From 55e8db17b045c6b944959d6217cd150c47add401 Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Mon, 18 Sep 2023 14:06:41 +0200
Subject: [PATCH 1/7] Add Azure Open AI

---
 code/terraform/locals.tf                     |  15 +-
 code/terraform/machinelearningconnections.tf |  22 +++
 code/terraform/openai.tf                     | 140 +++++++++++++++++++
 code/terraform/variables.tf                  |  18 +++
 4 files changed, 194 insertions(+), 1 deletion(-)
 create mode 100644 code/terraform/openai.tf

diff --git a/code/terraform/locals.tf b/code/terraform/locals.tf
index 31de744..291e695 100644
--- a/code/terraform/locals.tf
+++ b/code/terraform/locals.tf
@@ -134,5 +134,18 @@ locals {
       }
     }
   }
-  machine_learning_workspace_outbound_rules = merge(local.default_machine_learning_workspace_outbound_rules, var.search_service_enabled ? local.search_service_machine_learning_workspace_outbound_rules : {})
+  open_ai_machine_learning_workspace_outbound_rules = {
+    "${var.open_ai_enabled ? azurerm_cognitive_account.cognitive_service[0].name : ""}-account" = {
+      type     = "PrivateEndpoint"
+      category = "UserDefined"
+      status   = "Active"
+      destination = {
+        serviceResourceId = var.open_ai_enabled ? azurerm_cognitive_account.cognitive_service[0].id : ""
+        subresourceTarget = "account"
+        sparkEnabled      = true
+        sparkStatus       = "Active"
+      }
+    }
+  }
+  machine_learning_workspace_outbound_rules = merge(local.default_machine_learning_workspace_outbound_rules, var.search_service_enabled ? local.search_service_machine_learning_workspace_outbound_rules : {}, var.open_ai_enabled ? local.open_ai_machine_learning_workspace_outbound_rules : {})
 }
diff --git a/code/terraform/machinelearningconnections.tf b/code/terraform/machinelearningconnections.tf
index 4da5fe5..175bcdc 100644
--- a/code/terraform/machinelearningconnections.tf
+++ b/code/terraform/machinelearningconnections.tf
@@ -19,3 +19,25 @@ resource "azapi_resource" "machine_learning_workspace_connection_search" {
     }
   })
 }
+
+resource "azapi_resource" "machine_learning_workspace_connection_open_ai" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  type      = "Microsoft.MachineLearningServices/workspaces/connections@2023-06-01-preview"
+  name      = azurerm_cognitive_account.cognitive_service[0].name
+  parent_id = azurerm_machine_learning_workspace.machine_learning_workspace.id
+
+  body = jsonencode({
+    properties = {
+      authType = "ApiKey"
+      category = "AzureOpenAI"
+      credentials = {
+        key = azurerm_cognitive_account.cognitive_service[0].primary_access_key
+      }
+      metadata = {
+        ApiVersion = "2023-07-01-preview"
+      }
+      target = "https://${azurerm_cognitive_account.cognitive_account[0].name}.openai.azure.com/"
+    }
+  })
+}
diff --git a/code/terraform/openai.tf b/code/terraform/openai.tf
new file mode 100644
index 0000000..08c4f00
--- /dev/null
+++ b/code/terraform/openai.tf
@@ -0,0 +1,140 @@
+resource "azurerm_cognitive_account" "cognitive_account" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  name                = "${local.prefix}-cog001"
+  location            = var.location
+  resource_group_name = data.azurerm_resource_group.resource_group.name
+  tags                = var.tags
+  identity {
+    type = "SystemAssigned"
+  }
+
+  custom_subdomain_name      = "${local.prefix}-cog001"
+  dynamic_throttling_enabled = false
+  fqdns = [
+    trimsuffix(replace(azurerm_storage_account.storage.primary_blob_endpoint, "https://", ""), "/")
+  ]
+  kind               = "OpenAI"
+  local_auth_enabled = true
+  network_acls {
+    default_action = "Deny"
+    ip_rules       = var.ip_rules_cognitive_service
+  }
+  outbound_network_access_restricted = true
+  public_network_access_enabled      = false
