@@ -67,7 +67,7 @@ An individual assistant can access up to 128 tools including [code interpreter](
 
 ### Files
 
-Files can be uploaded via Studio, or programmatically. The `file_ids` parameter is required to give tools like `code_interpreter` access to files. When using the File upload endpoint, you must have the `purpose` set to assistants to be used with the Assistants API.
+Files can be uploaded via Studio, or programmatically. The `file_ids` parameter is required to give tools like `code_interpreter` access to files. When using the File upload endpoint, you must have the `purpose` set to `assistants` to be used with the Assistants API.
 
 ## Assistants playground
 

@@ -7,7 +7,7 @@ author: mrbullwinkle
 manager: nitinme
 ms.service: azure-ai-language
 ms.topic: how-to
-ms.date: 08/29/2024
+ms.date: 02/24/2025
 ms.author: mbullwin
 recommendations: false
 ---
@@ -74,15 +74,16 @@ This role has all the permissions of Cognitive Services OpenAI User and is also
 ✅ Create custom fine-tuned models <br>
 ✅ Upload datasets for fine-tuning <br>
 ✅ View, query, filter Stored completions data <br>
-✅ Create new model deployments or edit existing model deployments **[Added Fall 2023]**
+✅ Create new model deployments or edit existing model deployments **[Added Fall 2023]** <br>
+✅ Add data sources to Azure OpenAI On Your Data. **You must also have the [Cognitive Services Contributor](#cognitive-services-contributor) role as well**.
 
 A user with only this role assigned would be unable to:
 
 ❌ Create new Azure OpenAI resources <br>
 ❌ View/Copy/Regenerate keys under **Keys and Endpoint** <br>
 ❌ Access quota <br>
 ❌ Create customized content filters <br>
-❌ Add a data source for the use your data feature
+❌ Add a data source for Azure OpenAI On Your Data
 
 ### Cognitive Services Contributor
 
@@ -95,14 +96,13 @@ This role is typically granted access at the resource group level for a user in
 ✅ Ability to view what models are available for deployment in Azure AI Foundry portal <br>
 ✅ Use the Chat, Completions, and DALL-E (preview) playground experiences to generate text and images with any models that have already been deployed to this Azure OpenAI resource <br>
 ✅ Create customized content filters <br>
-✅ Add a data source for the use your data feature <br>
+✅ Add data sources to Azure OpenAI On Your Data. **You must also have the [Cognitive Services OpenAI Contributor](#cognitive-services-openai-contributor) role as well**.
 ✅ Create new model deployments or edit existing model deployments (via API) <br>
 ✅ Create custom fine-tuned models **[Added Fall 2023]**<br>
 ✅ Upload datasets for fine-tuning **[Added Fall 2023]**<br>
 ✅ Create new model deployments or edit existing model deployments (via Azure AI Foundry) **[Added Fall 2023]**<br>
 ✅ View, query, filter Stored completions data <br>
 
-
 A user with only this role assigned would be unable to:
 
 ❌ Access quota <br>

@@ -6,7 +6,7 @@ manager: nitinme
 ms.service: azure-ai-openai
 ms.topic: how-to
 ms.custom: references_regions
-ms.date: 01/29/2025
+ms.date: 02/24/2025
 author: mrbullwinkle
 ms.author: mbullwin
 recommendations: false
@@ -22,6 +22,10 @@ Stored completions allow you to capture the conversation history from chat compl
 
 Support first added in `2024-10-01-preview`
 
+### Deployment type
+
+Currently only `Standard` model deployments support stored completions.
+
 ### Model & region availability
 
 | **Region**     | **o1-preview**, **2024-09-12**   | **o1-mini**, **2024-09-12**   | **gpt-4o**, **2024-08-06**   | **gpt-4o**, **2024-05-13**  | **gpt-4o-mini**, **2024-07-18**   |

@@ -103,8 +103,8 @@ dependencies {
     public class GetCompletionsSample {
     
         public static void main(String[] args) {
-            String azureOpenaiKey = System.getenv("AZURE_OPENAI_API_KEY");;
-            String endpoint = System.getenv("AZURE_OPENAI_ENDPOINT");;
+            String azureOpenaiKey = System.getenv("AZURE_OPENAI_API_KEY");
+            String endpoint = System.getenv("AZURE_OPENAI_ENDPOINT");
             String deploymentOrModelId = "gpt-35-turbo-instruct";
     
             OpenAIClient client = new OpenAIClientBuilder()

@@ -19,7 +19,7 @@ See [Monitor Azure OpenAI](./how-to/monitor-openai.md) for details on the data y
 
 ### Supported metrics for Microsoft.CognitiveServices/accounts
 
-Here are the most important metrics we think you should monitor for Azure OpenAI. Later in this article is a longer list of all available Azure AI services metrics which contains more details on metrics in this shorter list.
+Here are the most important metrics we think you should monitor for Azure OpenAI. Later in this article is a longer list of all available Azure AI services metrics which contains more details on metrics in this shorter list. _Please see below list for most up to date information. We're working on refreshing the tables in the following sections._
 
 - Azure OpenAI Requests
 - Active Tokens
@@ -42,9 +42,9 @@ You can also monitor Content Safety metrics that are used by other Azure AI serv
 - Safety System Event
 - Total Volume Sent for Safety Check 
 
-
 > [!NOTE]
 > The **Provisioned-managed Utilization** metric is now deprecated and is no longer recommended. This metric has been replaced by the **Provisioned-managed Utilization V2** metric.
+> Tokens per Second, Time to Response, Time Between Tokens are currently not available for pay-as-you-go (Standard) deployments. 
 
 Cognitive Services metrics have the category **Cognitive Services - HTTP Requests** in the following table. These metrics are legacy metrics that are common to all Azure AI Services resources. Microsoft no longer recommends that you use these metrics with Azure OpenAI.