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[Perf] Linux/x64: 95 Improvements on 4/12/2023 4:47:47 AM #16621

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@performanceautofiler

Description

@performanceautofiler

Run Information

Name Value
Architecture x64
OS ubuntu 18.04
Queue TigerUbuntu
Baseline b26dae224e06bbce1dc4713f9c2f475f91dd9d3d
Compare e7ed417c2bf4a24a0694a387f33ba843a2318fdc
Diff Diff
Configs CompilationMode:tiered, LLVM:false, MonoAOT:true, MonoInterpreter:false, RunKind:micro_mono

Improvements in System.Numerics.Tests.Perf_Vector4

Benchmark Baseline Test Test/Base Test Quality Edge Detector Baseline IR Compare IR IR Ratio Baseline ETL Compare ETL
DivideBenchmark - Duration of single invocation 12.93 ns 10.18 ns 0.79 0.02 True
AddOperatorBenchmark - Duration of single invocation 12.94 ns 9.85 ns 0.76 0.05 True
DivideOperatorBenchmark - Duration of single invocation 13.10 ns 10.92 ns 0.83 0.02 True
MinBenchmark - Duration of single invocation 16.90 ns 14.88 ns 0.88 0.05 False
DistanceSquaredBenchmark - Duration of single invocation 15.40 ns 13.49 ns 0.88 0.01 True
MultiplyFunctionBenchmark - Duration of single invocation 12.81 ns 10.43 ns 0.81 0.01 True
DistanceSquaredJitOptimizeCanaryBenchmark - Duration of single invocation 15.78 ns 13.25 ns 0.84 0.01 True
AddFunctionBenchmark - Duration of single invocation 12.91 ns 10.49 ns 0.81 0.02 True
MultiplyByScalarBenchmark - Duration of single invocation 23.05 ns 19.25 ns 0.84 0.01 True
DivideByScalarBenchmark - Duration of single invocation 25.87 ns 21.65 ns 0.84 0.01 True
NormalizeBenchmark - Duration of single invocation 32.50 ns 27.99 ns 0.86 0.05 False
SubtractFunctionBenchmark - Duration of single invocation 12.88 ns 10.41 ns 0.81 0.01 True
LerpBenchmark - Duration of single invocation 50.46 ns 42.71 ns 0.85 0.00 True
SubtractOperatorBenchmark - Duration of single invocation 12.94 ns 10.46 ns 0.81 0.00 True
MaxBenchmark - Duration of single invocation 16.94 ns 14.20 ns 0.84 0.05 False
ClampBenchmark - Duration of single invocation 36.20 ns 28.61 ns 0.79 0.06 False
MultiplyByScalarOperatorBenchmark - Duration of single invocation 22.82 ns 18.39 ns 0.81 0.00 True
MultiplyOperatorBenchmark - Duration of single invocation 12.91 ns 10.50 ns 0.81 0.02 True
DistanceBenchmark - Duration of single invocation 21.61 ns 19.40 ns 0.90 0.02 True
NegateBenchmark - Duration of single invocation 12.79 ns 10.61 ns 0.83 0.01 True
NegateOperatorBenchmark - Duration of single invocation 12.81 ns 10.36 ns 0.81 0.01 True

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Test Report

Repro

General Docs link: https://github.com/dotnet/performance/blob/main/docs/benchmarking-workflow-dotnet-runtime.md

Payloads

Baseline
Compare

Repro Steps

Prerequisites (Files either built locally (with build.(sh/cmd) or downloaded from payload above (if same system setup) (in this order))

  • Libraries build extracted to runtime/artifacts or build instructions: Libraries README args: -subset libs+libs.tests -rc release -configuration Release -arch $RunArch -framework net8.0
  • CoreCLR product build extracted to runtime/artifacts/bin/coreclr/$RunOS.$RunArch.Release, build instructions: CoreCLR README args: -subset clr+libs -rc release -configuration Release -arch $RunArch -framework net8.0
  • AOT MONO build extracted to runtime/artifacts/bin/mono/$RunOS.$RunArch.Release, build instructions: MONO README args: -arch $RunArch -os $RunOS -s mono+libs+host+packs -c Release /p:CrossBuild=false /p:MonoLLVMUseCxx11Abi=false
  • Dotnet SDK installed for dotnet commands
  • Running commands from the runtime folder

Linux

# Set $RunDir to the runtime directory
RunDir=`pwd`

# Set the OS, arch, and OSId
RunOS='linux'
RunOSId='linux'
RunArch='x64'

# Create aot directory 
mkdir -p $RunDir/artifacts/bin/aot/sgen
mkdir -p $RunDir/artifacts/bin/aot/pack
cp -r $RunDir/artifacts/obj/mono/$RunOS.$RunArch.Release/mono/* $RunDir/artifacts/bin/aot/sgen
cp -r $RunDir/artifacts/bin/microsoft.netcore.app.runtime.$RunOS-$RunArch/Release/* $RunDir/artifacts/bin/aot/pack

