[Perf] Linux/arm64: 22 Improvements on 7/10/2024 6:51:07 AM

### Run Information

Name | Value
-- | --
Architecture | arm64
OS | ubuntu 22.04
Queue | AmpereUbuntu
Baseline | [0bfb733c6419e78e55286e0d01c5994a337c486a](https://github.com/dotnet/runtime/commit/0bfb733c6419e78e55286e0d01c5994a337c486a)
Compare | [029007daba42d17965555f63a3f5d138cf76ecb9](https://github.com/dotnet/runtime/commit/029007daba42d17965555f63a3f5d138cf76ecb9)
Diff | [Diff](https://github.com/dotnet/runtime/compare/0bfb733c6419e78e55286e0d01c5994a337c486a...029007daba42d17965555f63a3f5d138cf76ecb9)
Configs | CompilationMode:tiered, LLVM:true, MonoAOT:true, MonoInterpreter:false, RunKind:micro_mono


### Improvements in System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;

Benchmark | Baseline | Test | Test/Base | Test Quality | Edge Detector | Baseline IR | Compare IR | IR Ratio
-- | -- | -- | -- | -- | -- | -- | -- | --
|<ul><li>[CosineSimilarity - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives(Single).CosineSimilarity(BufferLength%3a%20128).html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Tensors/Perf_FloatingPointTensorPrimitives.cs#L98-#L99>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 4.99 μs | 155.52 ns | 0.03 | 0.01 | False | | |
|<ul><li>[Round - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives(Single).Round(BufferLength%3a%203079).html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Tensors/Perf_FloatingPointTensorPrimitives.cs#L49-#L50>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 20.91 μs | 13.40 μs | 0.64 | 0.00 | True | | |
|<ul><li>[Sin - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives(Single).Sin(BufferLength%3a%203079).html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Tensors/Perf_FloatingPointTensorPrimitives.cs#L52-#L53>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=H4sIAAAAAAAACpVUXW/TMBR9R+I/+C0JdF3WboNVZKIbGwzaUbqIF4QmL7lNLvJHdO1szYT47dhpKfuQRniJ7eNzzr127vUUuKkJJChrnv1kNyUQsKMaRT6HSrMkYUGurQK7TbWyKCG4zzoirrKy5REszHYJPDfbkqN6QBxTVqKFzLpoDBULg+X+btBjASfpJtGGnYKx51yC93wbXDTGguyf1xIIM9NPQRlNfjTW9GdAi8tToblFVcw0KrvanxFKtHgN5s2F2xFw2HdjeFQvFkATUIUtR2wYvzqI/mY5r9WxVgssanJ2WplvwbGWFYp2NdU5BN9Z8osFFh09D54/pZxMvk7/0KmGp8lTrfT4c/pf/DNlgSoC913rFlyYfwgd9AlVvhZIzEhfSmd2R4UGZGWb8JF6rG3UgXamzURcy/aXd+F/NCeqQAVduLNCp03VjVo2BjMuZqSl9khX4YfmijB/L/QVF3jbYl1k88G8a4STZeVK2Tecr/L7dX+sXZMBpbpaz+73UOpkF5bLih2ynFvw/RgO4sHuVry3tbOf7sSjnYPRIO4Ph7t7cfz6ZRyP4tiHMLWUnPAWGKfiUvJl2Br6DHrsRcSumgcReps+7PlK+lJDDc6nIv3D9fAj8hxMLWxCLus8vHOSFT6+BuKFcxpGPdZaeePklBBULpoN4i+rXfiUye0BMX/GrORk2Q3akoXGXR6YZKPpsWWmRS1V8jCnZoWbZJWEI1q0ApLgnbs69/I066WXsFCZyGOmEmgTvgQT/Qa8xCyzGwUAAA==>)</li></ul> | 54.01 μs | 16.61 μs | 0.31 | 0.01 | False | | |
|<ul><li>[Sin - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives(Single).Sin(BufferLength%3a%20128).html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Tensors/Perf_FloatingPointTensorPrimitives.cs#L52-#L53>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 2.37 μs | 795.46 ns | 0.34 | 0.01 | False | | |
|<ul><li>[CosineSimilarity - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives(Single).CosineSimilarity(BufferLength%3a%203079).html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Tensors/Perf_FloatingPointTensorPrimitives.cs#L98-#L99>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 118.23 μs | 2.68 μs | 0.02 | 0.01 | False | | |
|<ul><li>[Round - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives(Single).Round(BufferLength%3a%20128).html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Tensors/Perf_FloatingPointTensorPrimitives.cs#L49-#L50>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 960.19 ns | 648.25 ns | 0.68 | 0.01 | True | | |

