onnxruntime/tools/ci_build/github/azure-pipelines/linux-gpu-tensorrt-daily-perf-pipeline.yml
Olivia Jain a1d9a71b8b
Improve Perf System (#10404)
* move table names to one location

* remove session metadata

* reload trt inputs

* fix posting names

* Update linux-gpu-tensorrt-daily-perf-pipeline.yml for Azure Pipelines

* remove comments

* Split up anubis job and perf run

* add trt environ variables

* No embedded links
2022-02-01 16:01:34 -08:00

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7.6 KiB
YAML

parameters:
- name: BuildORT
displayName: Build ORT
type: boolean
default: true
- name: PostToDashboard
displayName: Post to Dashboard
type: boolean
default: true
- name: RunNvidiaContainer
displayName: Run in Nvidia Container (or set trtContainer Variable)
type: boolean
default: true
- name: RunDocker
displayName: Run on Docker
type: boolean
default: true
- name: TrtVersion
displayName: TensorRT Version
type: string
default: 8.2.1.8
values:
- 8.2.1.8
- 8.0.1.6
- 7.2.3.4
- name: ConfigureEPs
displayName: Configure EPs (set epList variable - separate by spaces)
type: boolean
default: false
- name: PublishWheel
displayName: Publish Wheel
type: boolean
default: false
- name: ModelGroups
type: object
default:
- "onnx-zoo-models"
- "partner-models"
- name: MemTest
displayName: Run Memory Test
type: boolean
default: false
jobs:
- job: 'Onnxruntime_Linux_GPU_TensorRT_Perf'
workspace:
clean: all
timeoutInMinutes: 3000
pool: 'Onnxruntime-Linux-GPU-TensorRT-Perf'
variables:
- name: trt_dockerfile
${{ if eq(parameters.TrtVersion, '8.2.1.8') }}:
value: Dockerfile.ubuntu_cuda11_4_tensorrt8_2
${{ if eq(parameters.TrtVersion, '8.0.1.6') }}:
value: Dockerfile.ubuntu_cuda11_4_tensorrt8_0
${{ if eq(parameters.TrtVersion, '7.2.3.4') }}:
value: Dockerfile.ubuntu_cuda11_4_tensorrt7_2
- name: trtContainer
${{ if eq(parameters.TrtVersion, '8.2.1.8') }}:
value: 21.12
${{ if eq(parameters.TrtVersion, '8.0.1.6') }}:
value: 21.07
${{ if eq(parameters.TrtVersion, '7.2.3.4') }}:
value: 20.12
- name: anubis_image
value: ort-master-py38
- name: build_args
${{ if eq(parameters.RunNvidiaContainer, true) }}:
value: Dockerfile.tensorrt-perf -t $(trtContainer) -v ${{parameters.TrtVersion}} -o $(Build.SourcesDirectory)/dockerfiles/Dockerfile.tensorrt
${{ if ne(parameters.RunNvidiaContainer, true) }}:
value: Dockerfile.custom-trt-perf -t ${{ parameters.TrtVersion }} -o $(Build.SourcesDirectory)/tools/ci_build/github/linux/docker/$(trt_dockerfile)
- name: environment
${{ if eq(parameters.RunDocker, true) }}:
value: docker.sh -d ort-$(branch) -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf -v $(modelVolume)
${{ if ne(parameters.RunDocker, true) }}:
value: machine.sh
- name: with_arguments
value: $(environment) -e "$(epList)"
steps:
- ${{ if eq(parameters.BuildORT, true) }}:
- ${{ if eq(parameters.RunDocker, true) }}:
- script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/build_image.sh -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/$(build_args) -b $(branch) -i ort-$(branch) -c 75'
displayName: 'Build latest ORT Image'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
- ${{ if ne(parameters.RunDocker, true) }}:
- script: 'python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/ort_build_latest.py -b $(branch) -c /usr/local/cuda -o ~/repos/onnxruntime/ -t ${{ parameters.TrtVersion }}'
displayName: 'Build latest ORT'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
- ${{ if eq(parameters.PublishWheel, true) }}:
- script: 'docker build --build-arg IMAGE=ort-master -t $(anubis_image) -f $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/Dockerfile.python38 .'
displayName: 'Build Python 3.8 Images'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build'
- script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/anubis/copy_wheel.sh -t $(trtContainer) -i $(anubis_image)'
displayName: 'Copy Wheel from Docker'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/anubis'
- script: 'OUTPUT=$(ls dist) && az storage blob upload --account-name anubiscustomerstorage --account-key $(account-key) --container-name upload --file $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/dist/*.whl --name ort-trt-ep/$(Build.BuildNumber)/$OUTPUT'
displayName: 'Upload Wheel File'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
- task: PowerShell@2
inputs:
filePath: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/anubis/start_job.ps1'
arguments: '-file_folder $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/dist -account_key $(account-key) -trt_container $(trtContainer) -csc $(csc)'
displayName: 'Start Anubis Job'
- ${{ each option in parameters.ModelGroups }}:
- script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/run_perf_$(with_arguments) -o ${{option}} -m $(${{option}})'
displayName: '${{option}} perf'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
- ${{ if eq(parameters.MemTest, true) }}:
- script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/run_mem_test_docker.sh -d ort-$(branch) -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/ -w /code/ -l false'
displayName: 'Run Memory Test'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/'
# Prepare and Publish Artifacts
- script: 'mkdir $(Build.SourcesDirectory)/Artifact'
displayName: 'Prepare Artifacts Directory'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
condition: always()
- ${{ if not(eq(length(parameters.ModelGroups), 0)) }}:
- script: 'cp -r $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/result/ $(Build.SourcesDirectory)/Artifact'
displayName: 'Copy Artifacts'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
- ${{ if eq(parameters.MemTest, true) }}:
- script: 'cp -r $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/build/result $(Build.SourcesDirectory)/Artifact/result_mem_test'
displayName: 'Copy Artifacts'
workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/'
condition: always()
- task: PublishBuildArtifacts@1
inputs:
pathtoPublish: '$(Build.SourcesDirectory)/Artifact'
artifactName: 'result-$(Build.BuildNumber)'
- ${{ if eq(parameters.PostToDashboard, true) }}:
- script: 'python3 -m pip install pandas azure-kusto-data[pandas] azure-kusto-ingest[pandas] coloredlogs'
displayName: 'Install dashboard dependencies'
- task: AzureCLI@2
displayName: 'Azure CLI Post to Dashboard'
inputs:
azureSubscription: AIInfraBuildOnnxRuntimeOSS
scriptLocation: inlineScript
scriptType: bash
inlineScript: |
short_hash=$(git rev-parse --short HEAD^) &&
python3 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/post.py -r $(Build.SourcesDirectory)/Artifact/result -c $short_hash -u "$(reportUrl)?buildId=$(Build.BuildId)" -t ${{ parameters.TrtVersion }} -b $(branch)
- template: templates/component-governance-component-detection-steps.yml
parameters :
condition : 'succeeded'
- template: templates/clean-agent-build-directory-step.yml