty = Query<User>.LT(c => c.Age, 12);
                var collection2 = database.GetCollection<User>("entities");
                (from a in collection2.Find(querty) select a).Max(c => c.Age);
            });

語句監控： 

{ "op" : "query", "ns" : "test.entities", "query" : { "age" : { "$lt" : 12 } }, "cursorid" : 10027822751969126, "ntoreturn" : 0, "ntoskip" : 0, "nscanned" : 102, "keyUpdates" : 0, "numYield" : 0, "lockStats" : { "timeLockedMicros" : { "r" : 316, "w" : 0 }, "timeAcquiringMicros" : { "r" : 3, "w" : 2 } }, "nreturned" : 101, "responseLength" : 7595, "millis" : 0, "ts" : { "$date" : 1370403065009 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : { "age" : { "$lt" : 12 } }, "cursorid" : 10027822751969126, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 153, "lockStats" : { "timeLockedMicros" : { "r" : 81511, "w" : 0 }, "timeAcquiringMicros" : { "r" : 166793, "w" : 2 } }, "nreturned" : 21744, "responseLength" : 1630820, "millis" : 167, "ts" : { "$date" : 1370403065220 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }

執行結果：test total:10 max:2318.1326ms min:1224.07ms avg:1843.20543ms

 

第三種方式： 

            TestMethod(testCount, () =>
            {
                var querty = Query<User>.LT(c => c.Age, 12);
                var collection2 = database.GetCollection<User>("entities");
                (from a in collection2.Find(querty).ToList() select a).Max(c => c.Age);
            });

語句監控：

{ "op" : "query", "ns" : "test.entities", "query" : { "age" : { "$lt" : 12 } }, "cursorid" : 10180173527525485, "ntoreturn" : 0, "ntoskip" : 0, "nscanned" : 102, "keyUpdates" : 0, "numYield" : 0, "lockStats" : { "timeLockedMicros" : { "r" : 338, "w" : 0 }, "timeAcquiringMicros" : { "r" : 5, "w" : 3 } }, "nreturned" : 101, "responseLength" : 7595, "millis" : 0, "ts" : { "$date" : 1370403100720 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : { "age" : { "$lt" : 12 } }, "cursorid" : 10180173527525485, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 71, "lockStats" : { "timeLockedMicros" : { "r" : 71335, "w" : 0 }, "timeAcquiringMicros" : { "r" : 89772, "w" : 3 } }, "nreturned" : 21744, "responseLength" : 1630820, "millis" : 93, "ts" : { "$date" : 1370403100862 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }

執行結果：test total:10 max:2349.1344ms min:1079.0618ms avg:1824.10434ms

 

第四種方式： 

            TestMethod(testCount, () =>
            {
                var collection3 = database.GetCollection<User>("entities");
                (from a in collection3.FindAll() where a.Age < 12 select a).Max(c => c.Age);
            });

語句監控:

{ "op" : "query", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "ntoskip" : 0, "nscanned" : 102, "keyUpdates" : 0, "numYield" : 0, "lockStats" : { "timeLockedMicros" : { "r" : 101, "w" : 0 }, "timeAcquiringMicros" : { "r" : 4, "w" : 2 } }, "nreturned" : 101, "responseLength" : 7595, "millis" : 0, "ts" : { "$date" : 1370403130218 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 208, "lockStats" : { "timeLockedMicros" : { "r" : 36522, "w" : 0 }, "timeAcquiringMicros" : { "r" : 224943, "w" : 2 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 225, "ts" : { "$date" : 1370403130487 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 354, "lockStats" : { "timeLockedMicros" : { "r" : 69849, "w" : 0 }, "timeAcquiringMicros" : { "r" : 372646, "w" : 6 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 373, "ts" : { "$date" : 1370403131520 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 263, "lockStats" : { "timeLockedMicros" : { "r" : 57171, "w" : 0 }, "timeAcquiringMicros" : { "r" : 275690, "w" : 8 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 287, "ts" : { "$date" : 1370403132514 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 118, "lockStats" : { "timeLockedMicros" : { "r" : 42943, "w" : 0 }, "timeAcquiringMicros" : { "r" : 126115, "w" : 8 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 142, "ts" : { "$date" : 1370403133385 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 118, "lockStats" : { "timeLockedMicros" : { "r" : 54060, "w" : 0 }, "timeAcquiringMicros" : { "r" : 139954, "w" : 4 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 140, "ts" : { "$date" : 1370403134246 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 182, "lockStats" : { "timeLockedMicros" : { "r" : 49463, "w" : 0 }, "timeAcquiringMicros" : { "r" : 192366, "w" : 8 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 205, "ts" : { "$date" : 1370403135151 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 233, "lockStats" : { "timeLockedMicros" : { "r" : 47115, "w" : 0 }, "timeAcquiringMicros" : { "r" : 241311, "w" : 6 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 253, "ts" : { "$date" : 1370403136126 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 374, "lockStats" : { "timeLockedMicros" : { "r" : 63443, "w" : 0 }, "timeAcquiringMicros" : { "r" : 390961, "w" : 5 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 391, "ts" : { "$date" : 1370403137212 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 220, "lockStats" : { "timeLockedMicros" : { "r" : 49987, "w" : 0 }, "timeAcquiringMicros" : { "r" : 226603, "w" : 7 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 246, "ts" : { "$date" : 1370403138151 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 174, "lockStats" : { "timeLockedMicros" : { "r" : 51115, "w" : 0 }, "timeAcquiringMicros" : { "r" : 189192, "w" : 7 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 195, "ts" : { "$date" : 1370403139076 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 0, "lockStats" : { "timeLockedMicros" : { "r" : 12058, "w" : 0 }, "timeAcquiringMicros" : { "r" : 4, "w" : 5 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 12, "ts" : { "$date" : 1370403139769 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 58, "lockStats" : { "timeLockedMicros" : { "r" : 19060, "w" : 0 }, "timeAcquiringMicros" : { "r" : 59983, "w" : 5 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 69, "ts" : { "$date" : 1370403140528 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 80, "lockStats" : { "timeLockedMicros" : { "r" : 47191, "w" : 0 }, "timeAcquiringMicros" : { "r" : 99542, "w" : 4 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 99, "ts" : { "$date" : 1370403141285 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 220, "lockStats" : { "timeLockedMicros" : { "r" : 48911, "w" : 0 }, "timeAcquiringMicros" : { "r" : 228575, "w" : 6 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 245, "ts" : { "$date" : 1370403142248 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 233, "lockStats" : { "timeLockedMicros" : { "r" : 58459, "w" : 0 }, "timeAcquiringMicros" : { "r" : 251144, "w" : 4 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 254, "ts" : { "$date" : 1370403143181 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 182, "lockStats" : { "timeLockedMicros" : { "r" : 54177, "w" : 0 }, "timeAcquiringMicros" : { "r" : 200802, "w" : 4 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 203, "ts" : { "$date" : 1370403144116 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 115, "lockStats" : { "timeLockedMicros" : { "r" : 36174, "w" : 0 }, "timeAcquiringMicros" : { "r" : 121411, "w" : 8 } }, "nreturned" : 55924, "responseLength" : 4194320, "millis" : 136, "ts" : { "$date" : 1370403144950 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }
{ "op" : "getmore", "ns" : "test.entities", "query" : {}, "cursorid" : 10306109926130251, "ntoreturn" : 0, "keyUpdates" : 0, "numYield" : 306, "lockStats" : { "timeLockedMicros" : { "r" : 38883, "w" : 0 }, "timeAcquiringMicros" : { "r" : 315199, "w" : 6 } }, "nreturned" : 49191, "responseLength" : 3689345, "millis" : 321, "ts" : { "$date" : 1370403145984 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }

執行結果：test total:10 max:87233.9895ms min:70624.0395ms avg:81305.95043ms

 

第五種方式： 

            TestMethod(testCount, () =>
            {
                var collection3 = database.GetCollection<User>("entities");
                (from a in collection3.AsQueryable() where a.Age < 12 select a).Max(c => c.Age);
            });

語句監控：

{ "op" : "query", "ns" : "test.entities", "query" : { "$query" : { "age" : { "$lt" : 12 } }, "$orderby" : { "age" : -1 } }, "ntoreturn" : 1, "ntoskip" : 0, "nscanned" : 1, "keyUpdates" : 0, "numYield" : 0, "lockStats" : { "timeLockedMicros" : { "r" : 216, "w" : 0 }, "timeAcquiringMicros" : { "r" : 4, "w" : 3 } }, "nreturned" : 1, "responseLength" : 95, "millis" : 0, "ts" : { "$date" : 1370403374870 }, "client" : "127.0.0.1", "allUsers" : [], "user" : "" }

執行結果：test total:10 max:449.0256ms min:327.0187ms avg:407.5233ms

 