+  sku_name                           = "S0"
+}
+
+resource "azapi_resource" "cognitive_service_open_ai_model_ada" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  type      = "Microsoft.CognitiveServices/accounts/deployments@2023-05-01"
+  name      = "text-embedding-ada-002"
+  parent_id = azurerm_cognitive_account.cognitive_service[0].id
+
+  body = jsonencode({
+    properties = {
+      model = {
+        format  = "OpenAI"
+        name    = "text-embedding-ada-002"
+        version = "2"
+      }
+      raiPolicyName = "Microsoft.Default"
+      scaleSettings = {
+        scaleType = "Standard"
+        capacity  = 60
+      }
+      versionUpgradeOption = "OnceNewDefaultVersionAvailable"
+    }
+  })
+}
+
+resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  type      = "Microsoft.CognitiveServices/accounts/deployments@2023-05-01"
+  name      = "gpt-35-turbo"
+  parent_id = azurerm_cognitive_account.cognitive_service[0].id
+
+  body = jsonencode({
+    properties = {
+      model = {
+        format  = "OpenAI"
+        name    = "gpt-35-turbo"
+        version = "0301"
+      }
+      raiPolicyName = "Microsoft.Default"
+      scaleSettings = {
+        scaleType = "Standard"
+        capacity  = 60
+      }
+      versionUpgradeOption = "OnceNewDefaultVersionAvailable"
+    }
+  })
+}
+
+data "azurerm_monitor_diagnostic_categories" "diagnostic_categories_cognitive_service" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  resource_id = azurerm_cognitive_account.cognitive_service[0].id
+}
+
+resource "azurerm_monitor_diagnostic_setting" "diagnostic_setting_cognitive_service" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  name                       = "logAnalytics"
+  target_resource_id         = azurerm_cognitive_account.cognitive_service[0].id
+  log_analytics_workspace_id = var.log_analytics_workspace_id
+
+  dynamic "enabled_log" {
+    iterator = entry
+    for_each = data.azurerm_monitor_diagnostic_categories.diagnostic_categories_cognitive_service[0].log_category_groups
+    content {
+      category_group = entry.value
+      retention_policy {
+        enabled = true
+        days    = 30
+      }
+    }
+  }
+
+  dynamic "metric" {
+    iterator = entry
+    for_each = data.azurerm_monitor_diagnostic_categories.diagnostic_categories_cognitive_service[0].metrics
+    content {
+      category = entry.value
+      enabled  = true
+      retention_policy {
+        enabled = true
+        days    = 30
+      }
+    }
+  }
+}
+
+resource "azurerm_private_endpoint" "cognitive_service_private_endpoint" {
+  count = var.open_ai_enabled ? 1 : 0
+
+  name                = "${azurerm_cognitive_account.cognitive_service[0].name}-pe"
+  location            = var.location
+  resource_group_name = azurerm_cognitive_account.cognitive_service[0].resource_group_name
+  tags                = var.tags
+
+  custom_network_interface_name = "${azurerm_cognitive_account.cognitive_service[0].name}-nic"
+  private_service_connection {
+    name                           = "${azurerm_cognitive_account.cognitive_service[0].name}-pe"
+    is_manual_connection           = false
+    private_connection_resource_id = azurerm_cognitive_account.cognitive_service[0].id
+    subresource_names              = ["account"]
+  }
+  subnet_id = var.subnet_id
+  dynamic "private_dns_zone_group" {
+    for_each = var.private_dns_zone_id_open_ai == "" ? [] : [1]
+    content {
+      name = "${azurerm_cognitive_account.cognitive_service[0].name}-arecord"
+      private_dns_zone_ids = [
+        var.private_dns_zone_id_open_ai
+      ]
+    }
+  }
+}
diff --git a/code/terraform/variables.tf b/code/terraform/variables.tf
index fcd5e7e..fbe0d45 100644
--- a/code/terraform/variables.tf
+++ b/code/terraform/variables.tf
@@ -59,6 +59,13 @@ variable "search_service_enabled" {
   default     = false
 }
 
