parameters: - name: BuildORT displayName: Build ORT type: boolean default: true - name: PostToDashboard displayName: Post to Dashboard type: boolean default: true - name: RunTrtContainer displayName: Run in TRT Container (or set trtContainer Variable) type: boolean default: true - name: RunMachine displayName: Run on Machine type: boolean default: false - name: RunPython38 displayName: Run on Python 3.8 type: boolean default: false - name: TrtVersion displayName: TensorRT Version type: string default: 8.0.1.6 values: - 8.0.1.6 - 7.2.3.4 - 7.1.3.4 - 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: Linux_CI_GPU_TENSORRT_PERF pool: name: Linux-GPU-TensorRT-Perf demands: - Agent.Name -equals K8S-HVZD1T2CL-HVZD1T2 variables: - name: build ${{ if eq(parameters.RunTrtContainer, true) }}: value: Dockerfile.tensorrt-perf -t $(trtContainer) -o $(Build.SourcesDirectory)/dockerfiles/Dockerfile.tensorrt - name: environment ${{ if ne(parameters.RunMachine, true) }}: value: docker.sh -d ort-$(branch) -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf ${{ if eq(parameters.RunMachine, true) }}: value: machine.sh - name: with_arguments value: $(environment) -e "$(epList)" timeoutInMinutes: 3000 steps: - ${{ if eq(parameters.BuildORT, true) }}: - ${{ if ne(parameters.RunMachine, true) }}: - script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/build_image.sh -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/$(build) -b $(branch) -i ort-$(branch)' displayName: 'Build latest ORT Images' workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build' - ${{ if eq(parameters.RunMachine, 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' - ${{ if eq(parameters.MemTest, true) }}: - script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/run_mem_test_docker.sh -d ort-$(branch) -p $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/' displayName: 'Run Memory Test' workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/mem_test/' - ${{ if eq(parameters.RunPython38, true) }}: - script: 'docker build --build-arg IMAGE=ort-$(branch) -t ort-$(branch) -f $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build/Dockerfile.python38 .' displayName: 'Build latest ORT Images' workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/build' - ${{ if eq(parameters.PublishWheel, true) }}: - script: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/anubis/copy_wheel.sh -t $(trtContainer)' displayName: 'Copy Wheel from Docker' workingDirectory: '$(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 $(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/dist/*.whl --name ort-trt-ep/$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)' 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/' - script: 'mkdir $(Build.SourcesDirectory)/Artifact' displayName: 'Prepare Artifacts Directory' workingDirectory: '$(Build.SourcesDirectory)/onnxruntime/python/tools/tensorrt/perf/' - ${{ 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/' - template: templates/component-governance-component-detection-steps.yml parameters : condition : 'succeeded' - task: PublishBuildArtifacts@1 inputs: pathtoPublish: '$(Build.SourcesDirectory)/Artifact' artifactName: 'result-$(Build.BuildNumber)' - script: sudo rm -rf $(Agent.BuildDirectory) displayName: Clean build files (POSIX) condition: not(eq(variables['Agent.OS'], 'Windows_NT')) # and always() continueOnError: true # continuing on error for this step, since linux build folder is somehow getting permission issue - job: Linux_CI_GPU_TENSORRT_PERF_DASHBOARD dependsOn: Linux_CI_GPU_TENSORRT_PERF pool: name: Linux-GPU-TensorRT-Perf demands: - Agent.Name -equals cus-cpu-52wc steps: - ${{ if eq(parameters.PostToDashboard, true) }}: - task: DownloadPipelineArtifact@2 inputs: artifact: 'result-$(Build.BuildNumber)' - script: conda activate clean && python $(Build.SourcesDirectory)\onnxruntime\python\tools\tensorrt\perf\post.py -r $(Pipeline.Workspace)\result -c $(Build.SourceVersion) -u "https://dev.azure.com/onnxruntime/onnxruntime/_build/results?buildId=$(Build.BuildId)" -t ${{ parameters.TrtVersion }} -b $(branch) displayName: 'Post to Dashboard' env: DASHBOARD_MYSQL_ORT_PASSWORD: $(dashboard-mysql-ort-password) - script: rd /S /Q $(Agent.BuildDirectory) displayName: Clean build files (Windows) condition: eq(variables['Agent.OS'], 'Windows_NT') # and always()