![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29_1.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29_2.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29_3.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29_4.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29_5.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29_6.png>)
[Test Report](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives%28Single%29.html>)

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

<details>
   <summary>Repro Steps</summary>


#### 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/libraries/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/coreclr/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/mono/README.md) 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
```cmd
# 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.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;*' --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.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;* --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
```cmd
# 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.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;*' --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.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;* --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
```

</details>

<details>

### System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;.CosineSimilarity(BufferLength: 128)

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;.Round(BufferLength: 3079)

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;.Sin(BufferLength: 3079)

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;.Sin(BufferLength: 128)

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;.CosineSimilarity(BufferLength: 3079)

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives&lt;Single&gt;.Round(BufferLength: 128)

#### ETL Files

#### Histogram

#### JIT Disasms



### Docs

[Profiling workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/profiling-workflow-dotnet-runtime.md)
[Benchmarking workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/benchmarking-workflow-dotnet-runtime.md)

</details>


---


### Run Information

Name | Value
-- | --
Architecture | arm64
OS | ubuntu 22.04
Queue | AmpereUbuntu
Baseline | [0bfb733c6419e78e55286e0d01c5994a337c486a](https://github.com/dotnet/runtime/commit/0bfb733c6419e78e55286e0d01c5994a337c486a)
Compare | [029007daba42d17965555f63a3f5d138cf76ecb9](https://github.com/dotnet/runtime/commit/029007daba42d17965555f63a3f5d138cf76ecb9)
Diff | [Diff](https://github.com/dotnet/runtime/compare/0bfb733c6419e78e55286e0d01c5994a337c486a...029007daba42d17965555f63a3f5d138cf76ecb9)
Configs | CompilationMode:tiered, LLVM:true, MonoAOT:true, MonoInterpreter:false, RunKind:micro_mono


### Improvements in System.Numerics.Tests.Perf_Matrix4x4

Benchmark | Baseline | Test | Test/Base | Test Quality | Edge Detector | Baseline IR | Compare IR | IR Ratio
-- | -- | -- | -- | -- | -- | -- | -- | --
|<ul><li>[MultiplyByMatrixOperatorBenchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Matrix4x4.MultiplyByMatrixOperatorBenchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Matrix4x4.cs#L42-#L43>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 89.28 ns | 20.92 ns | 0.23 | 0.19 | False | | |
|<ul><li>[CreateShadowBenchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Matrix4x4.CreateShadowBenchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Matrix4x4.cs#L129-#L130>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 29.48 ns | 7.65 ns | 0.26 | 0.02 | False | | |
|<ul><li>[MultiplyByMatrixBenchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Matrix4x4.MultiplyByMatrixBenchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Matrix4x4.cs#L156-#L157>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 89.84 ns | 20.90 ns | 0.23 | 0.11 | False | | |
|<ul><li>[CreateReflectionBenchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Matrix4x4.CreateReflectionBenchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Matrix4x4.cs#L90-#L91>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=H4sIAAAAAAAACpWUb2/TMBDG3yPxHfwuCXRtOrpWqxREW8YYtKN0EW8Qqtzk2hj8Jzo7WzIhPjt2WsraSSO8iezL73nu7NxlBlQXCAKk0c9+krsMEMi4YDxdQK5IFBEvVUaC6WAhDRPgHVJjpDLJag5hrTsZ0FR3BGXyCBxhkjEDibHZCJPE98p+z2sRj6Kwi2BPx6DNNRXgPN94N5U2INrXhQBkiW67t7o9B1wvZ9QgK3tlrz1BoAYWsObWnyk5BluToPjjbw2LQk6UXLNNgdQh+qs3USJnvN7NVAreNxL9Ip5hFk+9508pp9Mvsz84FvA0PFNSjT7F/8VfSQOYI9jnTremXP9DaEMfmUx3AsESVEthzR6omAaRm8p/pB4pEzTArpSe8ltRf9Am/Ad9ITdMQhN2vlFxlTdDs0qzhPI5KqFcpKnwfbVCll5ytaKc3dexJrLF6aJphosyt43qxsn18GFXT5QdIcBY5bvV4YTEVnZjqMjJa5LafnbT5p+Gp72T8Oyk24+74bB7PjzrtQeDsDs4778Mw2EYuhS6ELbb2T0QipuloKVfG7oKWuRFQFbVUYbWfsparpM+F1CA9clRfbcT9AhegC64idBWnfoPTrKNj24B6cY6vQpapLZyxtE7ZCBTXu0j7rLqjSsZ7TtA4s6YZBQNuWMmI762lwc62mtapEwUL4SMjmuqtnEdbYuwoGGGQ+S9tVdn/yvVbuskxJc6cDGdc2YiWoIOfgOvfQRI+QQAAA==>)</li></ul> | 27.94 ns | 6.86 ns | 0.25 | 0.04 | False | | |

![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Matrix4x4_1.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Matrix4x4_2.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Matrix4x4_3.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Matrix4x4_4.png>)
[Test Report](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Matrix4x4.html>)

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

<details>
   <summary>Repro Steps</summary>


#### 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/libraries/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/coreclr/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/mono/README.md) 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
```cmd
# 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_Matrix4x4*' --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_Matrix4x4* --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
```cmd
# 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_Matrix4x4*' --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_Matrix4x4* --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
```