+variable "open_ai_enabled" {
+  description = "Specifies whether Azure Open AI should be deployed."
+  type        = bool
+  sensitive   = false
+  default     = false
+}
+
 variable "machine_learning_compute_clusters" {
   type = map(object({
     vm_priority = optional(string, "Dedicated")
@@ -195,6 +202,17 @@ variable "private_dns_zone_id_search_service" {
   }
 }
 
+variable "private_dns_zone_id_open_ai" {
+  description = "Specifies the resource ID of the private DNS zone for Azure Open AI endpoints. Not required if DNS A-records get created via Azure Policy."
+  type        = string
+  sensitive   = false
+  default     = ""
+  validation {
+    condition     = var.private_dns_zone_id_open_ai == "" || (length(split("/", var.private_dns_zone_id_open_ai)) == 9 && endswith(var.private_dns_zone_id_open_ai, "privatelink.openai.azure.com"))
+    error_message = "Please specify a valid resource ID for the private DNS Zone."
+  }
+}
+
 variable "data_platform_subscription_ids" {
   description = "Specifies the list of subscription IDs of your data platform."
   type        = list(string)

From 317aec9cf4a9d04ae42eb93fa33acde0bec05fca Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Mon, 18 Sep 2023 14:08:45 +0200
Subject: [PATCH 2/7] Update config

---
 code/terraform/vars.dev.tfvars | 1 +
 1 file changed, 1 insertion(+)

diff --git a/code/terraform/vars.dev.tfvars b/code/terraform/vars.dev.tfvars
index 0f3d3a1..1e8eb56 100644
--- a/code/terraform/vars.dev.tfvars
+++ b/code/terraform/vars.dev.tfvars
@@ -4,6 +4,7 @@ prefix                 = "dpml"
 tags                   = {}
 resource_group_name    = "myprod-dev-analytics-rg"
 subnet_id              = "/subscriptions/8f171ff9-2b5b-4f0f-aed5-7fa360a1d094/resourceGroups/mycrp-prd-logic-network-rg/providers/Microsoft.Network/virtualNetworks/mycrp-prd-logic-vnet001/subnets/PeSubnet"
+open_ai_enabled        = false
 search_service_enabled = false
 machine_learning_compute_clusters = {
   # "cpu001" = {

From 67ead9a05b75815c51645f6361062b68b8c9ab8a Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Mon, 18 Sep 2023 18:39:13 +0200
Subject: [PATCH 3/7] Fix bugs

---
 code/terraform/locals.tf                     |  4 ++--
 code/terraform/machinelearningconnections.tf |  4 ++--
 code/terraform/openai.tf                     | 20 ++++++++++----------
 3 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/code/terraform/locals.tf b/code/terraform/locals.tf
index 291e695..544179b 100644
--- a/code/terraform/locals.tf
+++ b/code/terraform/locals.tf
@@ -135,12 +135,12 @@ locals {
     }
   }
   open_ai_machine_learning_workspace_outbound_rules = {
-    "${var.open_ai_enabled ? azurerm_cognitive_account.cognitive_service[0].name : ""}-account" = {
+    "${var.open_ai_enabled ? azurerm_cognitive_account.cognitive_account[0].name : ""}-account" = {
       type     = "PrivateEndpoint"
       category = "UserDefined"
       status   = "Active"
       destination = {
-        serviceResourceId = var.open_ai_enabled ? azurerm_cognitive_account.cognitive_service[0].id : ""
+        serviceResourceId = var.open_ai_enabled ? azurerm_cognitive_account.cognitive_account[0].id : ""
         subresourceTarget = "account"
         sparkEnabled      = true
         sparkStatus       = "Active"
diff --git a/code/terraform/machinelearningconnections.tf b/code/terraform/machinelearningconnections.tf
index 175bcdc..a9a942c 100644
--- a/code/terraform/machinelearningconnections.tf
+++ b/code/terraform/machinelearningconnections.tf
@@ -24,7 +24,7 @@ resource "azapi_resource" "machine_learning_workspace_connection_open_ai" {
   count = var.open_ai_enabled ? 1 : 0
 