# Create Core Root
$RunDir/src/tests/build.sh release $RunArch generatelayoutonly /p:LibrariesConfiguration=Release

# Clone performance 
git clone --branch main --depth 1 --quiet https://github.com/dotnet/performance.git $RunDir/performance

# One line run:
python3 $RunDir/performance/scripts/benchmarks_ci.py --csproj $RunDir/performance/src/benchmarks/micro/MicroBenchmarks.csproj --incremental no --architecture $RunArch -f net8.0 --filter 'System.Numerics.Tests.Perf_Vector4*' --bdn-artifacts $RunDir/artifacts/BenchmarkDotNet.Artifacts --bdn-arguments="--anyCategories Libraries Runtime  --category-exclusion-filter NoAOT NoWASM --runtimes monoaotllvm --aotcompilerpath $RunDir/artifacts/bin/aot/sgen/mini/mono-sgen --customruntimepack $RunDir/artifacts/bin/aot/pack --aotcompilermode llvm --logBuildOutput --generateBinLog"

# Individual Commands:
# Restore 
dotnet restore $RunDir/performance/src/benchmarks/micro/MicroBenchmarks.csproj --packages $RunDir/performance/artifacts/packages /p:UseSharedCompilation=false /p:BuildInParallel=false /m:1

# Build
dotnet build $RunDir/performance/src/benchmarks/micro/MicroBenchmarks.csproj --configuration Release --framework net8.0 --no-restore /p:NuGetPackageRoot=$RunDir/performance/artifacts/packages /p:UseSharedCompilation=false /p:BuildInParallel=false /m:1

# Run
dotnet run --project $RunDir/performance/src/benchmarks/micro/MicroBenchmarks.csproj --configuration Release --framework net8.0 --no-restore --no-build -- --filter System.Numerics.Tests.Perf_Vector4* --anyCategories Libraries Runtime " --category-exclusion-filter NoAOT NoWASM --runtimes monoaotllvm --aotcompilerpath $RunDir/artifacts/bin/aot/sgen/mini/mono-sgen --customruntimepack $RunDir/artifacts/bin/aot/pack --aotcompilermode llvm --logBuildOutput --generateBinLog " --artifacts $RunDir/artifacts/BenchmarkDotNet.Artifacts --packages $RunDir/performance/artifacts/packages --buildTimeout 1200

Windows

# Set $RunDir to the runtime directory
$RunDir="FullPathHere"

# Set the OS, arch, and OSId
RunOS='windows'
RunOSId='win'
RunArch='x64'

# Create aot directory
mkdir $RunDir\artifacts\bin\aot\sgen
mkdir $RunDir\artifacts\bin\aot\pack
xcopy $RunDir\artifacts\obj\mono\$RunOS.$RunArch.Release\mono $RunDir\artifacts\bin\aot\sgen\ /e /y
xcopy $RunDir\artifacts\bin\microsoft.netcore.app.runtime.$RunOSId-$RunArch\Release $RunDir\artifacts\bin\aot\pack\ /e /y

# Create Core Root
$RunDir\src\tests\build.cmd release $RunArch generatelayoutonly /p:LibrariesConfiguration=Release

# Clone performance 
git clone --branch main --depth 1 --quiet https://github.com/dotnet/performance.git $RunDir\performance

# One line run:
python3 $RunDir\performance\scripts\benchmarks_ci.py --csproj $RunDir\performance\src\benchmarks\micro\MicroBenchmarks.csproj --incremental no --architecture $RunArch -f net8.0 --filter 'System.Numerics.Tests.Perf_Vector4*' --bdn-artifacts $RunDir\artifacts\BenchmarkDotNet.Artifacts --bdn-arguments="--anyCategories Libraries Runtime  --category-exclusion-filter NoAOT NoWASM --runtimes monoaotllvm --aotcompilerpath $RunDir\artifacts\bin\aot\sgen\mini\mono-sgen.exe --customruntimepack $RunDir\artifacts\bin\aot\pack --aotcompilermode llvm --logBuildOutput --generateBinLog"

# Individual Commands:
# Restore 
dotnet restore $RunDir\performance\src\benchmarks\micro\MicroBenchmarks.csproj --packages $RunDir\performance\artifacts\packages /p:UseSharedCompilation=false /p:BuildInParallel=false /m:1

# Build
dotnet build $RunDir\performance\src\benchmarks\micro\MicroBenchmarks.csproj --configuration Release --framework net8.0 --no-restore /p:NuGetPackageRoot=$RunDir\performance\artifacts\packages /p:UseSharedCompilation=false /p:BuildInParallel=false /m:1

