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123 changes: 123 additions & 0 deletions environment_setup/arm-templates/cloud-environment.json
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{
"$schema": "https://schema.management.azure.com/schemas/2015-01-01/deploymentTemplate.json#",
"contentVersion": "1.0.0.0",
"parameters": {
"baseName": {
"type": "string",
"maxLength": 10,
"minLength": 3,
"metadata": {
"description": "The base name to use as prefix to create all the resources."
}
},
"location": {
"type": "string",
"defaultValue": "eastus",
"allowedValues": [
"eastus",
"eastus2",
"southcentralus",
"southeastasia",
"westcentralus",
"westeurope",
"westus2"
],
"metadata": {
"description": "Specifies the location for all resources."
}
}
},
"variables": {
"amlWorkspaceName": "[concat(parameters('baseName'),'-AML-WS')]",
"storageAccountName": "[concat(toLower(parameters('baseName')), 'amlsa')]",
"storageAccountType": "Standard_LRS",
"keyVaultName": "[concat(parameters('baseName'),'-AML-KV')]",
"tenantId": "[subscription().tenantId]",
"applicationInsightsName": "[concat(parameters('baseName'),'-AML-AI')]",
"containerRegistryName": "[concat(toLower(parameters('baseName')),'amlcr')]"
},
"resources": [
{
"type": "Microsoft.Storage/storageAccounts",
"apiVersion": "2018-07-01",
"name": "[variables('storageAccountName')]",
"location": "[parameters('location')]",
"sku": {
"name": "[variables('storageAccountType')]"
},
"kind": "StorageV2",
"properties": {
"encryption": {
"services": {
"blob": {
"enabled": true
},
"file": {
"enabled": true
}
},
"keySource": "Microsoft.Storage"
},
"supportsHttpsTrafficOnly": true
}
},
{
"type": "Microsoft.KeyVault/vaults",
"apiVersion": "2018-02-14",
"name": "[variables('keyVaultName')]",
"location": "[parameters('location')]",
"properties": {
"tenantId": "[variables('tenantId')]",
"sku": {
"name": "standard",
"family": "A"
},
"accessPolicies": []
}
},
{
"type": "Microsoft.Insights/components",
"apiVersion": "2015-05-01",
"name": "[variables('applicationInsightsName')]",
"location": "[if(or(equals(parameters('location'),'eastus2'),equals(parameters('location'),'westcentralus')),'southcentralus',parameters('location'))]",
"kind": "web",
"properties": {
"Application_Type": "web"
}
},
{
"type": "Microsoft.ContainerRegistry/registries",
"apiVersion": "2017-10-01",
"name": "[variables('containerRegistryName')]",
"location": "[parameters('location')]",
"sku": {
"name": "Standard"
},
"properties": {
"adminUserEnabled": true
}
},
{
"type": "Microsoft.MachineLearningServices/workspaces",
"apiVersion": "2018-11-19",
"name": "[variables('amlWorkspaceName')]",
"location": "[parameters('location')]",
"dependsOn": [
"[resourceId('Microsoft.Storage/storageAccounts', variables('storageAccountName'))]",
"[resourceId('Microsoft.KeyVault/vaults', variables('keyVaultName'))]",
"[resourceId('Microsoft.Insights/components', variables('applicationInsightsName'))]",
"[resourceId('Microsoft.ContainerRegistry/registries', variables('containerRegistryName'))]"
],
"identity": {
"type": "systemAssigned"
},
"properties": {
"friendlyName": "[variables('amlWorkspaceName')]",
"keyVault": "[resourceId('Microsoft.KeyVault/vaults',variables('keyVaultName'))]",
"applicationInsights": "[resourceId('Microsoft.Insights/components',variables('applicationInsightsName'))]",
"containerRegistry": "[resourceId('Microsoft.ContainerRegistry/registries',variables('containerRegistryName'))]",
"storageAccount": "[resourceId('Microsoft.Storage/storageAccounts/',variables('storageAccountName'))]"
}
}
]
}
31 changes: 31 additions & 0 deletions environment_setup/iac-create-environment.yml
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trigger:
branches:
include:
- master
paths:
include:
- environment_setup/arm-templates/*

pool:
vmImage: 'ubuntu-latest'

variables:
baseName: $[coalesce(variables['baseNameOverride'], 'mlops')]
location: $[coalesce(variables['locationOverride'], 'centralus')]
azuresub: $[coalesce(variables['azuresubOverride'], 'davete02_sub')]


steps:
- task: AzureResourceGroupDeployment@2
inputs:
azureSubscription: $(azuresub)
action: 'Create Or Update Resource Group'
resourceGroupName: '$(baseName)-AML-RG'
location: $(location)
templateLocation: 'Linked artifact'
csmFile: '$(Build.SourcesDirectory)/environment_setup/arm-templates/cloud-environment.json'
overrideParameters: '-baseName $(baseName)'
deploymentMode: 'Incremental'
displayName: 'Deploy MLOps resources to Azure'


27 changes: 27 additions & 0 deletions environment_setup/iac-remove-environment.yml
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trigger:
branches:
include:
- master
paths:
include:
- environment_setup/arm-templates/*

pool:
vmImage: 'ubuntu-latest'

variables:
baseName: $[coalesce(variables['baseNameOverride'], 'mlops')]
location: $[coalesce(variables['locationOverride'], 'centralus')]
azuresub: $[coalesce(variables['azuresubOverride'], 'davete02_sub')]


steps:
- task: AzureResourceGroupDeployment@2
inputs:
azureSubscription: $(azuresub)
action: 'DeleteRG'
resourceGroupName: '$(baseName)-AML-RG'
location: $(location)
displayName: 'Delete resources in Azure'