   type      = "Microsoft.MachineLearningServices/workspaces/connections@2023-06-01-preview"
-  name      = azurerm_cognitive_account.cognitive_service[0].name
+  name      = azurerm_cognitive_account.cognitive_account[0].name
   parent_id = azurerm_machine_learning_workspace.machine_learning_workspace.id
 
   body = jsonencode({
@@ -32,7 +32,7 @@ resource "azapi_resource" "machine_learning_workspace_connection_open_ai" {
       authType = "ApiKey"
       category = "AzureOpenAI"
       credentials = {
-        key = azurerm_cognitive_account.cognitive_service[0].primary_access_key
+        key = azurerm_cognitive_account.cognitive_account[0].primary_access_key
       }
       metadata = {
         ApiVersion = "2023-07-01-preview"
diff --git a/code/terraform/openai.tf b/code/terraform/openai.tf
index 08c4f00..9070279 100644
--- a/code/terraform/openai.tf
+++ b/code/terraform/openai.tf
@@ -30,7 +30,7 @@ resource "azapi_resource" "cognitive_service_open_ai_model_ada" {
 
   type      = "Microsoft.CognitiveServices/accounts/deployments@2023-05-01"
   name      = "text-embedding-ada-002"
-  parent_id = azurerm_cognitive_account.cognitive_service[0].id
+  parent_id = azurerm_cognitive_account.cognitive_account[0].id
 
   body = jsonencode({
     properties = {
@@ -54,7 +54,7 @@ resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
 
   type      = "Microsoft.CognitiveServices/accounts/deployments@2023-05-01"
   name      = "gpt-35-turbo"
-  parent_id = azurerm_cognitive_account.cognitive_service[0].id
+  parent_id = azurerm_cognitive_account.cognitive_account[0].id
 
   body = jsonencode({
     properties = {
@@ -76,14 +76,14 @@ resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
 data "azurerm_monitor_diagnostic_categories" "diagnostic_categories_cognitive_service" {
   count = var.open_ai_enabled ? 1 : 0
 
-  resource_id = azurerm_cognitive_account.cognitive_service[0].id
+  resource_id = azurerm_cognitive_account.cognitive_account[0].id
 }
 
 resource "azurerm_monitor_diagnostic_setting" "diagnostic_setting_cognitive_service" {
   count = var.open_ai_enabled ? 1 : 0
 
   name                       = "logAnalytics"
-  target_resource_id         = azurerm_cognitive_account.cognitive_service[0].id
+  target_resource_id         = azurerm_cognitive_account.cognitive_account[0].id
   log_analytics_workspace_id = var.log_analytics_workspace_id
 
   dynamic "enabled_log" {
@@ -115,23 +115,23 @@ resource "azurerm_monitor_diagnostic_setting" "diagnostic_setting_cognitive_serv
 resource "azurerm_private_endpoint" "cognitive_service_private_endpoint" {
   count = var.open_ai_enabled ? 1 : 0
 
-  name                = "${azurerm_cognitive_account.cognitive_service[0].name}-pe"
+  name                = "${azurerm_cognitive_account.cognitive_account[0].name}-pe"
   location            = var.location
-  resource_group_name = azurerm_cognitive_account.cognitive_service[0].resource_group_name
+  resource_group_name = azurerm_cognitive_account.cognitive_account[0].resource_group_name
   tags                = var.tags
 
-  custom_network_interface_name = "${azurerm_cognitive_account.cognitive_service[0].name}-nic"
+  custom_network_interface_name = "${azurerm_cognitive_account.cognitive_account[0].name}-nic"
   private_service_connection {
-    name                           = "${azurerm_cognitive_account.cognitive_service[0].name}-pe"
+    name                           = "${azurerm_cognitive_account.cognitive_account[0].name}-pe"
     is_manual_connection           = false
-    private_connection_resource_id = azurerm_cognitive_account.cognitive_service[0].id
+    private_connection_resource_id = azurerm_cognitive_account.cognitive_account[0].id
     subresource_names              = ["account"]
   }
   subnet_id = var.subnet_id
   dynamic "private_dns_zone_group" {
     for_each = var.private_dns_zone_id_open_ai == "" ? [] : [1]
     content {
-      name = "${azurerm_cognitive_account.cognitive_service[0].name}-arecord"
+      name = "${azurerm_cognitive_account.cognitive_account[0].name}-arecord"
       private_dns_zone_ids = [
         var.private_dns_zone_id_open_ai
       ]

