BenchmarkDotNet性能测试

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BenchmarkDotNet是一款开源的性能测试工具,使用方式非常简单,特别是对实现同一功能的两种方式,犹豫不决时,可以使用它进行个对比。

比如我们比较ADO.NET方式查询数据库表,和用Dapper方式获取数据为表,只需要在两个方法上增加 [Benchmark]就可以了,然后调用var summary = BenchmarkRunner.Run<Cycle>();就实现了性能测试。

using System;
using System.ComponentModel;
using System.Data;
using System.Data.SqlClient;
using System.Security.Cryptography;
using BenchmarkDotNet.Attributes;
using BenchmarkDotNet.Running;
using Dapper;


namespace MyBenchmarks
{
    public class Product
    {
        public string Name { get; set; }
        public string ProductNumber { get; set; }
        public bool MakeFlag { get; set; }
        public bool FinishedGoodsFlag { get; set; }
        public string Color { get; set; }
        public short SafetyStockLevel { get; set; }
        public short ReorderPoint { get; set; }
        public decimal StandardCost { get; set; }
        public decimal ListPrice { get; set; }
        public string Size { get; set; }
        public string SizeUnitMeasureCode { get; set; }
        public string WeightUnitMeasureCode { get; set; }
        public double Weight { get; set; }
        public int DaysToManufacture { get; set; }
        public string ProductLine { get; set; }
        public string Class { get; set; }
        public string Style { get; set; }
        public int ProductSubcategoryID { get; set; }
        public int ProductModelID { get; set; }
        public DateTime SellStartDate { get; set; }
        public DateTime SellEndDate { get; set; }
        public DateTime DiscontinuedDate { get; set; }
        public Guid rowguid { get; set; }
        public DateTime ModifiedDate { get; set; }




    }
    public class Cycle
    {


        [Benchmark]
        public void DapperTest()
        {
            var conn = new SqlConnection("Data Source=.;Initial Catalog=AdventureWorks2016;Persist Security Info=True;User ID=sa;password=sa;");
            var table = conn.Query<Product>("select top 100 * from production.product");
        }
        [Benchmark]
        public void CommandTest()
        {
            var conn = "Data Source=.;Initial Catalog=AdventureWorks2016;Persist Security Info=True;User ID=sa;password=sa;";
            var sql = "select top 100 * from production.product";
            var dapp = new SqlDataAdapter(sql, conn);
            var table = new DataTable();
            dapp.Fill(table);
        }
    }


    public class Program
    {
        public static void Main(string[] args)
        {
            var summary = BenchmarkRunner.Run<Cycle>();
        }
    }
}

运行一下看一下结果,为了减少篇幅,删除了一些结果,从结果看出,为了得到较为客观的性能测试结果,BenchmarkDotNet还是做了很多工作的:

OverheadJitting,WorkloadJitting,WorkloadPilot,OverheadWarmup,OverheadActual,WorkloadWarmup,WorkloadActual,WorkloadResult。

并且通过最后的一个表格,清楚的给出了结果。同时还给出了Warnings ,以供参考。

// Validating benchmarks:
// ***** BenchmarkRunner: Start   *****
// ***** Found 2 benchmark(s) in total *****
// ***** Building 1 exe(s) in Parallel: Start   *****
// start dotnet restore  /p:UseSharedCompilation=false /p:BuildInParallel=false /m:1 /p:Deterministic=true /p:Optimize=true in C:\\MyFile\\Source\\Repos\\Asp.NetCoreExperiment\\Asp.NetCoreExperiment\\BenchmarkDotNet\\Demo01\\bin\\Release\\net6.0\\03bf0209-ac26-4de1-b763-4ba03e46cf4d
// command took 2.83s and exited with 0
// start dotnet build -c Release  --no-restore /p:UseSharedCompilation=false /p:BuildInParallel=false /m:1 /p:Deterministic=true /p:Optimize=true in C:\\MyFile\\Source\\Repos\\Asp.NetCoreExperiment\\Asp.NetCoreExperiment\\BenchmarkDotNet\\Demo01\\bin\\Release\\net6.0\\03bf0209-ac26-4de1-b763-4ba03e46cf4d
// command took 4.29s and exited with 0
// ***** Done, took 00:00:07 (7.52 sec)   *****
// Found 2 benchmarks:
//   Cycle.DapperTest: DefaultJob
//   Cycle.CommandTest: DefaultJob


