terraform-azure/quickstart/202-machine-learning-moderately-secure-existing-VNet/workspace.tf

# Dependent resources for Azure Machine Learning
resource "azurerm_application_insights" "default" {
  name                = "appi-${var.name}-${var.environment}"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  application_type    = "web"
}

resource "azurerm_key_vault" "default" {
  name                     = "kv-${var.name}-${var.environment}"
  location                 = azurerm_resource_group.default.location
  resource_group_name      = azurerm_resource_group.default.name
  tenant_id                = data.azurerm_client_config.current.tenant_id
  sku_name                 = "premium"
  purge_protection_enabled = true

  network_acls {
    default_action = "Deny"
    bypass         = "AzureServices"
  }
}

resource "azurerm_storage_account" "default" {
  name                          = "st${var.name}${var.environment}"
  location                      = azurerm_resource_group.default.location
  resource_group_name           = azurerm_resource_group.default.name
  account_tier                  = "Standard"
  account_replication_type      = "GRS"
  public_network_access_enabled = false

  network_rules {
    default_action = "Deny"
    bypass         = ["AzureServices"]
  }
}

resource "azurerm_container_registry" "default" {
  name                = "cr${var.name}${var.environment}"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  sku                 = "Premium"
  admin_enabled       = true

  network_rule_set {
    default_action = "Deny"
  }
  public_network_access_enabled = false
}

resource "random_string" "workspace_suffix" {
  length  = 10
  special = false
}

# Machine Learning workspace
resource "azurerm_machine_learning_workspace" "default" {
  name                    = "mlw-${var.name}-${var.environment}-${random_string.workspace_suffix.result}"
  location                = azurerm_resource_group.default.location
  resource_group_name     = azurerm_resource_group.default.name
  application_insights_id = azurerm_application_insights.default.id
  key_vault_id            = azurerm_key_vault.default.id
  storage_account_id      = azurerm_storage_account.default.id
  container_registry_id   = azurerm_container_registry.default.id

  identity {
    type = "SystemAssigned"
  }

  # Args of use when using an Azure Private Link configuration
  public_network_access_enabled = false
  image_build_compute_name      = var.image_build_compute_name
}

# Private endpoints
resource "azurerm_private_endpoint" "kv_ple" {
  name                = "ple-${var.name}-${var.environment}-kv"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  subnet_id           = data.azurerm_subnet.ml.id

  private_dns_zone_group {
    name                 = "private-dns-zone-group"
    private_dns_zone_ids = [var.privatelink_vaultcore_azure_net_resource_id]
  }

  private_service_connection {
    name                           = "psc-${var.name}-kv"
    private_connection_resource_id = azurerm_key_vault.default.id
    subresource_names              = ["vault"]
    is_manual_connection           = false
  }
}

resource "azurerm_private_endpoint" "st_ple_blob" {
  name                = "ple-${var.name}-${var.environment}-st-blob"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  subnet_id           = data.azurerm_subnet.ml.id

  private_dns_zone_group {
    name                 = "private-dns-zone-group"
    private_dns_zone_ids = [var.privatelink_blob_core_windows_net_resource_id]
  }

  private_service_connection {
    name                           = "psc-${var.name}-st"
    private_connection_resource_id = azurerm_storage_account.default.id
    subresource_names              = ["blob"]
    is_manual_connection           = false
  }
}

resource "azurerm_private_endpoint" "storage_ple_file" {
  name                = "ple-${var.name}-${var.environment}-st-file"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  subnet_id           = data.azurerm_subnet.ml.id

  private_dns_zone_group {
    name                 = "private-dns-zone-group"
    private_dns_zone_ids = [var.privatelink_file_core_windows_net_resource_id]
  }

  private_service_connection {
    name                           = "psc-${var.name}-st"
    private_connection_resource_id = azurerm_storage_account.default.id
    subresource_names              = ["file"]
    is_manual_connection           = false
  }
}

resource "azurerm_private_endpoint" "cr_ple" {
  name                = "ple-${var.name}-${var.environment}-cr"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  subnet_id           = data.azurerm_subnet.ml.id

  private_dns_zone_group {
    name                 = "private-dns-zone-group"
    private_dns_zone_ids = [var.privatelink_azurecr_io_resource_id]
  }

  private_service_connection {
    name                           = "psc-${var.name}-cr"
    private_connection_resource_id = azurerm_container_registry.default.id
    subresource_names              = ["registry"]
    is_manual_connection           = false
  }
}

resource "azurerm_private_endpoint" "mlw_ple" {
  name                = "ple-${var.name}-${var.environment}-mlw"
  location            = azurerm_resource_group.default.location
  resource_group_name = azurerm_resource_group.default.name
  subnet_id           = data.azurerm_subnet.ml.id

  private_dns_zone_group {
    name = "private-dns-zone-group"
    private_dns_zone_ids = [
      var.privatelink_api_azureml_ms_resource_id,
      var.privatelink_notebooks_azure_net_resource_id
    ]
  }

  private_service_connection {
    name                           = "psc-${var.name}-mlw"
    private_connection_resource_id = azurerm_machine_learning_workspace.default.id
    subresource_names              = ["amlworkspace"]
    is_manual_connection           = false
  }
}

# Compute cluster for image building required since the workspace is behind a vnet.
# For more details, see https://docs.microsoft.com/en-us/azure/machine-learning/tutorial-create-secure-workspace#configure-image-builds.
resource "azurerm_machine_learning_compute_cluster" "image-builder" {
  name                          = var.image_build_compute_name
  location                      = azurerm_resource_group.default.location
  vm_priority                   = "LowPriority"
  vm_size                       = "Standard_DS2_v2"
  machine_learning_workspace_id = azurerm_machine_learning_workspace.default.id
  subnet_resource_id            = data.azurerm_subnet.training.id

  scale_settings {
    min_node_count                       = 0
    max_node_count                       = 3
    scale_down_nodes_after_idle_duration = "PT15M" # 15 minutes
  }

  identity {
    type = "SystemAssigned"
  }
}