Merge pull request #280707 from MicrosoftDocs/main

Merge main to live, 4 AM

Author: v-ccolin

.openpublishing.redirection.json

@@ -1,5 +1,10 @@
 {
     "redirections": [
+    {
+      "source_path": "articles/digital-twins/how-to-integrate-maps.md",
+      "redirect_url": "/previous-versions/azure/digital-twins/how-to-integrate-maps",
+      "redirect_document_id": false
+    },
     {
       "source_path": "articles/mysql/single-server/azure-pipelines-mysql-deploy.md",
       "redirect_url": "/previous-versions/azure/mysql/single-server/azure-pipelines-mysql-deploy",

articles/azure-functions/TOC.yml

@@ -189,6 +189,26 @@
           - name: Azure SQL
             displayName: Connect to a database, Azure SQL
             href: functions-add-output-binding-azure-sql-vs-code.md?pivots=programming-language-python
+    - name: Connect to OpenAI
+      items:
+        - name: C#
+          href: functions-add-openai-text-completion.md?pivots=programming-language-csharp
+          displayName: Connect to OpenAI, text completion
+        - name: Java
+          href: functions-add-openai-text-completion.md?pivots=programming-language-java
+          displayName: Connect to OpenAI, text completion
+        - name: JavaScript
+          href: functions-add-openai-text-completion.md?pivots=programming-language-javascript
+          displayName: Connect to OpenAI, text completion
+        - name: PowerShell
+          href: functions-add-openai-text-completion.md?pivots=programming-language-powershell
+          displayName: Connect to OpenAI, text completion
+        - name: Python
+          href: functions-add-openai-text-completion.md?pivots=programming-language-python
+          displayName: Connect to OpenAI, text completion
+        - name: TypeScript
+          href: functions-add-openai-text-completion.md?pivots=programming-language-typescript
+          displayName: Connect to OpenAI, text completion
 - name: Tutorials
   items:
     - name: Functions with Logic Apps
@@ -222,10 +242,14 @@
       href: ../event-grid/resize-images-on-storage-blob-upload-event.md?toc=/azure/azure-functions/toc.json
     - name: Create a serverless web app
       href: /training/modules/automatic-update-of-a-webapp-using-azure-functions-and-signalr/
-    - name: Machine learning with TensorFlow
-      href: functions-machine-learning-tensorflow.md
-    - name: Image classification with PyTorch
-      href: machine-learning-pytorch.md
+    - name: Data + AI
+      items:
+        - name: Azure OpenAI for text completion
+          href: functions-add-openai-text-completion.md   
+        - name: Machine learning with TensorFlow
+          href: functions-machine-learning-tensorflow.md
+        - name: Image classification with PyTorch
+          href: machine-learning-pytorch.md
     - name: Functions on IoT Edge device
       href: ../iot-edge/tutorial-deploy-function.md?toc=/azure/azure-functions/toc.json
     - name: Java with Azure Cosmos DB and Event Hubs

articles/azure-functions/functions-add-openai-text-completion.md

@@ -82,6 +82,19 @@ You can add the preview extension by adding or replacing the following code in y
 
 ::: zone-end
 
+## Application settings
+
+To use the Azure OpenAI binding extension, you need to add one or more of these settings, which are used to connect to your OpenAI resource. During local development, you also need to add these settings to your `local.settings.json` file. 
+
+| Setting name | Description |
+| ---- | ----- |
+| **`AZURE_OPENAI_ENDPOINT`** | Required. Sets the endpoint of the OpenAI resource used by your bindings.   |
+| **`AZURE_OPENAI_KEY`** | Sets the key used to access an Azure OpenAI resource. |
+| **`OPENAI_API_KEY`** | Sets the key used to access a non-Azure OpenAI resource. |
+| **`AZURE_CLIENT_ID`** | Sets a user-assigned managed identity used to access the Azure OpenAI resource.  |
+
+For more information, see [Work with application settings](functions-how-to-use-azure-function-app-settings.md#settings).
+ 
 <!---Include this section if there are any host.json settings defined by the extension:
 ## host.json settings
 -->

articles/azure-functions/functions-bindings-openai.md

@@ -137,29 +137,51 @@ public static async Task Run(
 
 ## Machine learning and AI
 
-Besides data processing, Azure Functions can be used to infer on models. 
+Besides data processing, Azure Functions can be used to infer on models. The [Azure OpenAI binding extension](./functions-bindings-openai.md) lets easily integrate features and behaviors of the [Azure OpenAI service](../ai-services/openai/overview.md) into your function code executions.
 
-For example, a function that calls a TensorFlow model or submits it to Azure AI services can process and classify a stream of images.
+Functions can connect to an OpenAI resources to enable text and chat completions, use assistants, and leverage embeddings and semantic search.   
 
-Functions can also connect to other services to help process data and perform other AI-related tasks, like [text summarization](https://github.com/Azure-Samples/function-csharp-ai-textsummarize).
+A function might also call a TensorFlow model or Azure AI services to process and classify a stream of images.
 
