81 lines
2.9 KiB
HCL
81 lines
2.9 KiB
HCL
# 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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}
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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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}
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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 {
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type = "SystemAssigned"
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}
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}
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# Compute Instance
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resource "azurerm_machine_learning_compute_instance" "compute_instance" {
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name = "default-instance"
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location = azurerm_resource_group.default.location
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machine_learning_workspace_id = azurerm_machine_learning_workspace.default.id
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virtual_machine_size = "STANDARD_DS2_V2"
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}
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# Compute Cluster
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resource "azurerm_machine_learning_compute_cluster" "compute" {
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name = "default-compute"
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location = azurerm_resource_group.default.location
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machine_learning_workspace_id = azurerm_machine_learning_workspace.default.id
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vm_priority = "Dedicated"
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vm_size = "STANDARD_DS2_V2"
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identity {
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type = "SystemAssigned"
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}
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scale_settings {
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min_node_count = 0
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max_node_count = 3
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scale_down_nodes_after_idle_duration = "PT10M" # 10 minutes
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}
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}
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