From 928f2aa1b18f84b3e5bc666dd8b541fe731d0e59 Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Mon, 18 Sep 2023 18:50:15 +0200
Subject: [PATCH 4/7] Remove variable

---
 code/terraform/openai.tf | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/code/terraform/openai.tf b/code/terraform/openai.tf
index 9070279..e6b19bd 100644
--- a/code/terraform/openai.tf
+++ b/code/terraform/openai.tf
@@ -18,7 +18,7 @@ resource "azurerm_cognitive_account" "cognitive_account" {
   local_auth_enabled = true
   network_acls {
     default_action = "Deny"
-    ip_rules       = var.ip_rules_cognitive_service
+    ip_rules       = []
   }
   outbound_network_access_restricted = true
   public_network_access_enabled      = false

From 47b0ade4af89388a281a8ba68da027fee6e76636 Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Mon, 18 Sep 2023 18:57:51 +0200
Subject: [PATCH 5/7] Update LAW reference

---
 code/terraform/openai.tf | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/code/terraform/openai.tf b/code/terraform/openai.tf
index e6b19bd..0238520 100644
--- a/code/terraform/openai.tf
+++ b/code/terraform/openai.tf
@@ -84,7 +84,7 @@ resource "azurerm_monitor_diagnostic_setting" "diagnostic_setting_cognitive_serv
 
   name                       = "logAnalytics"
   target_resource_id         = azurerm_cognitive_account.cognitive_account[0].id
-  log_analytics_workspace_id = var.log_analytics_workspace_id
+  log_analytics_workspace_id = azurerm_log_analytics_workspace.log_analytics_workspace.id
 
   dynamic "enabled_log" {
     iterator = entry

From 878f0379a94f6d413391e3f5c257757b50f05e2b Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Thu, 21 Sep 2023 15:56:07 +0200
Subject: [PATCH 6/7] Fix bugs

---
 code/terraform/machinelearningconnections.tf |  1 +
 code/terraform/openai.tf                     | 28 +++++++++-----------
 2 files changed, 13 insertions(+), 16 deletions(-)

diff --git a/code/terraform/machinelearningconnections.tf b/code/terraform/machinelearningconnections.tf
index a9a942c..b8d1766 100644
--- a/code/terraform/machinelearningconnections.tf
+++ b/code/terraform/machinelearningconnections.tf
@@ -36,6 +36,7 @@ resource "azapi_resource" "machine_learning_workspace_connection_open_ai" {
       }
       metadata = {
         ApiVersion = "2023-07-01-preview"
+        ApiType = "azure"
       }
       target = "https://${azurerm_cognitive_account.cognitive_account[0].name}.openai.azure.com/"
     }
diff --git a/code/terraform/openai.tf b/code/terraform/openai.tf
index 0238520..e264f03 100644
--- a/code/terraform/openai.tf
+++ b/code/terraform/openai.tf
@@ -33,6 +33,10 @@ resource "azapi_resource" "cognitive_service_open_ai_model_ada" {
   parent_id = azurerm_cognitive_account.cognitive_account[0].id
 
   body = jsonencode({
+    sku = {
+      name = "Standard"
+      capacity = 60
+    }
     properties = {
       model = {
         format  = "OpenAI"
@@ -40,10 +44,6 @@ resource "azapi_resource" "cognitive_service_open_ai_model_ada" {
         version = "2"
       }
       raiPolicyName = "Microsoft.Default"
-      scaleSettings = {
-        scaleType = "Standard"
-        capacity  = 60
-      }
       versionUpgradeOption = "OnceNewDefaultVersionAvailable"
     }
   })
@@ -57,6 +57,10 @@ resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
   parent_id = azurerm_cognitive_account.cognitive_account[0].id
 
