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updating 201 AML

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This commit is contained in:
ryhud 2021-09-14 17:37:10 -04:00
parent 38e62ab0ce
commit 40caddf47c
5 changed files with 223 additions and 14 deletions
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37
quickstart/201-machine-learning-moderately-secure/.gitignore vendored Normal file
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@ -0,0 +1,37 @@
# Local .terraform directories
**/.terraform/*
# .tfstate files
*.tfstate
*.tfstate.*
# Crash log files
crash.log
# Ignore any .tfvars files that are generated automatically for each Terraform run. Most
# .tfvars files are managed as part of configuration and so should be included in
# version control.
#
# example.tfvars
# Ignore override files as they are usually used to override resources locally and so
# are not checked in
override.tf
override.tf.json
*_override.tf
*_override.tf.json
values.tfvars
*.tfvars
settings.tfvars
# Include override files you do wish to add to version control using negated pattern
#
# !example_override.tf
# Include tfplan files to ignore the plan output of command: terraform plan -out=tfplan
# example: *tfplan*
terraform/.terraform.lock.hcl
.DS_Store
terraform/.terraform.lock.hcl
terraform/.terraform.lock.hcl
.terraform.lock.hcl
terraform/.terraform.lock.hcl

2
quickstart/201-machine-learning-moderately-secure/main.tf
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@ -4,7 +4,7 @@ terraform {
required_providers {
azurerm = {
source = "hashicorp/azurerm"
version = "=2.72.0"
version = "=2.76.0"
}
}
}

129
quickstart/201-machine-learning-moderately-secure/network.tf
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@ -6,11 +6,27 @@ resource "azurerm_virtual_network" "default" {
resource_group_name = azurerm_resource_group.default.name
}
resource "azurerm_subnet" "mlsubnet" {
name = "mlsubnet"
resource "azurerm_subnet" "training-subnet" {
name = "training-subnet"
resource_group_name = azurerm_resource_group.default.name
virtual_network_name = azurerm_virtual_network.default.name
address_prefixes = var.subnet_address_space
address_prefixes = var.training_subnet_address_space
enforce_private_link_endpoint_network_policies = true
}
resource "azurerm_subnet" "aks-subnet" {
name = "aks-subnet"
resource_group_name = azurerm_resource_group.default.name
virtual_network_name = azurerm_virtual_network.default.name
address_prefixes = var.aks_subnet_address_space
enforce_private_link_endpoint_network_policies = true
}
resource "azurerm_subnet" "ml-subnet" {
name = "ml-subnet"
resource_group_name = azurerm_resource_group.default.name
virtual_network_name = azurerm_virtual_network.default.name
address_prefixes = var.ml_subnet_address_space
enforce_private_link_endpoint_network_policies = true
}
@ -87,3 +103,110 @@ resource "azurerm_private_dns_zone_virtual_network_link" "vnetlinknbs" {
private_dns_zone_name = azurerm_private_dns_zone.dnsnotebooks.name
virtual_network_id = azurerm_virtual_network.default.id
}
# Network Security Groups
resource "azurerm_network_security_group" "training-NSG" {
name = "training-NSG"
location = azurerm_resource_group.default.location
resource_group_name = azurerm_resource_group.default.name
security_rule {
name = "BatchNodeManagement"
priority = 100
direction = "Inbound"
access = "Allow"
protocol = "Tcp"
source_port_range = "*"
destination_port_range = "29876-29877"
source_address_prefix = "BatchNodeManagement"
destination_address_prefix = "*"
}
security_rule {
name = "AzureMachineLearning"
priority = 110
direction = "Inbound"
access = "Allow"
protocol = "Tcp"
source_port_range = "*"
destination_port_range = "44224"
source_address_prefix = "AzureMachineLearning"
destination_address_prefix = "*"
}
}
resource "azurerm_subnet_network_security_group_association" "training-NSG-link" {
subnet_id = azurerm_subnet.training-subnet.id
network_security_group_id = azurerm_network_security_group.training-NSG.id
}
resource "azurerm_network_security_group" "aks-NSG" {
name = "aks-NSG"
location = azurerm_resource_group.default.location
resource_group_name = azurerm_resource_group.default.name
}
resource "azurerm_subnet_network_security_group_association" "aks-NSG-link" {
subnet_id = azurerm_subnet.aks-subnet.id
network_security_group_id = azurerm_network_security_group.aks-NSG.id
}
# User Defined Routes
#UDR for Compute instance and compute clusters
resource "azurerm_route_table" "training-UDR" {
name = "training-UDR"
location = azurerm_resource_group.default.location
resource_group_name = azurerm_resource_group.default.name
}
resource "azurerm_route" "training-Internet-Route" {
name = "Internet"
resource_group_name = azurerm_resource_group.default.name
route_table_name = azurerm_route_table.training-UDR.name
address_prefix = "0.0.0.0/0"
next_hop_type = "Internet"
}
resource "azurerm_route" "training-AzureMLRoute" {
name = "AzureMLRoute"
resource_group_name = azurerm_resource_group.default.name
route_table_name = azurerm_route_table.training-UDR.name
address_prefix = "AzureMachineLearning"
next_hop_type = "Internet"
}
resource "azurerm_route" "training-BatchRoute" {
name = "BatchRoute"
resource_group_name = azurerm_resource_group.default.name
route_table_name = azurerm_route_table.training-UDR.name
address_prefix = "BatchNodeManagement"
next_hop_type = "Internet"
}
resource "azurerm_subnet_route_table_association" "training-UDRlink" {
subnet_id = azurerm_subnet.training-subnet.id
route_table_id = azurerm_route_table.training-UDR.id
}
# Inferencing (AKS) Route
resource "azurerm_route_table" "aks-UDR" {
name = "aks-UDR"
location = azurerm_resource_group.default.location
resource_group_name = azurerm_resource_group.default.name
}
resource "azurerm_route" "aks-Internet-Route" {
name = "Internet"
resource_group_name = azurerm_resource_group.default.name
route_table_name = azurerm_route_table.aks-UDR.name
address_prefix = "0.0.0.0/0"
next_hop_type = "Internet"
}
resource "azurerm_subnet_route_table_association" "aks-UDR-link" {
subnet_id = azurerm_subnet.aks-subnet.id
route_table_id = azurerm_route_table.aks-UDR.id
}