// **************************
// Benchmark: Cycle.DapperTest: DefaultJob
// *** Execute ***
// Launch: 1 / 1
// Execute: dotnet "03bf0209-ac26-4de1-b763-4ba03e46cf4d.dll" --benchmarkName "MyBenchmarks.Cycle.DapperTest" --job "Default" --benchmarkId 0 in C:\\MyFile\\Source\\Repos\\Asp.NetCoreExperiment\\Asp.NetCoreExperiment\\BenchmarkDotNet\\Demo01\\bin\\Release\\net6.0\\03bf0209-ac26-4de1-b763-4ba03e46cf4d\\bin\\Release\\net6.0
// BeforeAnythingElse


// Benchmark Process Environment Information:
// Runtime=.NET 6.0.0 (6.0.21.25307), X64 RyuJIT
// GC=Concurrent Workstation
// Job: DefaultJob


OverheadJitting  1: 1 op, 229700.00 ns, 229.7000 us/op
WorkloadJitting  1: 1 op, 410021000.00 ns, 410.0210 ms/op


WorkloadWarmup   1: 1 op, 4581600.00 ns, 4.5816 ms/op
WorkloadWarmup   2: 1 op, 746500.00 ns, 746.5000 us/op
WorkloadWarmup   3: 1 op, 830000.00 ns, 830.0000 us/op
WorkloadWarmup   4: 1 op, 822900.00 ns, 822.9000 us/op
WorkloadWarmup   5: 1 op, 741800.00 ns, 741.8000 us/op
WorkloadWarmup   6: 1 op, 746900.00 ns, 746.9000 us/op
WorkloadWarmup   7: 1 op, 826300.00 ns, 826.3000 us/op
WorkloadWarmup   8: 1 op, 698300.00 ns, 698.3000 us/op


// BeforeActualRun
WorkloadActual   1: 1 op, 755100.00 ns, 755.1000 us/op
……
WorkloadActual  100: 1 op, 712700.00 ns, 712.7000 us/op


// AfterActualRun
WorkloadResult   1: 1 op, 755100.00 ns, 755.1000 us/op
……
WorkloadResult  95: 1 op, 712700.00 ns, 712.7000 us/op


// AfterAll
// Benchmark Process 26724 has exited with code 0


Mean = 753.054 us, StdErr = 11.687 us (1.55%), N = 95, StdDev = 113.909 us
Min = 578.400 us, Q1 = 668.600 us, Median = 734.900 us, Q3 = 798.800 us, Max = 1,052.600 us
IQR = 130.200 us, LowerFence = 473.300 us, UpperFence = 994.100 us
ConfidenceInterval = [713.353 us; 792.754 us] (CI 99.9%), Margin = 39.701 us (5.27% of Mean)
Skewness = 0.87, Kurtosis = 2.93, MValue = 3.63


// **************************
// Benchmark: Cycle.CommandTest: DefaultJob
// *** Execute ***
// Launch: 1 / 1
// Execute: dotnet "03bf0209-ac26-4de1-b763-4ba03e46cf4d.dll" --benchmarkName "MyBenchmarks.Cycle.CommandTest" --job "Default" --benchmarkId 1 in C:\\MyFile\\Source\\Repos\\Asp.NetCoreExperiment\\Asp.NetCoreExperiment\\BenchmarkDotNet\\Demo01\\bin\\Release\\net6.0\\03bf0209-ac26-4de1-b763-4ba03e46cf4d\\bin\\Release\\net6.0
// BeforeAnythingElse