# Run
dotnet run --project $RunDir\performance\src\benchmarks\micro\MicroBenchmarks.csproj --configuration Release --framework net8.0 --no-restore --no-build -- --filter System.Numerics.Tests.Perf_Vector4* --anyCategories Libraries Runtime " --category-exclusion-filter NoAOT NoWASM --runtimes monoaotllvm --aotcompilerpath $RunDir\artifacts\bin\aot\sgen\mini\mono-sgen.exe --customruntimepack $RunDir\artifacts\bin\aot\pack -aotcompilermode llvm --logBuildOutput --generateBinLog " --artifacts $RunDir\artifacts\BenchmarkDotNet.Artifacts --packages $RunDir\performance\artifacts\packages --buildTimeout 1200

Payloads

Baseline
Compare

Histogram

System.Numerics.Tests.Perf_Vector4.DivideBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.182891306853648 < 12.266888143481781.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 35.279464402385884 (T) = (0 -10.577235348322155) / Math.Sqrt((0.010393718209358381 / (299)) + (0.03994866136394515 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.18239645291236575 = (12.936875562733391 - 10.577235348322155) / 12.936875562733391 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.AddOperatorBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 9.848419289608888 < 12.249234302595246.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 24.453975396126832 (T) = (0 -10.532692575491774) / Math.Sqrt((0.17648035376581664 / (299)) + (0.08007638282603499 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.18443629572110892 = (12.914616626796333 - 10.532692575491774) / 12.914616626796333 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.DivideOperatorBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.920097572933651 < 12.412556626636198.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 53.34304652574121 (T) = (0 -10.635285331942761) / Math.Sqrt((0.015030625810661183 / (299)) + (0.016346621285418413 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.17810162230165003 = (12.939903059215045 - 10.635285331942761) / 12.939903059215045 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.MinBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 14.882426879424619 < 16.016064265226568.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 28.382731666475262 (T) = (0 -14.453008963298549) / Math.Sqrt((0.10718454631685023 / (299)) + (0.06372017257042213 / (8))) is greater than 1.967772354556772 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (8) - 2, .975) and 0.1519409864622566 = (17.04245663636863 - 14.453008963298549) / 17.04245663636863 is greater than 0.05.
IsChangeEdgeDetector: Marked not as a regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.DistanceSquaredBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 13.488597802686824 < 14.628205161122207.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 67.10803164443665 (T) = (0 -13.245601441589633) / Math.Sqrt((0.04112752786993269 / (299)) + (0.008532812983992244 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.143053803628429 = (15.456748040510998 - 13.245601441589633) / 15.456748040510998 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.MultiplyFunctionBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.431950765036886 < 12.213006095390512.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 96.88548675983743 (T) = (0 -10.489332914226113) / Math.Sqrt((0.012804514785828678 / (299)) + (0.005013985731133594 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.184496599651359 = (12.862402424982841 - 10.489332914226113) / 12.862402424982841 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.DistanceSquaredJitOptimizeCanaryBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 13.245515403749392 < 14.65762107784137.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 64.87416819035406 (T) = (0 -13.282564715334399) / Math.Sqrt((0.012436044006028877 / (299)) + (0.009731793137109151 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.14064755787528796 = (15.456481024821233 - 13.282564715334399) / 15.456481024821233 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.AddFunctionBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.487036900817767 < 12.198192750164212.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 83.36116577209474 (T) = (0 -10.478464671690237) / Math.Sqrt((0.16977085158288718 / (299)) + (0.0025056770728445602 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.1879303618609277 = (12.903406530137666 - 10.478464671690237) / 12.903406530137666 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.MultiplyByScalarBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 19.250798774183217 < 21.895578455220395.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 60.528574108722324 (T) = (0 -19.096007262862635) / Math.Sqrt((0.006862276088058057 / (299)) + (0.03772611732157051 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.1706613747900293 = (23.025585306638693 - 19.096007262862635) / 23.025585306638693 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.DivideByScalarBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 21.64937778405403 < 24.529674447296134.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 34.085051047339704 (T) = (0 -21.864415488089044) / Math.Sqrt((0.05816445983195346 / (299)) + (0.11936729491631892 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.15314963398070022 = (25.818510997243582 - 21.864415488089044) / 25.818510997243582 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.NormalizeBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 27.9866758404336 < 31.015659936348122.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 68.3528368314396 (T) = (0 -28.10381102827764) / Math.Sqrt((0.2966827228664183 / (299)) + (0.02611383701861819 / (7))) is greater than 1.9677981407170237 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (7) - 2, .975) and 0.14320775651462037 = (32.80119683851597 - 28.10381102827764) / 32.80119683851597 is greater than 0.05.
IsChangeEdgeDetector: Marked not as a regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.SubtractFunctionBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.408311371327605 < 12.25978547374115.
IsChangePoint: Marked as a change because one of 4/11/2023 3:40:00 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 79.73831903173172 (T) = (0 -10.544485587539622) / Math.Sqrt((0.0056893218099886116 / (299)) + (0.008350849815870132 / (10))) is greater than 1.9677212881555053 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (10) - 2, .975) and 0.18100157835021616 = (12.874854589217517 - 10.544485587539622) / 12.874854589217517 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.LerpBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 42.71310326543409 < 47.80637703236035.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 65.36730402885897 (T) = (0 -42.30208702795217) / Math.Sqrt((0.03196294142927517 / (299)) + (0.12033899107747821 / (8))) is greater than 1.967772354556772 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (8) - 2, .975) and 0.1598001800625719 = (50.347650670887454 - 42.30208702795217) / 50.347650670887454 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.SubtractOperatorBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.464274262446692 < 12.205866606501312.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 193.57403568385627 (T) = (0 -10.525330041845189) / Math.Sqrt((0.005296143721374585 / (299)) + (0.0011657237379496485 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.18244703641414448 = (12.874187374577193 - 10.525330041845189) / 12.874187374577193 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.MaxBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 14.195427827851274 < 16.05089263042943.
IsChangePoint: Marked as a change because one of 3/6/2023 11:36:59 AM, 3/6/2023 9:56:15 PM, 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 14.952670426492869 (T) = (0 -14.397811712757072) / Math.Sqrt((0.4367710460690113 / (299)) + (0.23796186413102202 / (8))) is greater than 1.967772354556772 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (8) - 2, .975) and 0.15502001824054268 = (17.039234092596214 - 14.397811712757072) / 17.039234092596214 is greater than 0.05.
IsChangeEdgeDetector: Marked not as a regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.ClampBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 28.60598868812678 < 33.84980625395032.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 63.423742633789416 (T) = (0 -28.793202561628092) / Math.Sqrt((0.4532542398583695 / (299)) + (0.081444813186276 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.18461466721968073 = (35.31238716724077 - 28.793202561628092) / 35.31238716724077 is greater than 0.05.
IsChangeEdgeDetector: Marked not as a regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.MultiplyByScalarOperatorBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 18.38660050776042 < 21.644955281832875.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 48.254708221838285 (T) = (0 -18.73085964365883) / Math.Sqrt((0.004478217097394046 / (299)) + (0.06376642793375475 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.17835980684550123 = (22.79691256551849 - 18.73085964365883) / 22.79691256551849 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.MultiplyOperatorBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.500124799243903 < 12.263171023884437.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 51.10017639167703 (T) = (0 -10.50864356579048) / Math.Sqrt((0.011359126517379494 / (299)) + (0.019117417316658756 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.18441202868118264 = (12.884745650181493 - 10.50864356579048) / 12.884745650181493 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.DistanceBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 19.401837072118145 < 20.554537263891497.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 128.38564823342477 (T) = (0 -19.374935407384164) / Math.Sqrt((0.0476559451421847 / (299)) + (0.0013651787600749228 / (8))) is greater than 1.967772354556772 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (8) - 2, .975) and 0.10744563391957047 = (21.707288814761405 - 19.374935407384164) / 21.707288814761405 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.NegateBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.610696003152894 < 12.189173283967293.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 51.42624165751006 (T) = (0 -10.332956199071571) / Math.Sqrt((0.012858471852456404 / (299)) + (0.021277386225662612 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.19625868153358914 = (12.856071924717648 - 10.332956199071571) / 12.856071924717648 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