24
quickstart/201-machine-learning-moderately-secure/variables.tf
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@ -17,12 +17,30 @@ variable "location" {
variable "vnet_address_space" {
type = list(string)
description = "Address space of the subnet"
description = "Address space of the virtual network"
default = ["10.0.0.0/16"]
}
variable "subnet_address_space" {
variable "training_subnet_address_space" {
type = list(string)
description = "Address space of the subnet"
description = "Address space of the training subnet"
default = ["10.0.0.0/24"]
}
variable "aks_subnet_address_space" {
type = list(string)
description = "Address space of the aks subnet"
default = ["10.0.1.0/24"]
}
variable "ml_subnet_address_space" {
type = list(string)
description = "Address space of the ML workspace subnet"
default = ["10.0.2.0/24"]
}
variable "image_build_compute_name" {
type = string
description = "Name of the compute cluster to be created and set to build docker images"
default = "image-builder"
}

45
quickstart/201-machine-learning-moderately-secure/workspace.tf
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@ -12,7 +12,7 @@ resource "azurerm_key_vault" "default" {
resource_group_name = azurerm_resource_group.default.name
tenant_id = data.azurerm_client_config.current.tenant_id
sku_name = "premium"
purge_protection_enabled = false
purge_protection_enabled = true
network_acls {
default_action = "Deny"
@ -61,7 +61,7 @@ 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 = azurerm_subnet.mlsubnet.id
subnet_id = azurerm_subnet.ml-subnet.id
private_dns_zone_group {
name = "private-dns-zone-group"
@ -80,7 +80,7 @@ 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 = azurerm_subnet.mlsubnet.id
subnet_id = azurerm_subnet.ml-subnet.id
private_dns_zone_group {
name = "private-dns-zone-group"
@ -99,7 +99,7 @@ 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 = azurerm_subnet.mlsubnet.id
subnet_id = azurerm_subnet.ml-subnet.id
private_dns_zone_group {
name = "private-dns-zone-group"
@ -118,7 +118,7 @@ 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 = azurerm_subnet.mlsubnet.id
subnet_id = azurerm_subnet.ml-subnet.id
private_dns_zone_group {
name = "private-dns-zone-group"
@ -137,7 +137,7 @@ 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 = azurerm_subnet.mlsubnet.id
subnet_id = azurerm_subnet.ml-subnet.id
private_dns_zone_group {
name = "private-dns-zone-group"
@ -153,5 +153,36 @@ resource "azurerm_private_endpoint" "mlw_ple" {
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 = azurerm_subnet.training-subnet.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]
}