Merge branch 'main' of https://github.com/MicrosoftDocs/azure-docs-pr into rolyon-rbac-classic-admins-deprecation-update

Author: rolyon

.openpublishing.redirection.json

@@ -1,5 +1,50 @@
 {
   "redirections": [
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/considerations-for-deployment.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/considerations-for-deployment",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/index.yml",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/index",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/key-concepts.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/key-concepts",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/overview.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/overview",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/partner-solutions.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/partner-solutions",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/quickstart-create-vm-azure-resource-manager-template.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/quickstart-create-vm-azure-resource-manager-template",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/quickstart-create-vm-cli.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/quickstart-create-vm-cli",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/tutorial-create-vm-using-go-sdk.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/tutorial-create-vm-using-go-sdk",
+      "redirect_document_id": false
+    },
+    {
+      "source_path": "articles/public-multi-access-edge-compute-mec/tutorial-create-vm-using-python-sdk.md",
+      "redirect_url": "/previous-versions/azure/public-multi-access-edge-compute-mec/tutorial-create-vm-using-python-sdk",
+      "redirect_document_id": false
+    },
     {
       "source_path": "articles/ai-studio/how-to/commitment-tier.md",
       "redirect_url": "/azure/ai-services/commitment-tier.md",

CODEOWNERS

@@ -19,3 +19,10 @@
 /articles/virtual-machines-scale-sets @jasonwhowell @thomps23
 /articles/container-instances @jasonwhowell @thomps23
 /articles/service-fabric @jasonwhowell @thomps23
+/articles/machine-learning @jasonwhowell @thomps23
+/articles/ai-studio @jasonwhowell @thomps23
+/articles/ai-services @jasonwhowell @thomps23
+/articles/genomics @jasonwhowell @thomps23
+/articles/open-datasets @jasonwhowell @thomps23
+/articles/search @jasonwhowell @thomps23
+

articles/ai-services/language-service/text-analytics-for-health/how-to/use-containers.md