   body = jsonencode({
+    sku = {
+      name = "Standard"
+      capacity = 60
+    }
     properties = {
       model = {
         format  = "OpenAI"
@@ -64,13 +68,13 @@ resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
         version = "0301"
       }
       raiPolicyName = "Microsoft.Default"
-      scaleSettings = {
-        scaleType = "Standard"
-        capacity  = 60
-      }
       versionUpgradeOption = "OnceNewDefaultVersionAvailable"
     }
   })
+  
+  depends_on = [
+    azapi_resource.cognitive_service_open_ai_model_ada
+  ]
 }
 
 data "azurerm_monitor_diagnostic_categories" "diagnostic_categories_cognitive_service" {
@@ -91,10 +95,6 @@ resource "azurerm_monitor_diagnostic_setting" "diagnostic_setting_cognitive_serv
     for_each = data.azurerm_monitor_diagnostic_categories.diagnostic_categories_cognitive_service[0].log_category_groups
     content {
       category_group = entry.value
-      retention_policy {
-        enabled = true
-        days    = 30
-      }
     }
   }
 
@@ -104,10 +104,6 @@ resource "azurerm_monitor_diagnostic_setting" "diagnostic_setting_cognitive_serv
     content {
       category = entry.value
       enabled  = true
-      retention_policy {
-        enabled = true
-        days    = 30
-      }
     }
   }
 }

From 19f07ecbcaaa58f6b754b0c26172246e9bdc27b6 Mon Sep 17 00:00:00 2001
From: Marvin Buss <marvin.buss@gmail.com>
Date: Thu, 21 Sep 2023 15:58:54 +0200
Subject: [PATCH 7/7] Lint

---
 code/terraform/machinelearningconnections.tf |  2 +-
 code/terraform/openai.tf                     | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/code/terraform/machinelearningconnections.tf b/code/terraform/machinelearningconnections.tf
index b8d1766..df7ee5e 100644
--- a/code/terraform/machinelearningconnections.tf
+++ b/code/terraform/machinelearningconnections.tf
@@ -36,7 +36,7 @@ resource "azapi_resource" "machine_learning_workspace_connection_open_ai" {
       }
       metadata = {
         ApiVersion = "2023-07-01-preview"
-        ApiType = "azure"
+        ApiType    = "azure"
       }
       target = "https://${azurerm_cognitive_account.cognitive_account[0].name}.openai.azure.com/"
     }
diff --git a/code/terraform/openai.tf b/code/terraform/openai.tf
index e264f03..c560c27 100644
--- a/code/terraform/openai.tf
+++ b/code/terraform/openai.tf
@@ -34,7 +34,7 @@ resource "azapi_resource" "cognitive_service_open_ai_model_ada" {
 
   body = jsonencode({
     sku = {
-      name = "Standard"
+      name     = "Standard"
       capacity = 60
     }
     properties = {
@@ -43,7 +43,7 @@ resource "azapi_resource" "cognitive_service_open_ai_model_ada" {
         name    = "text-embedding-ada-002"
         version = "2"
       }
-      raiPolicyName = "Microsoft.Default"
+      raiPolicyName        = "Microsoft.Default"
       versionUpgradeOption = "OnceNewDefaultVersionAvailable"
     }
   })
@@ -58,7 +58,7 @@ resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
 
   body = jsonencode({
     sku = {
-      name = "Standard"
+      name     = "Standard"
       capacity = 60
     }
     properties = {
@@ -67,11 +67,11 @@ resource "azapi_resource" "cognitive_service_open_ai_model_gtt_35" {
         name    = "gpt-35-turbo"
         version = "0301"
       }
-      raiPolicyName = "Microsoft.Default"
+      raiPolicyName        = "Microsoft.Default"
       versionUpgradeOption = "OnceNewDefaultVersionAvailable"
     }
   })
-  
+
   depends_on = [
     azapi_resource.cognitive_service_open_ai_model_ada
   ]