// Benchmark Process Environment Information:
// Runtime=.NET 6.0.0 (6.0.21.25307), X64 RyuJIT
// GC=Concurrent Workstation
// Job: DefaultJob


OverheadJitting  1: 1 op, 215400.00 ns, 215.4000 us/op
WorkloadJitting  1: 1 op, 339247500.00 ns, 339.2475 ms/op


WorkloadWarmup   1: 1 op, 3680100.00 ns, 3.6801 ms/op
WorkloadWarmup   2: 1 op, 943000.00 ns, 943.0000 us/op
WorkloadWarmup   3: 1 op, 875200.00 ns, 875.2000 us/op
WorkloadWarmup   4: 1 op, 982500.00 ns, 982.5000 us/op
WorkloadWarmup   5: 1 op, 956900.00 ns, 956.9000 us/op
WorkloadWarmup   6: 1 op, 1030800.00 ns, 1.0308 ms/op
WorkloadWarmup   7: 1 op, 1170900.00 ns, 1.1709 ms/op
WorkloadWarmup   8: 1 op, 1169400.00 ns, 1.1694 ms/op


// BeforeActualRun
WorkloadActual   1: 1 op, 975400.00 ns, 975.4000 us/op
……
WorkloadActual  100: 1 op, 897400.00 ns, 897.4000 us/op


// AfterActualRun
WorkloadResult   1: 1 op, 975400.00 ns, 975.4000 us/op
……
WorkloadResult  91: 1 op, 897400.00 ns, 897.4000 us/op


// AfterAll
// Benchmark Process 17300 has exited with code 0


Mean = 951.263 us, StdErr = 13.676 us (1.44%), N = 91, StdDev = 130.465 us
Min = 759.300 us, Q1 = 864.000 us, Median = 912.900 us, Q3 = 1,004.600 us, Max = 1,316.000 us
IQR = 140.600 us, LowerFence = 653.100 us, UpperFence = 1,215.500 us
ConfidenceInterval = [904.736 us; 997.789 us] (CI 99.9%), Margin = 46.526 us (4.89% of Mean)
Skewness = 0.95, Kurtosis = 3.05, MValue = 2.44


// ***** BenchmarkRunner: Finish  *****


// * Export *
  BenchmarkDotNet.Artifacts\\results\\MyBenchmarks.Cycle-report.csv
  BenchmarkDotNet.Artifacts\\results\\MyBenchmarks.Cycle-report-github.md
  BenchmarkDotNet.Artifacts\\results\\MyBenchmarks.Cycle-report.html


// * Detailed results *
Cycle.DapperTest: DefaultJob
Runtime = .NET 6.0.0 (6.0.21.25307), X64 RyuJIT; GC = Concurrent Workstation
Mean = 753.054 us, StdErr = 11.687 us (1.55%), N = 95, StdDev = 113.909 us
Min = 578.400 us, Q1 = 668.600 us, Median = 734.900 us, Q3 = 798.800 us, Max = 1,052.600 us
IQR = 130.200 us, LowerFence = 473.300 us, UpperFence = 994.100 us
ConfidenceInterval = [713.353 us; 792.754 us] (CI 99.9%), Margin = 39.701 us (5.27% of Mean)
Skewness = 0.87, Kurtosis = 2.93, MValue = 3.63
-------------------- Histogram --------------------
[  545.635 us ;   582.035 us) | @
[  582.035 us ;   650.935 us) | @@@@@@@@@@@@@@@
[  650.935 us ;   726.135 us) | @@@@@@@@@@@@@@@@@@@@@@@@@@@
[  726.135 us ;   791.665 us) | @@@@@@@@@@@@@@@@@@@@@@@@@@@@
[  791.665 us ;   852.365 us) | @@@@@@@@
[  852.365 us ;   924.365 us) | @@@
[  924.365 us ; 1,009.685 us) | @@@@@@@@@@@
[1,009.685 us ; 1,085.365 us) | @@
---------------------------------------------------


