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main.bicep
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import { modelDeploymentInfo, raiPolicyInfo } from './ai_ml/ai-services.bicep'
import { identityInfo } from './security/managed-identity.bicep'
targetScope = 'subscription'
@minLength(1)
@maxLength(48)
@description('Name of the workload which is used to generate a short unique hash used in all resources.')
param workloadName string
@minLength(1)
@description('Primary location for all resources.')
param location string
@description('Tags for all resources.')
param tags object = {
WorkloadName: workloadName
Environment: 'Dev'
}
@description('Responsible AI policies for the Azure AI Services instance.')
param raiPolicies raiPolicyInfo[] = [
{
name: workloadName
mode: 'Blocking'
prompt: {}
completion: {}
}
]
@description('Model deployment for Azure OpenAI chat completion.')
param chatModelDeployment modelDeploymentInfo = {
name: 'gpt-4o'
model: { format: 'OpenAI', name: 'gpt-4o', version: '2024-11-20' }
sku: { name: 'GlobalStandard', capacity: 10 }
raiPolicyName: workloadName
versionUpgradeOption: 'OnceCurrentVersionExpired'
}
@description('Identities to assign roles to.')
param identities identityInfo[] = []
var abbrs = loadJsonContent('./abbreviations.json')
var roles = loadJsonContent('./roles.json')
var resourceToken = toLower(uniqueString(subscription().id, workloadName, location))
resource contributorRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.general.contributor
}
var resourceGroupName = '${abbrs.managementGovernance.resourceGroup}${workloadName}'
resource resourceGroup 'Microsoft.Resources/resourceGroups@2024-03-01' = {
name: resourceGroupName
location: location
tags: union(tags, {})
}
var contributorIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: contributorRole.id
principalType: identity.principalType
}
]
var resourceGroupRoleAssignmentName = '${resourceGroupName}-role'
module resourceGroupRoleAssignment './security/resource-group-role-assignment.bicep' = {
name: resourceGroupRoleAssignmentName
scope: resourceGroup
params: {
roleAssignments: concat(contributorIdentityAssignments, [])
}
}
resource keyVaultSecretsUserRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.security.keyVaultSecretsUser
}
var keyVaultSecretsUserIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: keyVaultSecretsUserRole.id
principalType: identity.principalType
}
]
var keyVaultName = '${abbrs.security.keyVault}${resourceToken}'
module keyVault './security/key-vault.bicep' = {
name: keyVaultName
scope: resourceGroup
params: {
name: keyVaultName
location: location
tags: union(tags, {})
roleAssignments: concat(keyVaultSecretsUserIdentityAssignments, [])
}
}
var logAnalyticsWorkspaceName = '${abbrs.managementGovernance.logAnalyticsWorkspace}${resourceToken}'
module logAnalyticsWorkspace './management_governance/log-analytics-workspace.bicep' = {
name: logAnalyticsWorkspaceName
scope: resourceGroup
params: {
name: logAnalyticsWorkspaceName
location: location
tags: union(tags, {})
}
}
var applicationInsightsName = '${abbrs.managementGovernance.applicationInsights}${resourceToken}'
module applicationInsights './management_governance/application-insights.bicep' = {
name: applicationInsightsName
scope: resourceGroup
params: {
name: applicationInsightsName
location: location
tags: union(tags, {})
logAnalyticsWorkspaceName: logAnalyticsWorkspace.outputs.name
}
}
resource cognitiveServicesUserRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.ai.cognitiveServicesUser
}
resource cognitiveServicesOpenAIUserRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.ai.cognitiveServicesOpenAIUser
}
var cognitiveServicesUserRoleAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: cognitiveServicesUserRole.id
principalType: identity.principalType
}
]
var cognitiveServicesOpenAIUserRoleAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: cognitiveServicesOpenAIUserRole.id
principalType: identity.principalType
}
]
var aiServicesName = '${abbrs.ai.aiServices}${resourceToken}'
module aiServices './ai_ml/ai-services.bicep' = {
name: aiServicesName
scope: resourceGroup
params: {
name: aiServicesName
location: location
tags: union(tags, {})
raiPolicies: raiPolicies
logAnalyticsWorkspaceName: logAnalyticsWorkspace.outputs.name
deployments: [
chatModelDeployment
]
roleAssignments: concat(cognitiveServicesUserRoleAssignments, cognitiveServicesOpenAIUserRoleAssignments, [])
}
}
// Require self-referencing role assignment for AI Services identity to access Azure OpenAI.
