Adding 202 for existing VNet
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ryhud
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quickstart/202-machine-learning-moderately-secure-existing-VNet/.gitignore
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quickstart/202-machine-learning-moderately-secure-existing-VNet/.gitignore
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# Local .terraform directories
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**/.terraform/*
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# .tfstate files
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*.tfstate
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*.tfstate.*
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# Crash log files
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crash.log
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# Ignore any .tfvars files that are generated automatically for each Terraform run. Most
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# .tfvars files are managed as part of configuration and so should be included in
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# version control.
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#
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# example.tfvars
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# Ignore override files as they are usually used to override resources locally and so
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# are not checked in
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override.tf
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override.tf.json
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*_override.tf
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*_override.tf.json
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values.tfvars
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*.tfvars
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settings.tfvars
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# Include override files you do wish to add to version control using negated pattern
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#
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# !example_override.tf
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# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
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# example: *tfplan*
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terraform/.terraform.lock.hcl
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.DS_Store
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terraform/.terraform.lock.hcl
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terraform/.terraform.lock.hcl
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.terraform.lock.hcl
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terraform/.terraform.lock.hcl
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terraform {
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required_version = ">=0.15.0"
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required_providers {
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azurerm = {
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source = "hashicorp/azurerm"
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version = "=2.76.0"
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}
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}
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}
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provider "azurerm" {
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features {}
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}
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data "azurerm_client_config" "current" {}
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resource "azurerm_resource_group" "default" {
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name = "rg-${var.name}-${var.environment}"
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location = var.location
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}
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/*
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# Virtual Network
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resource "azurerm_virtual_network" "default" {
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name = "vnet-${var.name}-${var.environment}"
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address_space = var.vnet_address_space
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_subnet" "snet-training" {
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name = "snet-training"
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resource_group_name = azurerm_resource_group.default.name
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virtual_network_name = azurerm_virtual_network.default.name
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address_prefixes = var.training_subnet_address_space
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enforce_private_link_endpoint_network_policies = true
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}
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resource "azurerm_subnet" "snet-aks" {
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name = "snet-aks"
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resource_group_name = azurerm_resource_group.default.name
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virtual_network_name = azurerm_virtual_network.default.name
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address_prefixes = var.aks_subnet_address_space
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enforce_private_link_endpoint_network_policies = true
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}
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resource "azurerm_subnet" "snet-workspace" {
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name = "snet-workspace"
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resource_group_name = azurerm_resource_group.default.name
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virtual_network_name = azurerm_virtual_network.default.name
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address_prefixes = var.ml_subnet_address_space
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enforce_private_link_endpoint_network_policies = true
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}
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# Private DNS Zones
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resource "azurerm_private_dns_zone" "dnsvault" {
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name = "privatelink.vaultcore.azure.net"
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinkvault" {
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name = "dnsvaultlink"
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resource_group_name = azurerm_resource_group.default.name
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private_dns_zone_name = azurerm_private_dns_zone.dnsvault.name
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virtual_network_id = azurerm_virtual_network.default.id
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}
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resource "azurerm_private_dns_zone" "dnsstorageblob" {
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name = "privatelink.blob.core.windows.net"
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinkblob" {
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name = "dnsblobstoragelink"
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resource_group_name = azurerm_resource_group.default.name
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private_dns_zone_name = azurerm_private_dns_zone.dnsstorageblob.name
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virtual_network_id = azurerm_virtual_network.default.id
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}
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resource "azurerm_private_dns_zone" "dnsstoragefile" {
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name = "privatelink.file.core.windows.net"
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinkfile" {
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name = "dnsfilestoragelink"
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resource_group_name = azurerm_resource_group.default.name
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private_dns_zone_name = azurerm_private_dns_zone.dnsstoragefile.name
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virtual_network_id = azurerm_virtual_network.default.id
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}
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resource "azurerm_private_dns_zone" "dnscontainerregistry" {
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name = "privatelink.azurecr.io"
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinkcr" {
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name = "dnscrlink"
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resource_group_name = azurerm_resource_group.default.name
