parameters: name: 'Performance' pyVersions: [3.7] datasets: ["adult_uci", "compas"] predictors: ["rbm_svm", "decision_tree_classifier"] mitigators: ["GridSearch", "ExponentiatedGradient", "ThresholdOptimizer"] serviceConnection: 'Fairness - Automation (cecafb73-04ae-4432-9f96-d96925d28058)' # This is actually the name of the service connection from the Project Settings page keyVaultName: fairlearn-automation servicePrincipalIdKeyVaultSecretName: 'fairlearnautomationspid' servicePrincipalSecretKeyVaultSecretName: 'fairlearnautomationspsecret' servicePrincipalTenantIdKeyVaultSecretName: 'fairlearnautomationsptenantid' subscriptionId: cecafb73-04ae-4432-9f96-d96925d28058 resourceGroupName: fairlearn-automation workspaceName: fairlearnperf workspaceLocation: canadacentral jobs: - job: ${{ parameters.name }} pool: vmImage: ${{ parameters.vmImage }} strategy: maxParallel: 10 matrix: ${{ each pyVer in parameters.pyVersions }}: ${{ pyVer }}: PyVer: ${{ pyVer }} timeoutInMinutes: 120 steps: - task: UsePythonVersion@0 displayName: 'Use Python $(PyVer)' inputs: versionSpec: '$(PyVer)' addToPath: true - script: pip install -r requirements.txt displayName: 'Install required packages' # The performance tests currently rely on Azure ML to persist results. - script: pip install azureml-sdk displayName: 'Install azureml-sdk' - task: AzureKeyVault@1 displayName: "Fetch deployment secrets from KeyVault" inputs: azureSubscription: ${{parameters.serviceConnection}} keyVaultName: ${{parameters.keyVaultName}} secretsFilter: '${{parameters.servicePrincipalIdKeyVaultSecretName}},${{parameters.servicePrincipalSecretKeyVaultSecretName}},${{parameters.servicePrincipalTenantIdKeyVaultSecretName}}' - script: python -m pytest -s test/perf --junitxml=./TEST--TEST.xml -o junit_suite_name="$(Agent.JobName)" displayName: 'Run Perf tests' env: SERVICE_PRINCIPAL_PASSWORD: "$(${{parameters.servicePrincipalSecretKeyVaultSecretName}})" SERVICE_PRINCIPAL_ID: "$(${{parameters.servicePrincipalIdKeyVaultSecretName}})" TENANT_ID: "$(${{parameters.servicePrincipalTenantIdKeyVaultSecretName}})" SUBSCRIPTION_ID: ${{parameters.subscriptionId}} RESOURCE_GROUP_NAME: ${{parameters.resourceGroupName}} WORKSPACE_NAME: ${{parameters.workspaceName}} WORKSPACE_LOCATION: ${{parameters.workspaceLocation}} - task: PublishTestResults@2 displayName: 'Publish Test Results **/TEST-*.xml' condition: succeededOrFailed()