</details>

<details>

### System.Numerics.Tests.Perf_Matrix4x4.MultiplyByMatrixOperatorBenchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Matrix4x4.CreateShadowBenchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Matrix4x4.MultiplyByMatrixBenchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Matrix4x4.CreateReflectionBenchmark

#### ETL Files

#### Histogram

#### JIT Disasms



### Docs

[Profiling workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/profiling-workflow-dotnet-runtime.md)
[Benchmarking workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/benchmarking-workflow-dotnet-runtime.md)

</details>


---


### Run Information

Name | Value
-- | --
Architecture | arm64
OS | ubuntu 22.04
Queue | AmpereUbuntu
Baseline | [0bfb733c6419e78e55286e0d01c5994a337c486a](https://github.com/dotnet/runtime/commit/0bfb733c6419e78e55286e0d01c5994a337c486a)
Compare | [029007daba42d17965555f63a3f5d138cf76ecb9](https://github.com/dotnet/runtime/commit/029007daba42d17965555f63a3f5d138cf76ecb9)
Diff | [Diff](https://github.com/dotnet/runtime/compare/0bfb733c6419e78e55286e0d01c5994a337c486a...029007daba42d17965555f63a3f5d138cf76ecb9)
Configs | CompilationMode:tiered, LLVM:true, MonoAOT:true, MonoInterpreter:false, RunKind:micro_mono


### Improvements in System.Numerics.Tests.Perf_Vector3

Benchmark | Baseline | Test | Test/Base | Test Quality | Edge Detector | Baseline IR | Compare IR | IR Ratio
-- | -- | -- | -- | -- | -- | -- | -- | --
|<ul><li>[TransformByMatrix4x4Benchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Vector3.TransformByMatrix4x4Benchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Vector3.cs#L135-#L136>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 13.90 ns | 5.44 ns | 0.39 | 0.15 | False | | |
|<ul><li>[ReflectBenchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Vector3.ReflectBenchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Vector3.cs#L126-#L127>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 8.59 ns | 1.94 ns | 0.23 | 0.59 | False | | |
|<ul><li>[TransformNormalByMatrix4x4Benchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Vector3.TransformNormalByMatrix4x4Benchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Vector3.cs#L141-#L142>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 13.87 ns | 5.45 ns | 0.39 | 0.14 | False | | |

![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector3_1.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector3_2.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector3_3.png>)
[Test Report](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector3.html>)