module aiServicesRoleAssignment './security/resource-role-assignment.json' = {
name: '${aiServicesName}-role'
scope: resourceGroup
params: {
resourceId: aiServices.outputs.id
roleAssignments: [
{
principalId: aiServices.outputs.principalId
roleDefinitionId: cognitiveServicesUserRole.id
principalType: 'ServicePrincipal'
}
]
}
}
// Required RBAC roles for Azure Functions to access the storage account
// https://learn.microsoft.com/en-us/azure/azure-functions/functions-reference?tabs=blob&pivots=programming-language-python#connecting-to-host-storage-with-an-identity
resource storageAccountContributorRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.storage.storageAccountContributor
}
resource storageBlobDataContributorRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.storage.storageBlobDataContributor
}
resource storageBlobDataOwnerRole 'Microsoft.Authorization/roleDefinitions@2022-04-01' existing = {
scope: resourceGroup
name: roles.storage.storageBlobDataOwner
}
resource storageFileDataPrivilegedContributorRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.storage.storageFileDataPrivilegedContributor
}
resource storageTableDataContributorRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.storage.storageTableDataContributor
}
resource storageQueueDataContributorRole 'Microsoft.Authorization/roleDefinitions@2022-04-01' existing = {
scope: resourceGroup
name: roles.storage.storageQueueDataContributor
}
var storageAccountContributorIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: storageAccountContributorRole.id
principalType: identity.principalType
}
]
var storageBlobDataContributorIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: storageBlobDataContributorRole.id
principalType: identity.principalType
}
]
var storageBlobDataOwnerIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: storageBlobDataOwnerRole.id
principalType: identity.principalType
}
]
var storageFileDataPrivilegedContributorIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: storageFileDataPrivilegedContributorRole.id
principalType: identity.principalType
}
]
var storageTableDataContributorIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: storageTableDataContributorRole.id
principalType: identity.principalType
}
]
var storageQueueDataContributorIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: storageQueueDataContributorRole.id
principalType: identity.principalType
}
]
var storageAccountName = '${abbrs.storage.storageAccount}${resourceToken}'
module storageAccount './storage/storage-account.bicep' = {
name: storageAccountName
scope: resourceGroup
params: {
name: storageAccountName
location: location
tags: union(tags, {})
sku: {
name: 'Standard_LRS'
}
roleAssignments: concat(
storageAccountContributorIdentityAssignments,
storageBlobDataContributorIdentityAssignments,
storageBlobDataOwnerIdentityAssignments,
storageFileDataPrivilegedContributorIdentityAssignments,
storageTableDataContributorIdentityAssignments,
storageQueueDataContributorIdentityAssignments,
[
{
principalId: aiServices.outputs.principalId
roleDefinitionId: storageBlobDataContributorRole.id
principalType: 'ServicePrincipal'
}
]
)
}
}
// DEMO: Create a container in the storage account for processing documents
var documentsContainerName = 'documents'
module documentsContainer 'storage/storage-blob-container.bicep' = {
name: '${storageAccountName}-${documentsContainerName}'
scope: resourceGroup
params: {
name: documentsContainerName
storageAccountName: storageAccount.outputs.name
}
}
resource acrPushRole 'Microsoft.Authorization/roleDefinitions@2022-04-01' existing = {
scope: resourceGroup
name: roles.containers.acrPush
}
resource acrPullRole 'Microsoft.Authorization/roleDefinitions@2022-04-01' existing = {
scope: resourceGroup
name: roles.containers.acrPull
}
var acrPushIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: acrPushRole.id
principalType: identity.principalType
}
]
var acrPullIdentityAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: acrPullRole.id
principalType: identity.principalType
}
]
var containerRegistryName = '${abbrs.containers.containerRegistry}${resourceToken}'
module containerRegistry 'containers/container-registry.bicep' = {
name: containerRegistryName
scope: resourceGroup
params: {
name: containerRegistryName
location: location
tags: union(tags, {})
sku: {
name: 'Standard'
}
adminUserEnabled: true
roleAssignments: concat(acrPushIdentityAssignments, acrPullIdentityAssignments, [])
}
}
var containerAppsEnvironmentName = '${abbrs.containers.containerAppsEnvironment}${resourceToken}'
module containerAppsEnvironment 'containers/container-apps-environment.bicep' = {
name: containerAppsEnvironmentName
scope: resourceGroup
params: {
name: containerAppsEnvironmentName
location: location
tags: union(tags, {})
logAnalyticsWorkspaceName: logAnalyticsWorkspace.outputs.name
applicationInsightsName: applicationInsights.outputs.name
}
}
resource azureMLDataScientistRole 'Microsoft.Authorization/roleDefinitions@2022-05-01-preview' existing = {
scope: resourceGroup
name: roles.ai.azureMLDataScientist
}
var azureMLDataScientistRoleAssignments = [
for identity in identities: {
principalId: identity.principalId
roleDefinitionId: azureMLDataScientistRole.id
principalType: identity.principalType
}
]
var aiHubName = '${abbrs.ai.aiHub}${resourceToken}'
module aiHub './ai_ml/ai-hub.bicep' = {
name: aiHubName
scope: resourceGroup
params: {
name: aiHubName
friendlyName: 'Hub - Python AI Document Pipeline Sample'
descriptionInfo: 'Generated by the AI Document Pipeline Python sample project'
location: location
tags: union(tags, {})
storageAccountId: storageAccount.outputs.id
keyVaultId: keyVault.outputs.id
applicationInsightsId: applicationInsights.outputs.id
containerRegistryId: containerRegistry.outputs.id
aiServicesName: aiServices.outputs.name
roleAssignments: concat(azureMLDataScientistRoleAssignments, [])
}
}
var aiHubProjectName = '${abbrs.ai.aiHubProject}${resourceToken}'
module aiHubProject './ai_ml/ai-hub-project.bicep' = {
name: aiHubProjectName
scope: resourceGroup
params: {
name: aiHubProjectName
friendlyName: 'Project - Python AI Document Pipeline Sample'
descriptionInfo: 'Generated by the AI Document Pipeline Python sample project'
location: location
tags: union(tags, {})
aiHubName: aiHub.outputs.name
roleAssignments: concat(azureMLDataScientistRoleAssignments, [])
}
}
output environmentInfo object = {
workloadName: workloadName
azureResourceGroup: resourceGroup.name
azureLocation: resourceGroup.location
containerRegistryName: containerRegistry.outputs.name
azureAIServicesEndpoint: aiServices.outputs.endpoint
azureOpenAIEndpoint: aiServices.outputs.openAIEndpoint
azureOpenAIChatDeployment: chatModelDeployment.name
azureStorageAccount: storageAccount.outputs.name
documentsContainerName: documentsContainerName
}