onnxruntime/tools/ci_build/github/azure-pipelines/win-gpu-tensorrt-ci-pipeline.yml
George Wu 8dd32fed47
[TensorRT EP] avoid excessive library load/unload overhead when running unit tests. (#15639)
TensorRT will load/unload libraries as builder objects are created and
torn down. This will happen for
every single unit test, which leads to excessive test execution time due
to that overhead.
This overhead has steadily increased over the past few TensorRT versions
as the library objects get bigger leading to
8 hours to run all the unit tests. Nvidia suggests to keep a placeholder
builder object around to avoid this.
2023-04-24 14:43:13 -07:00

91 lines
3.9 KiB
YAML

jobs:
- job: 'build'
pool: 'onnxruntime-tensorrt8-winbuild-T4'
variables:
OrtPackageId: 'Microsoft.ML.OnnxRuntime'
MsbuildArguments: '-detailedsummary -maxcpucount -consoleloggerparameters:PerformanceSummary'
OnnxRuntimeBuildDirectory: '$(Build.BinariesDirectory)'
DOTNET_SKIP_FIRST_TIME_EXPERIENCE: true
EnvSetupScript: setup_env_trt.bat
buildArch: x64
setVcvars: true
BuildConfig: 'RelWithDebInfo'
ALLOW_RELEASED_ONNX_OPSET_ONLY: '1'
skipComponentGovernanceDetection: true
timeoutInMinutes: 150
workspace:
clean: all
steps:
- task: UsePythonVersion@0
inputs:
versionSpec: '3.8'
addToPath: true
architecture: $(buildArch)
- task: BatchScript@1
displayName: 'setup env'
inputs:
filename: '$(Build.SourcesDirectory)\tools\ci_build\github\windows\$(EnvSetupScript)'
modifyEnvironment: true
workingFolder: '$(Build.BinariesDirectory)'
- script: |
python -m pip install -q setuptools wheel numpy
workingDirectory: '$(Build.BinariesDirectory)'
displayName: 'Install python modules'
- template: templates/download-deps.yml
- task: PythonScript@0
displayName: 'Update deps.txt'
inputs:
scriptPath: $(Build.SourcesDirectory)/tools/ci_build/replace_urls_in_deps.py
arguments: --new_dir $(Build.BinariesDirectory)/deps
workingDirectory: $(Build.BinariesDirectory)
- task: PowerShell@2
displayName: 'Install ONNX'
inputs:
filePath: '$(Build.SourcesDirectory)/tools/ci_build/github/windows/install_third_party_deps.ps1'
workingDirectory: '$(Build.BinariesDirectory)'
arguments: -cpu_arch x64 -install_prefix $(Build.BinariesDirectory)\$(BuildConfig)\installed -build_config $(BuildConfig)
- task: PythonScript@0
displayName: 'Generate cmake config'
inputs:
scriptPath: '$(Build.SourcesDirectory)\tools\ci_build\build.py'
arguments: '--config $(BuildConfig) --build_dir $(Build.BinariesDirectory) --skip_submodule_sync --build_shared_lib --update --cmake_generator "Visual Studio 16 2019" --build_wheel --enable_onnx_tests --use_tensorrt --tensorrt_home="C:\local\TensorRT-8.6.0.12.Windows10.x86_64.cuda-11.8" --cuda_version=11.6 --cuda_home="C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v11.6" --cmake_extra_defines CMAKE_CUDA_ARCHITECTURES=75'
workingDirectory: '$(Build.BinariesDirectory)'
- task: VSBuild@1
displayName: 'Build'
inputs:
solution: '$(Build.BinariesDirectory)\$(BuildConfig)\onnxruntime.sln'
platform: 'x64'
configuration: $(BuildConfig)
msbuildArgs: $(MsbuildArguments)
msbuildArchitecture: $(buildArch)
maximumCpuCount: true
logProjectEvents: false
workingFolder: '$(Build.BinariesDirectory)\$(BuildConfig)'
createLogFile: true
- task: PythonScript@0
displayName: 'Build wheel'
inputs:
scriptPath: '$(Build.SourcesDirectory)\setup.py'
arguments: 'bdist_wheel'
workingDirectory: '$(Build.BinariesDirectory)\$(BuildConfig)\$(BuildConfig)'
- script: |
mklink /D /J $(Build.BinariesDirectory)\$(BuildConfig)\models $(Build.BinariesDirectory)\models
DIR dist\ /S /B > wheel_filename_file
set /p WHEEL_FILENAME=<wheel_filename_file
del wheel_filename_file
python.exe -m pip install -q --upgrade %WHEEL_FILENAME%
set PATH=$(Build.BinariesDirectory)\$(BuildConfig)\$(BuildConfig);%PATH%
python $(Build.SourcesDirectory)\tools\ci_build\build.py --config $(BuildConfig) --build_dir $(Build.BinariesDirectory) --skip_submodule_sync --build_shared_lib --test --cmake_generator "Visual Studio 16 2019" --build_wheel --enable_onnx_tests --use_tensorrt --tensorrt_home="C:\local\TensorRT-8.6.0.12.Windows10.x86_64.cuda-11.8" --cuda_version=11.6 --cuda_home="C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v11.6" --cmake_extra_defines CMAKE_CUDA_ARCHITECTURES=75
workingDirectory: '$(Build.BinariesDirectory)\$(BuildConfig)\$(BuildConfig)'
displayName: 'Run tests'