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private_dns_zone_name = azurerm_private_dns_zone.dnscontainerregistry.name
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virtual_network_id = azurerm_virtual_network.default.id
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}
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resource "azurerm_private_dns_zone" "dnsazureml" {
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name = "privatelink.api.azureml.ms"
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinkml" {
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name = "dnsazuremllink"
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resource_group_name = azurerm_resource_group.default.name
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private_dns_zone_name = azurerm_private_dns_zone.dnsazureml.name
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virtual_network_id = azurerm_virtual_network.default.id
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}
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resource "azurerm_private_dns_zone" "dnsnotebooks" {
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name = "privatelink.azureml.notebooks.net"
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinknbs" {
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name = "dnsnotebookslink"
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resource_group_name = azurerm_resource_group.default.name
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private_dns_zone_name = azurerm_private_dns_zone.dnsnotebooks.name
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virtual_network_id = azurerm_virtual_network.default.id
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}
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*/
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# Network Security Groups
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resource "azurerm_network_security_group" "nsg-training" {
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name = "nsg-training"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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security_rule {
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name = "BatchNodeManagement"
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priority = 100
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direction = "Inbound"
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access = "Allow"
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protocol = "Tcp"
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source_port_range = "*"
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destination_port_range = "29876-29877"
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source_address_prefix = "BatchNodeManagement"
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destination_address_prefix = "*"
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}
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security_rule {
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name = "AzureMachineLearning"
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priority = 110
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direction = "Inbound"
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access = "Allow"
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protocol = "Tcp"
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source_port_range = "*"
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destination_port_range = "44224"
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source_address_prefix = "AzureMachineLearning"
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destination_address_prefix = "*"
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}
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}
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resource "azurerm_subnet_network_security_group_association" "nsg-training-link" {
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subnet_id = var.training_subnet_resource_id
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network_security_group_id = azurerm_network_security_group.nsg-training.id
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}
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resource "azurerm_network_security_group" "nsg-aks" {
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name = "nsg-aks"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_subnet_network_security_group_association" "nsg-aks-link" {
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subnet_id = var.aks_subnet_resource_id
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network_security_group_id = azurerm_network_security_group.nsg-aks.id
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}
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# User Defined Routes
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#UDR for Compute instance and compute clusters
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resource "azurerm_route_table" "rt-training" {
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name = "rt-training"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_route" "training-Internet-Route" {
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name = "Internet"
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resource_group_name = azurerm_resource_group.default.name
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route_table_name = azurerm_route_table.rt-training.name
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address_prefix = "0.0.0.0/0"
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next_hop_type = "Internet"
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}
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resource "azurerm_route" "training-AzureMLRoute" {
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name = "AzureMLRoute"
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resource_group_name = azurerm_resource_group.default.name
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route_table_name = azurerm_route_table.rt-training.name
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address_prefix = "AzureMachineLearning"
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next_hop_type = "Internet"
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}
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resource "azurerm_route" "training-BatchRoute" {
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name = "BatchRoute"
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resource_group_name = azurerm_resource_group.default.name
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route_table_name = azurerm_route_table.rt-training.name
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address_prefix = "BatchNodeManagement"
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next_hop_type = "Internet"
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}
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resource "azurerm_subnet_route_table_association" "rt-training-link" {
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subnet_id = var.training_subnet_resource_id
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route_table_id = azurerm_route_table.rt-training.id
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}
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# Inferencing (AKS) Route
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resource "azurerm_route_table" "rt-aks" {
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name = "rt-aks"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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}
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resource "azurerm_route" "aks-Internet-Route" {
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name = "Internet"
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resource_group_name = azurerm_resource_group.default.name
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route_table_name = azurerm_route_table.rt-aks.name
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address_prefix = "0.0.0.0/0"
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next_hop_type = "Internet"
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}
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resource "azurerm_subnet_route_table_association" "rt-aks-link" {
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subnet_id = var.aks_subnet_resource_id
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route_table_id = azurerm_route_table.rt-aks.id
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}
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# Azure Machine Learning workspace (moderately secure network set up)
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This deployment configuration specifies an [Azure Machine Learning workspace](https://docs.microsoft.com/en-us/azure/machine-learning/concept-workspace),
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and its associated resources including Azure Key Vault, Azure Storage, Azure Application Insights and Azure Container Registry.
