BenchmarkDotNet性能测试
DotNetCore实战
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2021-06-16 10:07
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 *
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) | @@@@@@@@@@@
us ; 1,085.365 us) | @@
---------------------------------------------------
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) | @@@@@@@@@@@@@@@@
us ; 1,080.630 us) | @@@@@
us ; 1,170.980 us) | @@@@@@@
us ; 1,247.120 us) | @@@@@@@@
us ; 1,277.930 us) |
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
SDK=6.0.100-preview.4.21255.9
.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
Default -> It seems that the distribution is bimodal (mValue = 3.63) :
Environment
Summary -> Benchmark was executed with attached debugger
MinIterationTime
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. :
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
Default -> 5 outliers were removed (1.06 ms..2.17 ms) :
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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