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

<details>
   <summary>Repro Steps</summary>


#### 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/libraries/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/coreclr/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/mono/README.md) 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
```cmd
# 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_Vector3*' --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_Vector3* --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
```cmd
# 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_Vector3*' --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_Vector3* --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
```

</details>

<details>

### System.Numerics.Tests.Perf_Vector3.TransformByMatrix4x4Benchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Vector3.ReflectBenchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Vector3.TransformNormalByMatrix4x4Benchmark

#### ETL Files

#### Histogram

#### JIT Disasms



### Docs

[Profiling workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/profiling-workflow-dotnet-runtime.md)
[Benchmarking workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/benchmarking-workflow-dotnet-runtime.md)

</details>


---


### Run Information

Name | Value
-- | --
Architecture | arm64
OS | ubuntu 22.04
Queue | AmpereUbuntu
Baseline | [0bfb733c6419e78e55286e0d01c5994a337c486a](https://github.com/dotnet/runtime/commit/0bfb733c6419e78e55286e0d01c5994a337c486a)
Compare | [029007daba42d17965555f63a3f5d138cf76ecb9](https://github.com/dotnet/runtime/commit/029007daba42d17965555f63a3f5d138cf76ecb9)
Diff | [Diff](https://github.com/dotnet/runtime/compare/0bfb733c6419e78e55286e0d01c5994a337c486a...029007daba42d17965555f63a3f5d138cf76ecb9)
Configs | CompilationMode:tiered, LLVM:true, MonoAOT:true, MonoInterpreter:false, RunKind:micro_mono


### Improvements in System.Numerics.Tests.Perf_Vector2

Benchmark | Baseline | Test | Test/Base | Test Quality | Edge Detector | Baseline IR | Compare IR | IR Ratio
-- | -- | -- | -- | -- | -- | -- | -- | --
|<ul><li>[TransformNormalByMatrix3x2Benchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Vector2.TransformNormalByMatrix3x2Benchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Vector2.cs#L134-#L135>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 6.68 ns | 5.49 ns | 0.82 | 0.42 | False | | |
|<ul><li>[TransformNormalByMatrix4x4Benchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Vector2.TransformNormalByMatrix4x4Benchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Vector2.cs#L137-#L138>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 7.04 ns | 5.11 ns | 0.73 | 0.18 | False | | |
|<ul><li>[ReflectBenchmark - Duration of single invocation](<https://pvscmdupload.z22.web.core.windows.net/reports/allTestHistory/refs/heads/main_arm64_ubuntu 22.04_LLVM=true_MonoAOT=true_MonoInterpreter=false_RunKind=micro_mono/System.Numerics.Tests.Perf_Vector2.ReflectBenchmark.html>)</li><li>📝 - [Benchmark Source](<https://github.com/dotnet/performance/blob/main/src/benchmarks/micro/libraries/System.Numerics.Vectors/Perf_Vector2.cs#L115-#L116>)</li><li>[ADX - Test Multi Config Graph](<https://dataexplorer.azure.com/clusters/dotnetperf.westus/databases/PerformanceData?query=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>)</li></ul> | 2.92 ns | 1.81 ns | 0.62 | 0.35 | False | | |

![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector2_1.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector2_2.png>)
![graph](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector2_3.png>)
[Test Report](<https://pvscmdupload.z22.web.core.windows.net/autofilereport/autofilereports/07_16_2024/refs/heads/main_arm64_ubuntu%2022.04_LLVM%3Dtrue_MonoAOT%3Dtrue_MonoInterpreter%3Dfalse_RunKind%3Dmicro_mono_Improvement/System.Numerics.Tests.Perf_Vector2.html>)

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

<details>
   <summary>Repro Steps</summary>


#### 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/libraries/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/coreclr/README.md) 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](https://github.com/dotnet/runtime/blob/main/docs/workflow/building/mono/README.md) 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
```cmd
# 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_Vector2*' --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_Vector2* --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
```cmd
# 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_Vector2*' --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_Vector2* --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
```

</details>

<details>

### System.Numerics.Tests.Perf_Vector2.TransformNormalByMatrix3x2Benchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Vector2.TransformNormalByMatrix4x4Benchmark

#### ETL Files

#### Histogram

#### JIT Disasms

### System.Numerics.Tests.Perf_Vector2.ReflectBenchmark

#### ETL Files

#### Histogram

#### JIT Disasms



### Docs

[Profiling workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/profiling-workflow-dotnet-runtime.md)
[Benchmarking workflow for dotnet/runtime repository](https://github.com/dotnet/performance/blob/master/docs/benchmarking-workflow-dotnet-runtime.md)

</details>

Name	Value
Architecture	arm64
OS	ubuntu 22.04
Queue	AmpereUbuntu
Baseline	0bfb733c6419e78e55286e0d01c5994a337c486a
Compare	029007daba42d17965555f63a3f5d138cf76ecb9
Diff	Diff
Configs	CompilationMode:tiered, LLVM:true, MonoAOT:true, MonoInterpreter:false, RunKind:micro_mono

