Merge branch 'main' of https://github.com/MicrosoftDocs/azure-docs-pr into vpn-peer-update

Author: asudbring

articles/ai-services/openai/concepts/gpt-with-vision.md

@@ -68,7 +68,6 @@ If you turn on Enhancements, additional usage applies for using GPT-4 Turbo with
 |-----------------|-----------------|
 | + Enhanced add-on features for OCR | $1.5 per 1000 transactions |
 | + Enhanced add-on features for Object Detection | $1.5 per 1000 transactions |
-| + Enhanced add-on feature for “Add your Image” Image Embeddings | $1.5 per 1000 transactions |
 | + Enhanced add-on feature for “Video Retrieval” integration **<sup>1</sup>** | Ingestion: $0.05 per minute of video <br>Transactions: $0.25 per 1000 queries of the Video Retrieval index |
 
 **<sup>1</sup>** Processing videos involves the use of extra tokens to identify key frames for analysis. The number of these additional tokens will be roughly equivalent to the sum of the tokens in the text input, plus 700 tokens.
@@ -79,13 +78,14 @@ If you turn on Enhancements, additional usage applies for using GPT-4 Turbo with
 
 For a typical use case, take an image with both visible objects and text and a 100-token prompt input. When the service processes the prompt, it generates 100 tokens of output. In the image, both text and objects can be detected. The price of this transaction would be:
 
-| Item        | Detail        | Total Cost   |
+| Item        | Detail        |  Cost   |
 |-----------------|-----------------|--------------|
-| GPT-4 Turbo with Vision input tokens | 100 text tokens | $0.001 |
+| Text prompt input | 100 text tokens | $0.001 |
+| Example image input (see [Image tokens](/ai-services/openai/overview#image-tokens-gpt-4-turbo-with-vision)) | 170 + 85 image tokens | $0.00255 |
 | Enhanced add-on features for OCR | $1.50 / 1000 transactions | $0.0015 |
 | Enhanced add-on features for Object Grounding | $1.50 / 1000 transactions | $0.0015 | 
 | Output Tokens      | 100 tokens (assumed)    | $0.003       |
-| **Total Cost** |  | $0.007 |
+| **Total** |  |**$0.00955** |
 
 
 ### Example video price calculation
@@ -95,13 +95,13 @@ For a typical use case, take an image with both visible objects and text and a 1
 
 For a typical use case, take a 3-minute video with a 100-token prompt input. The video has a transcript that's 100 tokens long, and when the service processes the prompt, it generates 100 tokens of output. The pricing for this transaction would be:
 
-| Item        | Detail        | Total Cost   |
+| Item        | Detail        |  Cost   |
 |-----------------|-----------------|--------------|
 | GPT-4 Turbo with Vision input tokens      | 100 text tokens    | $0.001     |
 | Additional Cost to identify frames        | 100 input tokens + 700 tokens + 1 Video Retrieval transaction         | $0.00825     |
 | Image Inputs and Transcript Input         | 20 images (85 tokens each) + 100 transcript tokens            | $0.018       |
 | Output Tokens      | 100 tokens (assumed)    | $0.003       |
-| **Total Cost**      |      | **$0.03025** |
+| **Total**      |      | **$0.03025** |
 
 Additionally, there's a one-time indexing cost of $0.15 to generate the Video Retrieval index for this 3-minute video. This index can be reused across any number of Video Retrieval and GPT-4 Turbo with Vision API calls.
 

articles/ai-services/openai/how-to/dall-e.md

@@ -47,7 +47,7 @@ The following command shows the most basic way to use DALL-E with code. If this
 Send a POST request to:
 
 ```
-https://<your_resource_name>.deployments/<your_deployment_name>/images/generations?api-version=<api_version>
+https://<your_resource_name>.openai.azure.com/openai/deployments/<your_deployment_name>/images/generations?api-version=<api_version>
 ```
 
 where:

articles/container-apps/sessions.md

@@ -75,6 +75,20 @@ You pass the session identifier in a query parameter named `identifier` in the U
 
 For code interpreter sessions, you can also use an integration with an [LLM framework](./sessions-code-interpreter.md#llm-framework-integrations). The framework handles the token generation and management for you. Ensure that the application is configured with a managed identity that has the necessary role assignments on the session pool.
 