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In addition to these core services, this configuration specifies any networking components that are required to set up Azure Machine Learning
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for private network connectivity using [Azure Private Link](https://docs.microsoft.com/en-us/azure/private-link/).
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This configuration describes the minimal set of resources you require to get started with Azure Machine Learning in a network-isolated set-up.
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To learn more about security configurations in Azure Machine Learning, see [Enterprise security and governance for Azure Machine Learning](https://docs.microsoft.com/en-us/azure/machine-learning/concept-enterprise-security).
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## Resources
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| Terraform Resource Type | Description |
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| - | - |
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| `azurerm_resource_group` | The resource group all resources get deployed into |
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| `azurerm_application_insights` | An Azure Application Insights instance associated to the Azure Machine Learning workspace |
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| `azurerm_key_vault` | An Azure Key Vault instance associated to the Azure Machine Learning workspace |
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| `azurerm_storage_account` | An Azure Storage instance associated to the Azure Machine Learning workspace |
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| `azurerm_container_registry` | An Azure Container Registry instance associated to the Azure Machine Learning workspace |
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| `azurerm_machine_learning_workspace` | An Azure Machine Learning workspace instance |
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| `azurerm_virtual_network` | An Azure Machine Learning workspace instance |
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| `azurerm_subnet` | An Azure Machine Learning workspace instance |
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| `azurerm_private_dns_zone` | Private DNS Zones for FQDNs required for Azure Machine Learning and associated resources |
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| `azurerm_private_dns_zone_virtual_network_link` | Virtual network links of the Private DNS Zones to the virtual network resource |
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| `azurerm_private_endpoint` | Private Endpoints for the Azure Machine Learning workspace and associated resources |
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## Variables
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| Name | Description |
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|-|-|
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| name | Name of the deployment |
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| environment | The deployment environment name (used for pre- and postfixing resource names) |
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| location | The Azure region used for deployments |
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## Usage
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```bash
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terraform plan -var name=azureml567 -out demo.tfplan
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terraform apply "demo.tfplan"
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```
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variable "name" {
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type = string
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description = "Name of the deployment"
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}
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variable "environment" {
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type = string
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description = "Name of the environment"
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default = "dev"
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}
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variable "location" {
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type = string
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description = "Location of the resources"
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}
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variable "image_build_compute_name" {
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type = string
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description = "Name of the compute cluster to be created and set to build docker images"
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default = "image-builder"
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}
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# Existing subnets variables
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variable "training_subnet_resource_id" {
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type = string
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description = "Resource ID of the existing training subnet"
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}
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variable "aks_subnet_resource_id" {
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type = string
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description = "Resource ID of the existing aks subnet"
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}
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variable "ml_subnet_resource_id" {
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type = string
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description = "Resource ID of the existing ML workspace subnet"
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}
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# Existing private DNS zones variables
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variable "privatelink_api_azureml_ms_resource_id" {
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type = string
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description = "Resource ID of the existing privatelink.api.azureml.ms private dns zone"
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}
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variable "privatelink_azurecr_io_resource_id" {
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type = string
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description = "Resource ID of the existing privatelink.azurecr.io private dns zone"
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}
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variable "privatelink_notebooks_azure_net_resource_id" {
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type = string
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description = "Resource ID of the existing privatelink.notebooks.azure.net private dns zone"
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}
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variable "privatelink_blob_core_windows_net_resource_id" {
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type = string