Benchmark	Baseline	Test	Test/Base	Test Quality	Edge Detector
CosineSimilarity - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	4.99 μs	155.52 ns	0.03	0.01	False
Round - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	20.91 μs	13.40 μs	0.64	0.00	True
Sin - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	54.01 μs	16.61 μs	0.31	0.01	False
Sin - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	2.37 μs	795.46 ns	0.34	0.01	False
CosineSimilarity - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	118.23 μs	2.68 μs	0.02	0.01	False
Round - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	960.19 ns	648.25 ns	0.68	0.01	True

Benchmark	Baseline	Test	Test/Base	Test Quality	Edge Detector
MultiplyByMatrixOperatorBenchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	89.28 ns	20.92 ns	0.23	0.19	False
CreateShadowBenchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	29.48 ns	7.65 ns	0.26	0.02	False
MultiplyByMatrixBenchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	89.84 ns	20.90 ns	0.23	0.11	False
CreateReflectionBenchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	27.94 ns	6.86 ns	0.25	0.04	False

Benchmark	Baseline	Test	Test/Base	Test Quality	Edge Detector
TransformByMatrix4x4Benchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	13.90 ns	5.44 ns	0.39	0.15	False
ReflectBenchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	8.59 ns	1.94 ns	0.23	0.59	False
TransformNormalByMatrix4x4Benchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	13.87 ns	5.45 ns	0.39	0.14	False

Benchmark	Baseline	Test	Test/Base	Test Quality	Edge Detector
TransformNormalByMatrix3x2Benchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	6.68 ns	5.49 ns	0.82	0.42	False
TransformNormalByMatrix4x4Benchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	7.04 ns	5.11 ns	0.73	0.18	False
ReflectBenchmark - Duration of single invocation 📝 - Benchmark Source ADX - Test Multi Config Graph	2.92 ns	1.81 ns	0.62	0.35	False

[Perf] Linux/arm64: 22 Improvements on 7/10/2024 6:51:07 AM #38440

Description

Run Information

Improvements in System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>

Repro

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

System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>.CosineSimilarity(BufferLength: 128)

ETL Files

Histogram

JIT Disasms

System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>.Round(BufferLength: 3079)

ETL Files

Histogram

JIT Disasms

System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>.Sin(BufferLength: 3079)

ETL Files

Histogram

JIT Disasms

System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>.Sin(BufferLength: 128)

ETL Files

Histogram

JIT Disasms

System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>.CosineSimilarity(BufferLength: 3079)

ETL Files

Histogram

JIT Disasms

System.Numerics.Tensors.Tests.Perf_FloatingPointTensorPrimitives<Single>.Round(BufferLength: 128)

ETL Files

Histogram

JIT Disasms

Docs

Run Information

Improvements in System.Numerics.Tests.Perf_Matrix4x4

Repro

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

System.Numerics.Tests.Perf_Matrix4x4.MultiplyByMatrixOperatorBenchmark

ETL Files

Histogram

JIT Disasms

System.Numerics.Tests.Perf_Matrix4x4.CreateShadowBenchmark

ETL Files

Histogram

JIT Disasms

System.Numerics.Tests.Perf_Matrix4x4.MultiplyByMatrixBenchmark

ETL Files

Histogram

JIT Disasms

System.Numerics.Tests.Perf_Matrix4x4.CreateReflectionBenchmark

ETL Files

Histogram

JIT Disasms

Docs

Run Information

Improvements in System.Numerics.Tests.Perf_Vector3

Repro

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

System.Numerics.Tests.Perf_Vector3.TransformByMatrix4x4Benchmark

ETL Files

Histogram

JIT Disasms

System.Numerics.Tests.Perf_Vector3.ReflectBenchmark

ETL Files

Histogram

JIT Disasms

System.Numerics.Tests.Perf_Vector3.TransformNormalByMatrix4x4Benchmark

ETL Files

Histogram

JIT Disasms

Docs

Run Information

Improvements in System.Numerics.Tests.Perf_Vector2

Repro

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

System.Numerics.Tests.Perf_Vector2.TransformNormalByMatrix3x2Benchmark

ETL Files

Histogram

JIT Disasms

System.Numerics.Tests.Perf_Vector2.TransformNormalByMatrix4x4Benchmark

ETL Files

Histogram