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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()
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