System.Numerics.Tests.Perf_Vector4.NegateOperatorBenchmark


Description of detection logic

IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsRegressionBase: Marked as not a regression because the compare was not 5% greater than the baseline, or the value was too small.
IsImprovementBase: Marked as improvement because the compare was 5% less than the baseline, and the value was not too small.
IsImprovementCheck: Marked as improvement because the three check build points were 0.05 less than the baseline.
IsImprovementWindowed: Marked as improvement because 10.358195599673099 < 12.17170315876789.
IsChangePoint: Marked as a change because one of 4/11/2023 10:53:42 PM, 4/18/2023 4:36:42 PM falls between 4/9/2023 11:04:55 PM and 4/18/2023 4:36:42 PM.
IsImprovementStdDev: Marked as improvement because 57.66744852074033 (T) = (0 -10.38567303788385) / Math.Sqrt((0.011921747690064233 / (299)) + (0.016475976369781858 / (9))) is greater than 1.9677467375895035 = MathNet.Numerics.Distributions.StudentT.InvCDF(0, 1, (299) + (9) - 2, .975) and 0.19364468862150075 = (12.87977259073186 - 10.38567303788385) / 12.87977259073186 is greater than 0.05.
IsChangeEdgeDetector: Marked as regression because Edge Detector said so.

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Profiling workflow for dotnet/runtime repository
Benchmarking workflow for dotnet/runtime repository

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