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description = "Resource ID of the existing privatelink.blob.core.windows.net private dns zone"
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}
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variable "privatelink_file_core_windows_net_resource_id" {
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type = string
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description = "Resource ID of the existing privatelink.file.core.windows.net private dns zone"
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}
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variable "privatelink_vaultcore_azure_net_resource_id" {
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type = string
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description = "Resource ID of the existing privatelink.vaultcore.azure.net private dns zone"
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}
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# Dependent resources for Azure Machine Learning
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resource "azurerm_application_insights" "default" {
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name = "appi-${var.name}-${var.environment}"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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application_type = "web"
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}
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resource "azurerm_key_vault" "default" {
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name = "kv-${var.name}-${var.environment}"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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tenant_id = data.azurerm_client_config.current.tenant_id
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sku_name = "premium"
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purge_protection_enabled = true
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network_acls {
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default_action = "Deny"
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bypass = "AzureServices"
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}
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}
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resource "azurerm_storage_account" "default" {
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name = "st${var.name}${var.environment}"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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account_tier = "Standard"
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account_replication_type = "GRS"
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network_rules {
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default_action = "Deny"
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bypass = ["AzureServices"]
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}
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}
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resource "azurerm_container_registry" "default" {
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name = "cr${var.name}${var.environment}"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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sku = "Premium"
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admin_enabled = true
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network_rule_set {
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default_action = "Deny"
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}
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public_network_access_enabled = false
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}
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# Machine Learning workspace
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resource "azurerm_machine_learning_workspace" "default" {
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name = "mlw-${var.name}-${var.environment}"
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location = azurerm_resource_group.default.location
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resource_group_name = azurerm_resource_group.default.name
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application_insights_id = azurerm_application_insights.default.id
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key_vault_id = azurerm_key_vault.default.id
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storage_account_id = azurerm_storage_account.default.id
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container_registry_id = azurerm_container_registry.default.id
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identity {
|
||||
type = "SystemAssigned"
|
||||
}
|
||||
}
|
||||
|
||||
# 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 = var.ml_subnet_resource_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}-${var.environment}-st-blob"
|
||||
location = azurerm_resource_group.default.location
|
||||
resource_group_name = azurerm_resource_group.default.name
|
||||
subnet_id = var.ml_subnet_resource_id
|
||||
|
||||
private_dns_zone_group {
|
||||
name = "private-dns-zone-group"
|
||||
private_dns_zone_ids = [var.privatelink_blob_core_windows_net_resource_id]
|
||||
}
|
||||
|
||||
private_service_connection {
|
||||
name = "psc-${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 = var.ml_subnet_resource_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}-${var.environment}-cr"
|
||||
location = azurerm_resource_group.default.location
|
||||
resource_group_name = azurerm_resource_group.default.name
|
||||
subnet_id = var.ml_subnet_resource_id
|
||||
|
||||
private_dns_zone_group {
|
||||
name = "private-dns-zone-group"
|
||||
private_dns_zone_ids = [var.privatelink_azurecr_io_resource_id]
|
||||
}
|
||||
|
||||
private_service_connection {
|
||||
name = "psc-${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 = var.ml_subnet_resource_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-${var.name}-mlw"
|
||||
private_connection_resource_id = azurerm_machine_learning_workspace.default.id
|
||||
subresource_names = [ "amlworkspace" ]
|
||||
is_manual_connection = false
|
||||
}
|
||||
}
|
||||
#Compute cluster for image building https://docs.microsoft.com/en-us/azure/machine-learning/tutorial-create-secure-workspace#configure-image-builds
|
||||
|
||||
resource "azurerm_machine_learning_compute_cluster" "image-builder" {
|
||||
name = "${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 = var.training_subnet_resource_id
|
||||
|
||||
scale_settings {
|
||||
min_node_count = 0
|
||||
max_node_count = 1
|
||||
scale_down_nodes_after_idle_duration = "PT30S" # 30 seconds
|
||||
}
|
||||
|
||||
identity {
|
||||
type = "SystemAssigned"
|
||||
}
|
||||
}
|
||||
|
||||
# Update workspace for image-build-compute
|
||||
|
||||
resource "null_resource" "ws_image_build_compute"{
|
||||
provisioner "local-exec" {
|
||||
command = <<EOF
|
||||
az ml workspace update --resource-group ${azurerm_resource_group.default.name} --workspace-name ${azurerm_machine_learning_workspace.default.name} --image-build-compute ${azurerm_machine_learning_compute_cluster.image-builder.name}
|
||||
|
||||
EOF
|
||||
}
|
||||
depends_on = [azurerm_machine_learning_compute_cluster.image-builder]
|
||||
}
|
||||
Loading…
x
Reference in New Issue
Block a user