 [ ![Diagram of a machine learning and AI process using Azure Functions.](./media/functions-scenarios/machine-learning-and-ai.png) ](./media/functions-scenarios/machine-learning-and-ai-expanded.png#lightbox)
 
-
-::: zone pivot="programming-language-csharp"
+::: zone pivot="programming-language-csharp"  
++ Tutorial: [Text completion using Azure OpenAI](functions-add-openai-text-completion.md?pivots=programming-language-csharp)
 + Sample: [Text summarization using AI Cognitive Language Service](https://github.com/Azure-Samples/function-csharp-ai-textsummarize)
-::: zone-end
-
-::: zone pivot="programming-language-javascript"
++ Sample: [Text completion using Azure OpenAI](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/textcompletion/csharp-ooproc)
++ Sample: [Provide assistant skills to your model](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/assistant/csharp-ooproc)
++ Sample: [Generate embeddings](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/embeddings/csharp-ooproc/Embeddings)
++ Sample: [Leverage semantic search](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/rag-aisearch/csharp-ooproc)
+::: zone-end  
+::: zone pivot="programming-language-java"  
++ Tutorial: [Text completion using Azure OpenAI](functions-add-openai-text-completion.md?pivots=programming-language-java)
++ Sample: [Text completion using Azure OpenAI](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/textcompletion/java)
++ Sample: [Provide assistant skills to your model](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/assistant/java)
++ Sample: [Generate embeddings](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/embeddings/java)
++ Sample: [Leverage semantic search](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/rag-aisearch/java)
+::: zone-end
+::: zone pivot="programming-language-javascript"  
++ Tutorial: [Text completion using Azure OpenAI](functions-add-openai-text-completion.md?pivots=programming-language-javascript)
 + Training: [Create a custom skill for Azure AI Search](/training/modules/create-enrichment-pipeline-azure-cognitive-search)
 + Sample: [Chat using ChatGPT](https://github.com/Azure-Samples/function-javascript-ai-openai-chatgpt)
-::: zone-end
-
-::: zone pivot="programming-language-python"
+::: zone-end  
+::: zone pivot="programming-language-python"  
++ Tutorial: [Text completion using Azure OpenAI](functions-add-openai-text-completion.md?pivots=programming-language-python)
 + Tutorial: [Apply machine learning models in Azure Functions with Python and TensorFlow](./functions-machine-learning-tensorflow.md)
 + Tutorial: [Deploy a pretrained image classification model to Azure Functions with PyTorch](./machine-learning-pytorch.md)
++ Sample: [Text completion using Azure OpenAI](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/textcompletion/python)
++ Sample: [Provide assistant skills to your model](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/assistant/python)
++ Sample: [Generate embeddings](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/embeddings/python)
++ Sample: [Leverage semantic search](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/rag-aisearch/python)
 + Sample: [Chat using ChatGPT](https://github.com/Azure-Samples/function-python-ai-openai-chatgpt)
 + Sample: [LangChain with Azure OpenAI and ChatGPT](https://github.com/Azure-Samples/function-python-ai-langchain)
+::: zone-end  
+::: zone pivot="programming-language-powershell"  
++ Tutorial: [Text completion using Azure OpenAI](functions-add-openai-text-completion.md?pivots=programming-language-powershell)
++ Sample: [Text completion using Azure OpenAI](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/textcompletion/powershell)
++ Sample: [Provide assistant skills to your model](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/assistant/powershell)
++ Sample: [Generate embeddings](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/embeddings/powershell)
++ Sample: [Leverage semantic search](https://github.com/Azure/azure-functions-openai-extension/tree/main/samples/rag-aisearch/powershell)
 ::: zone-end
 
 ## Run scheduled tasks 

articles/azure-functions/functions-scenarios.md

@@ -90,8 +90,6 @@
           href: how-to-create-wildcard-indexes.md
         - name: Search and query text
           href: how-to-create-text-index.md
-        - name: Optimize index creation
-          href: how-to-create-indexes.md
     - name: Scale cluster
       href: how-to-scale-cluster.md
     - name: Restore cluster

articles/cosmos-db/mongodb/vcore/TOC.yml

@@ -8,21 +8,39 @@ ms.reviewer: gahllevy
 ms.service: cosmos-db
 ms.subservice: mongodb-vcore
 ms.topic: release-notes
-ms.date: 05/09/2024
+ms.date: 07/02/2024
 #Customer intent: As a database administrator, I want to review the release notes, so I can understand what new features are released for the service.
 ---
 
 # Release notes for Azure Cosmos DB for MongoDB vCore
 
 This article contains release notes for the API for MongoDB vCore. These release notes are composed of feature release dates, and feature updates.
 