+##### Protecting session identifiers
+
+The session identifier is sensitive information which requires a secure process as you create and manage its value. To protect this value, your application must ensure each user or tenant only has access to their own sessions.
+
+The specific strategies that prevent misuse of session identifiers differ depending on the design and architecture of your app. However, your app must always have complete control over the creation and use of session identifiers so that a malicious user can't access another user's session.
+
+Example strategies include:
+
+* **One session per user**: If your app uses one session per user, each user must be securely authenticated, and your app must use a unique session identifier for each logged in user.
+* **One session per agent conversation**: If your app uses one session per AI agent conversation, ensure your app uses a unique session identifier for each conversation that can't be modified by the end user.
+
+> [!IMPORTANT]
+> Failure to secure access to sessions may result in misuse or unauthorized access to data stored in your users' sessions.
+
 ### Authentication
 
 Authentication is handled using Microsoft Entra (formerly Azure Active Directory) tokens. Valid Microsoft Entra tokens are generated by an identity belonging to the *Azure ContainerApps Session Executor* and *Contributor* roles on the session pool.

articles/postgresql/migrate/migration-service/best-practices-migration-service-postgresql.md

@@ -4,7 +4,7 @@ description: Best practices for a seamless migration into Azure Database for Pos
 author: hariramt
 ms.author: hariramt
 ms.reviewer: maghan
-ms.date: 01/30/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.subservice: flexible-server
 ms.topic: conceptual
@@ -193,4 +193,4 @@ In this case, you can grant the `migration user` permission to close all active
 ## Related content
 
 - [Migration service](concepts-migration-service-postgresql.md)
-- [Known issues and limitations](concepts-known-issues-migration-service.md)
+- [Known issues and limitations](concepts-known-issues-migration-service.md)

articles/postgresql/migrate/migration-service/concepts-known-issues-migration-service.md

@@ -4,7 +4,7 @@ description: Providing the limitations and known issues of the migration service
 author: apduvuri
 ms.author: adityaduvuri
 ms.reviewer: maghan
-ms.date: 01/30/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.topic: conceptual
 ---

articles/postgresql/migrate/migration-service/concepts-migration-service-runtime-server.md

@@ -4,7 +4,7 @@ description: "Concepts about the migration runtime server in migration service A
 author: apduvuri
 ms.author: adityaduvuri
 ms.reviewer: maghan
-ms.date: 06/13/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.topic: conceptual
 ---
@@ -49,4 +49,4 @@ Choose your Azure subscription and resource group and the location of the VNet-i
 
 - [Migration service](concepts-migration-service-postgresql.md)
 - [Network setup](how-to-network-setup-migration-service.md)
-- [Premigration validations](concepts-premigration-migration-service.md)
+- [Premigration validations](concepts-premigration-migration-service.md)

articles/postgresql/migrate/migration-service/concepts-premigration-migration-service.md

@@ -4,7 +4,7 @@ description: premigration validations to identify issues before running migratio
 author: apduvuri
 ms.author: adityaduvuri
 ms.reviewer: maghan
-ms.date: 01/30/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.topic: conceptual
 ---

articles/postgresql/migrate/migration-service/concepts-user-roles-migration-service.md

@@ -4,7 +4,7 @@ description: Migration of users/roles, ownerships, and privileges along with sch
 author: shriramm
 ms.author: shriramm
 ms.reviewer: maghan
-ms.date: 03/13/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.topic: conceptual
 ---

articles/postgresql/migrate/migration-service/how-to-network-setup-migration-service.md

@@ -5,7 +5,7 @@ description: Network scenarios for connecting source and target
 author: apduvuri
 ms.author: adityaduvuri
 ms.reviewer: maghan
-ms.date: 06/13/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.topic: how-to
 ---

articles/postgresql/migrate/migration-service/how-to-setup-azure-cli-commands-postgresql.md

@@ -3,7 +3,7 @@ title: How to set up Azure CLI for migration service in Azure Database for Postg
 description: Learn how to set up Azure CLI for migration service in Azure Database for PostgreSQL - Flexible Server and begin migrating your data.
 author: markingmyname
 ms.author: maghan
-ms.date: 06/13/2024
+ms.date: 06/19/2024
 ms.service: postgresql
 ms.subservice: flexible-server
 ms.topic: how-to