Cycle.CommandTest: DefaultJob
Runtime = .NET 6.0.0 (6.0.21.25307), X64 RyuJIT; GC = Concurrent Workstation
Mean = 951.263 us, StdErr = 13.676 us (1.44%), N = 91, StdDev = 130.465 us
Min = 759.300 us, Q1 = 864.000 us, Median = 912.900 us, Q3 = 1,004.600 us, Max = 1,316.000 us
IQR = 140.600 us, LowerFence = 653.100 us, UpperFence = 1,215.500 us
ConfidenceInterval = [904.736 us; 997.789 us] (CI 99.9%), Margin = 46.526 us (4.89% of Mean)
Skewness = 0.95, Kurtosis = 3.05, MValue = 2.44
-------------------- Histogram --------------------
[  721.230 us ;   780.280 us) | @@
[  780.280 us ;   860.730 us) | @@@@@@@@@@@@@@@@@@@@
[  860.730 us ;   936.870 us) | @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
[  936.870 us ; 1,020.120 us) | @@@@@@@@@@@@@@@@
[1,020.120 us ; 1,080.630 us) | @@@@@
[1,080.630 us ; 1,170.980 us) | @@@@@@@
[1,170.980 us ; 1,247.120 us) | @@@@@@@@
[1,247.120 us ; 1,277.930 us) |
[1,277.930 us ; 1,354.070 us) | @
---------------------------------------------------


// * Summary *


BenchmarkDotNet=v0.13.0, OS=Windows 10.0.19043.1052 (21H1/May2021Update)
Intel Core i7-7700HQ CPU 2.80GHz (Kaby Lake), 1 CPU, 8 logical and 4 physical cores
.NET SDK=6.0.100-preview.4.21255.9
  [Host]     : .NET 6.0.0 (6.0.21.25307), X64 RyuJIT  [AttachedDebugger]
  DefaultJob : .NET 6.0.0 (6.0.21.25307), X64 RyuJIT




|      Method |     Mean |    Error |   StdDev |   Median |
|------------ |---------:|---------:|---------:|---------:|
|  DapperTest | 753.1 us | 39.70 us | 113.9 us | 734.9 us |
| CommandTest | 951.3 us | 46.53 us | 130.5 us | 912.9 us |


// * Warnings *
MultimodalDistribution
  Cycle.DapperTest: Default -> It seems that the distribution is bimodal (mValue = 3.63)
Environment
  Summary -> Benchmark was executed with attached debugger
MinIterationTime
  Cycle.DapperTest: Default  -> The minimum observed iteration time is 578.4000 us which is very small. It's recommended to increase it to at least 100.0000 ms using more operations.
  Cycle.CommandTest: Default -> The minimum observed iteration time is 759.3000 us which is very small. It's recommended to increase it to at least 100.0000 ms using more operations.


// * Hints *
Outliers
  Cycle.DapperTest: Default  -> 5 outliers were removed (1.06 ms..2.17 ms)
  Cycle.CommandTest: Default -> 9 outliers were removed (1.37 ms..2.51 ms)


// * Legends *
  Mean   : Arithmetic mean of all measurements
  Error  : Half of 99.9% confidence interval
  StdDev : Standard deviation of all measurements
  Median : Value separating the higher half of all measurements (50th percentile)
  1 us   : 1 Microsecond (0.000001 sec)


// ***** BenchmarkRunner: End *****
// ** Remained 0 benchmark(s) to run **
Run time: 00:00:03 (3.12 sec), executed benchmarks: 2


Global total time: 00:00:10 (10.65 sec), executed benchmarks: 2
// * Artifacts cleanup *

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