測試完畢，我們一起討論一下結果:

第一種方式：test total:10 max:2251.1288ms min:1061.0607ms avg:1791.50248ms
第二種方式：test total:10 max:2318.1326ms min:1224.07ms avg:1843.20543ms
第三種方式：test total:10 max:2349.1344ms min:1079.0618ms avg:1824.10434ms
第四種方式：test total:10 max:87233.9895ms min:70624.0395ms avg:81305.95043ms
第五種方式：test total:10 max:449.0256ms min:327.0187ms avg:407.5233ms

第一種，第二種和第三種是差不多的。

第四種是最慢的，把全部的查找出來當然是最慢的。

第五種是最快的，我反復測試了很多次，真的有點不敢相信。

結論：建議盡量使用第五種方式；不建議使用第四種方式。

 

以上是從使用的角度來測試。如有不同觀點，支持回復指點，謝謝。

 

以上測試的源碼：

using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using MongoDB.Driver;
using MongoDB.Driver.Builders;
using MongoDB.Driver.Linq;
using MongoDB.Bson;
using MongoDB.Bson.Serialization.Attributes;

namespace MongoDBTest
{
    class Program
    {
        static void Main(string[] args)
        {
            TestMongoDB();
            Console.ReadKey();
        }

        /// <summary>
        /// 測試數據庫
        /// </summary>
        public static void TestMongoDB()
        {
            var connectionString = "mongodb://localhost";
            var client = new MongoClient(connectionString);
            var server = client.GetServer();
            var database = server.GetDatabase("test");
            var testCount = 10;

            TestMethod(testCount, () =>
            {
                var querty = Query<User>.LT(c => c.Age, 12);
                var collection1 = database.GetCollection<User>("entities");
                collection1.Find(querty).Max(c => c.Age);
            });

            //TestMethod(testCount, () =>
            //{
            //    var querty = Query<User>.LT(c => c.Age, 12);
            //    var collection2 = database.GetCollection<User>("entities");
            //    (from a in collection2.Find(querty) select a).Max(c => c.Age);
            //});

            //TestMethod(testCount, () =>
            //{
            //    var querty = Query<User>.LT(c => c.Age, 12);
            //    var collection2 = database.GetCollection<User>("entities");
            //    (from a in collection2.Find(querty).ToList() select a).Max(c => c.Age);
            //});

            //TestMethod(testCount, () =>
            //{
            //    var collection3 = database.GetCollection<User>("entities");
            //    (from a in collection3.FindAll() where a.Age < 12 select a).Max(c => c.Age);
            //});

            //TestMethod(testCount, () =>
            //{
            //    var collection3 = database.GetCollection<User>("entities");
            //    (from a in collection3.AsQueryable() where a.Age < 12 select a).Max(c => c.Age);
            //});

        }

        /// <summary>
        /// 測試方法
        /// </summary>
        /// <param name="testCount"></param>
        /// <param name="fun"></param>
        private static void TestMethod(int testCount, Action fun)
        {
            var list = new List<double>();
            for (int i = 0; i < testCount; i++)
            {
                new System.Threading.Thread(new System.Threading.ThreadStart(() =>
                {
                    var sd = DateTime.Now;
                    fun.Invoke();
                    list.Add(DateTime.Now.Subtract(sd).TotalMilliseconds);
                    if (list.Count() >= testCount)
                    {
                        var max = (from a in list select a).Max();
                        var min = (from a in list select a).Min();
                        var avg = (from a in list select a).Average();
                        var result = string.Format("test total:{0} max:{1}ms min:{2}ms avg:{3}ms", testCount, max, min, avg);
                        WriteText(result);
                        System.Diagnostics.Process.GetCurrentProcess().Kill();
                    }
                })).Start();
            }
        }

        /// <summary>
        /// 寫文件文本
        /// </summary>
        /// <param name="result"></param>
        private static void WriteText(string result)
        {
            var f = new System.IO.StreamWriter("result.txt", false);
            f.WriteLine(result);
            f.Close();
        }

    }

    public class User
    {
        public ObjectId Id { get; set; }

        [BsonElement("name")]
        public string Name { get; set; }

        [BsonElement("age")]
        public int Age { get; set; }

        [BsonElement("pwd")]
        public string Pwd { get; set; }

        [BsonIgnoreIfNull]
        [BsonElement("addr")]
        public string Address { get; set; }

        [BsonIgnoreIfDefault]
        [BsonElement("wei")]
        public int Weight { get; set; }
    }
}