-## Latest release: May 06, 2024
+## Latest release: July 02, 2024
+
+- Metrics added
+    - Customer Activity.
+    - Requests.
+
+(Preview feature list)
+- Support for accumulators
+    - $mergeObjects.
+- Support for aggregation operator
+    - $let.
+- Geospatial query operators
+    - $minDistance.
+    - $maxDistance.
+
+## Previous releases
+
+### May 06, 2024
 
 - Query operator enhancements.
-  - $geoNear aggregation. This can be enabled through Flag - `Geospatial support for vcore "MongoDB for CosmosDB"` (Public Preview)
+  - $geoNear aggregation. This can be enabled through Flag - `Geospatial support for vcore "MongoDB for CosmosDB"` 
+  
+(Preview feature list)
   - Support for accumulators
     - $push.
-    - $mergeObjects.
     - $addToSet.
     - $tsSecond/$tsIncrement.
     - $map/$reduce.
@@ -35,8 +53,6 @@ This article contains release notes for the API for MongoDB vCore. These release
 - Improved performance of group and distinct.
 - Improved performance for $geoWithin queries with $centerSphere when radius is greater than π.
 
-## Previous releases
-
 ### April 16, 2024
 
 - Query operator enhancements.

articles/cosmos-db/mongodb/vcore/release-notes.md

@@ -8,7 +8,7 @@ ms.service: data-factory
 ms.subservice: data-movement
 ms.topic: conceptual
 ms.custom: synapse
-ms.date: 06/25/2024
+ms.date: 07/11/2024
 ---
 
 # Copy data from and to Salesforce using Azure Data Factory or Azure Synapse Analytics
@@ -210,8 +210,8 @@ To copy data from and to Salesforce, set the type property of the dataset to **S
 | Property | Description | Required |
 |:--- |:--- |:--- |
 | type | The type property must be set to **SalesforceV2Object**.  | Yes |
-| objectApiName | The Salesforce object name to retrieve data from. | No for source (if "SOQLQuery" in source is specified), Yes for sink |
-| reportId | The ID of the Salesforce report to retrieve data from. It isn't supported in sink. There are [limitations](https://developer.salesforce.com/docs/atlas.en-us.api_analytics.meta/api_analytics/sforce_analytics_rest_api_limits_limitations.htm) when you use reports. | No for source (if "SOQLQuery" in source is specified), not support sink |
+| objectApiName | The Salesforce object name to retrieve data from. | No for source (if "query" in source is specified), Yes for sink |
+| reportId | The ID of the Salesforce report to retrieve data from. It isn't supported in sink. There are [limitations](https://developer.salesforce.com/docs/atlas.en-us.api_analytics.meta/api_analytics/sforce_analytics_rest_api_limits_limitations.htm) when you use reports. | No for source (if "query" in source is specified), not support sink |
 
 > [!IMPORTANT]
 > The "__c" part of **API Name** is needed for any custom object.
@@ -248,7 +248,7 @@ To copy data from Salesforce, set the source type in the copy activity to **Sale
 | Property | Description | Required |
 |:--- |:--- |:--- |
 | type | The type property of the copy activity source must be set to **SalesforceV2Source**. | Yes |
-| SOQLQuery | Use the custom query to read data. You can only use [Salesforce Object Query Language (SOQL)](https://developer.salesforce.com/docs/atlas.en-us.soql_sosl.meta/soql_sosl/sforce_api_calls_soql.htm) query with limitations. For SOQL limitations, see this [article](https://developer.salesforce.com/docs/atlas.en-us.api_asynch.meta/api_asynch/queries.htm#SOQL%20Considerations). If query isn't specified, all the data of the Salesforce object specified in "ObjectApiName/reportId" in dataset is retrieved. | No (if "ObjectApiName/reportId" in the dataset is specified) |
+| query | Use the custom query to read data. You can only use [Salesforce Object Query Language (SOQL)](https://developer.salesforce.com/docs/atlas.en-us.soql_sosl.meta/soql_sosl/sforce_api_calls_soql.htm) query with limitations. For SOQL limitations, see this [article](https://developer.salesforce.com/docs/atlas.en-us.api_asynch.meta/api_asynch/queries.htm#SOQL%20Considerations). If query isn't specified, all the data of the Salesforce object specified in "ObjectApiName/reportId" in dataset is retrieved. | No (if "ObjectApiName/reportId" in the dataset is specified) |
 | includeDeletedObjects | Indicates whether to query the existing records, or query all records including the deleted ones. If not specified, the default behavior is false. <br>Allowed values: **false** (default), **true**.   | No |
 
 > [!IMPORTANT]
@@ -278,7 +278,7 @@ To copy data from Salesforce, set the source type in the copy activity to **Sale
         "typeProperties": {
             "source": {
                 "type": "SalesforceV2Source",
-                "SOQLQuery": "SELECT Col_Currency__c, Col_Date__c, Col_Email__c FROM AllDataType__c",
+                "query": "SELECT Col_Currency__c, Col_Date__c, Col_Email__c FROM AllDataType__c",
                 "includeDeletedObjects": false
             },
             "sink": {