onnxruntime/tools/ci_build/github/azure-pipelines/templates/py-win-gpu.yml
Jian Chen d97fc1824f
Create a new Python Package pipeline for CUDA 12 (#18348)
### Description
<!-- Describe your changes. -->



### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
2023-11-20 09:48:28 -08:00

195 lines
6.7 KiB
YAML

parameters:
- name: MACHINE_POOL
type: string
- name: EP_NAME
type: string
- name: PYTHON_VERSION
type: string
- name: EP_BUILD_FLAGS
type: string
- name: ENV_SETUP_SCRIPT
type: string
default: ''
- name: BUILD_PY_PARAMETERS
displayName: >
Extra parameters to pass to build.py. Don't put newlines in here.
type: string
default: ''
- name: CudaVersion
type: string
default: '11.8'
values:
- 11.8
- 12.2
jobs:
- job: Win_py_${{ parameters.EP_NAME }}_Wheels_${{ replace(parameters.PYTHON_VERSION,'.','_') }}
timeoutInMinutes: 240
workspace:
clean: all
pool:
name: ${{ parameters.MACHINE_POOL }}
# demands:
# - ImageVersionOverride -equals 1.0.367516
variables:
GRADLE_OPTS: '-Dorg.gradle.daemon=false'
VSGenerator: 'Visual Studio 17 2022'
CUDA_MODULE_LOADING: 'LAZY'
steps:
- checkout: self
clean: true
submodules: recursive
- template: telemetry-steps.yml
- task: UsePythonVersion@0
inputs:
versionSpec: ${{ parameters.PYTHON_VERSION }}
addToPath: true
architecture: 'x64'
- task: onebranch.pipeline.tsaoptions@1
displayName: 'OneBranch TSAOptions'
inputs:
tsaConfigFilePath: '$(Build.SourcesDirectory)\.config\tsaoptions.json'
appendSourceBranchName: false
- task: PythonScript@0
inputs:
scriptSource: inline
script: |
import sys
np_version = 'numpy==1.21.6' if sys.version_info < (3, 11) else 'numpy==1.24.2'
import subprocess
subprocess.call(['pip', 'install', '-q', 'setuptools', 'wheel', np_version])
workingDirectory: '$(Build.BinariesDirectory)'
displayName: 'Install python modules'
- template: download-deps.yml
- ${{ if ne(parameters.ENV_SETUP_SCRIPT, '') }}:
- template: jobs/set-winenv.yml
parameters:
EnvSetupScript: ${{ parameters.ENV_SETUP_SCRIPT }}
${{ if or(contains(parameters.EP_BUILD_FLAGS, 'use_cuda'), contains(parameters.EP_BUILD_FLAGS, 'use_tensorrt')) }}:
DownloadCUDA: true
- ${{ if eq(parameters.ENV_SETUP_SCRIPT, '') }}:
- template: jobs/download_win_gpu_library.yml
parameters:
CudaVersion: ${{ parameters.CudaVersion }}
${{ if or(contains(parameters.EP_BUILD_FLAGS, 'use_cuda'), contains(parameters.EP_BUILD_FLAGS, 'use_tensorrt')) }}:
DownloadCUDA: true
${{ if contains(parameters.EP_BUILD_FLAGS, 'use_tensorrt') }}:
DownloadTRT: true
- 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 $(Build.BinariesDirectory)\RelWithDebInfo\installed -build_config RelWithDebInfo
- template: set-nightly-build-option-variable-step.yml
- task: PythonScript@0
displayName: 'Generate cmake config'
inputs:
scriptPath: '$(Build.SourcesDirectory)\tools\ci_build\build.py'
arguments: >
--config RelWithDebInfo
--build_dir $(Build.BinariesDirectory)
--skip_submodule_sync
--cmake_generator "$(VSGenerator)"
--enable_pybind
--enable_onnx_tests
--parallel --update
$(TelemetryOption) ${{ parameters.BUILD_PY_PARAMETERS }} ${{ parameters.EP_BUILD_FLAGS }}
workingDirectory: '$(Build.BinariesDirectory)'
- task: VSBuild@1
displayName: 'Build'
inputs:
solution: '$(Build.BinariesDirectory)\RelWithDebInfo\onnxruntime.sln'
platform: x64
configuration: RelWithDebInfo
msbuildArchitecture: $(buildArch)
maximumCpuCount: true
logProjectEvents: true
workingFolder: '$(Build.BinariesDirectory)\RelWithDebInfo'
createLogFile: true
# Esrp signing
- template: win-esrp-dll.yml
parameters:
FolderPath: '$(Build.BinariesDirectory)\RelWithDebInfo\RelWithDebInfo\onnxruntime\capi'
DisplayName: 'ESRP - Sign Native dlls'
DoEsrp: true
Pattern: '*.pyd,*.dll'
- task: PythonScript@0
displayName: 'Build wheel'
inputs:
scriptPath: '$(Build.SourcesDirectory)\setup.py'
arguments: 'bdist_wheel ${{ parameters.BUILD_PY_PARAMETERS }} $(NightlyBuildOption) --wheel_name_suffix=${{ parameters.EP_NAME }}'
workingDirectory: '$(Build.BinariesDirectory)\RelWithDebInfo\RelWithDebInfo'
- task: CopyFiles@2
displayName: 'Copy Python Wheel to: $(Build.ArtifactStagingDirectory)'
inputs:
SourceFolder: '$(Build.BinariesDirectory)\RelWithDebInfo\RelWithDebInfo\dist'
Contents: '*.whl'
TargetFolder: '$(Build.ArtifactStagingDirectory)'
- task: PublishBuildArtifacts@1
displayName: 'Publish Artifact: ONNXRuntime python wheel'
inputs:
ArtifactName: onnxruntime_${{ parameters.EP_NAME }}
- script: |
7z x *.whl
workingDirectory: '$(Build.ArtifactStagingDirectory)'
displayName: 'unzip the package'
- task: CredScan@3
displayName: 'Run CredScan'
inputs:
debugMode: false
continueOnError: true
- task: BinSkim@4
displayName: 'Run BinSkim'
inputs:
AnalyzeTargetGlob: '+:file|$(Build.ArtifactStagingDirectory)\**\*.dll;-:file|$(Build.ArtifactStagingDirectory)\**\DirectML.dll'
- powershell: |
python -m pip uninstall -y ort-nightly-gpu ort-nightly onnxruntime onnxruntime-gpu -qq
Get-ChildItem -Path $(Build.ArtifactStagingDirectory)/*.whl | foreach {pip --disable-pip-version-check install --upgrade $_.fullname tabulate}
Remove-Item -Recurse -Force onnxruntime
python onnx_backend_test_series.py
workingDirectory: '$(Build.BinariesDirectory)\RelWithDebInfo\RelWithDebInfo'
displayName: 'Run Python Tests'
- task: TSAUpload@2
displayName: 'TSA upload'
condition: and (succeeded(), eq(variables['Build.SourceBranch'], 'refs/heads/main'))
inputs:
GdnPublishTsaOnboard: false
GdnPublishTsaConfigFile: '$(Build.sourcesDirectory)\.gdn\.gdntsa'
- template: component-governance-component-detection-steps.yml
parameters:
condition: 'succeeded'