@@ -215,7 +215,7 @@ server {
 
 #### Example Docker compose file
 
-The below example shows how a [docker compose](https://docs.docker.com/compose/reference/overview) file can be created to deploy NGINX and health containers:
+The below example shows how a [docker compose](https://docs.docker.com/reference/cli/docker/compose/) file can be created to deploy NGINX and health containers:
 
 ```yaml
 version: "3.7"
@@ -262,7 +262,7 @@ Use the host, `http://localhost:5000`, for container APIs.
 
 ### Structure the API request for the container
 
-You can use Postman or the example cURL request below to submit a query to the container you deployed, replacing the `serverURL` variable with the appropriate value.  Note the version of the API in the URL for the container is different than the hosted API.
+You can use the [Visual Studio Code REST Client extension](https://marketplace.visualstudio.com/items?itemName=humao.rest-client) or the example cURL request below to submit a query to the container you deployed, replacing the `serverURL` variable with the appropriate value.  Note the version of the API in the URL for the container is different than the hosted API.
 
 [!INCLUDE [Use APIs in container](../includes/container-request.md)]
 

articles/ai-services/openai/how-to/use-your-data-securely.md

@@ -144,7 +144,7 @@ The [custom subdomain](/azure/ai-services/cognitive-services-custom-subdomains)
 
 ### Enable managed identity
 
-To allow your Azure AI Search and Storage Account to recognize your Azure OpenAI service via Microsoft Entra ID authentication, you need to assign a managed identity for your Azure OpenAI service. The easiest way is to toggle on system assigned managed identity on Azure portal.
+To allow your Azure AI Search and Storage Account to recognize your Azure OpenAI Service via Microsoft Entra ID authentication, you need to assign a managed identity for your Azure OpenAI Service. The easiest way is to toggle on system assigned managed identity on Azure portal.
 :::image type="content" source="../media/use-your-data/openai-managed-identity.png" alt-text="A screenshot showing the system assigned managed identity option in the Azure portal." lightbox="../media/use-your-data/openai-managed-identity.png":::
 
 To set the managed identities via the management API, see [the management API reference documentation](/rest/api/aiservices/accountmanagement/accounts/update#identity).
@@ -175,7 +175,7 @@ This step can be skipped only if you have a [shared private link](#create-shared
 
 You can disable public network access of your Azure OpenAI resource in the Azure portal. 
 
-To allow access to your Azure OpenAI service from your client machines, like using Azure OpenAI Studio, you need to create [private endpoint connections](/azure/ai-services/cognitive-services-virtual-networks?tabs=portal#use-private-endpoints) that connect to your Azure OpenAI resource.
+To allow access to your Azure OpenAI Service from your client machines, like using Azure OpenAI Studio, you need to create [private endpoint connections](/azure/ai-services/cognitive-services-virtual-networks?tabs=portal#use-private-endpoints) that connect to your Azure OpenAI resource.
 
 
 ## Configure Azure AI Search
@@ -290,7 +290,7 @@ To enable the developers to use these resources to build applications, the admin
 
 ## Configure gateway and client
 
-To access the Azure OpenAI service from your on-premises client machines, one of the approaches is to configure Azure VPN Gateway and Azure VPN Client.
+To access the Azure OpenAI Service from your on-premises client machines, one of the approaches is to configure Azure VPN Gateway and Azure VPN Client.
 
 Follow [this guideline](/azure/vpn-gateway/tutorial-create-gateway-portal#VNetGateway) to create virtual network gateway for your virtual network.
 

articles/ai-services/openai/includes/dall-e-go.md

@@ -61,6 +61,7 @@ import (
 	"os"
 
 	"github.com/Azure/azure-sdk-for-go/sdk/ai/azopenai"
+	"github.com/Azure/azure-sdk-for-go/sdk/azcore"
 	"github.com/Azure/azure-sdk-for-go/sdk/azcore/to"
 )
 
@@ -75,19 +76,15 @@ func main() {
 		return
 	}
 
-	keyCredential, err := azopenai.NewKeyCredential(azureOpenAIKey)
-
-	if err != nil {
-		// handle error
-	}
+	keyCredential := azcore.NewKeyCredential(azureOpenAIKey)
 
 	client, err := azopenai.NewClientWithKeyCredential(azureOpenAIEndpoint, keyCredential, nil)
 
 	if err != nil {
 		// handle error
 	}
 
-	resp, err := client.CreateImage(context.TODO(), azopenai.ImageGenerationOptions{
+	resp, err := client.GetImageGenerations(context.TODO(), azopenai.ImageGenerationOptions{
 		Prompt:         to.Ptr("a painting of a cat in the style of Dali"),
 		ResponseFormat: to.Ptr(azopenai.ImageGenerationResponseFormatURL),
 	}, nil)

articles/ai-services/openai/includes/go.md

@@ -38,6 +38,7 @@ import (
 	"os"
 
 	"github.com/Azure/azure-sdk-for-go/sdk/ai/azopenai"
+	"github.com/Azure/azure-sdk-for-go/sdk/azcore"
 	"github.com/Azure/azure-sdk-for-go/sdk/azcore/to"
 )
 
@@ -52,11 +53,7 @@ func main() {
 		return
 	}
 
-	keyCredential, err := azopenai.NewKeyCredential(azureOpenAIKey)
-
-	if err != nil {
-		// TODO: handle error
-	}
+	keyCredential := azcore.NewKeyCredential(azureOpenAIKey)
 
 	client, err := azopenai.NewClientWithKeyCredential(azureOpenAIEndpoint, keyCredential, nil)
 
@@ -65,10 +62,10 @@ func main() {
 	}
 
 	resp, err := client.GetCompletions(context.TODO(), azopenai.CompletionsOptions{
-		Prompt:       []string{"What is Azure OpenAI, in 20 words or less"},
-		MaxTokens:    to.Ptr(int32(2048)),
-		Temperature:  to.Ptr(float32(0.0)),
-		Deployment: modelDeploymentID,
+		Prompt:         []string{"What is Azure OpenAI, in 20 words or less"},
+		MaxTokens:      to.Ptr(int32(2048)),
+		Temperature:    to.Ptr(float32(0.0)),
+		DeploymentName: &modelDeploymentID,
 	}, nil)
 
 	if err != nil {

articles/ai-services/openai/includes/use-your-data-go.md

@@ -80,15 +80,15 @@ ms.date: 03/07/2024
    		},
    		MaxTokens: to.Ptr[int32](512),
    		AzureExtensionsOptions: []azopenai.AzureChatExtensionConfigurationClassification{
-   			&azopenai.AzureCognitiveSearchChatExtensionConfiguration{
+   			&azopenai.AzureSearchChatExtensionConfiguration{
    				// This allows Azure OpenAI to use an Azure AI Search index.
    				//
    				// > Because the model has access to, and can reference specific sources to support its responses, answers are not only based on its pretrained knowledge
    				// > but also on the latest information available in the designated data source. This grounding data also helps the model avoid generating responses
    				// > based on outdated or incorrect information.
    				//
    				// Quote from here: https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/use-your-data
-   				Parameters: &azopenai.AzureCognitiveSearchChatExtensionParameters{
+   				Parameters: &azopenai.AzureSearchChatExtensionParameters{
    					Endpoint:  &searchEndpoint,
    					IndexName: &searchIndex,
    					Authentication: &azopenai.OnYourDataAPIKeyAuthenticationOptions{
@@ -105,12 +105,9 @@ ms.date: 03/07/2024
    		log.Fatalf("ERROR: %s", err)
    	}
    
-   	// Contains contextual information from your Azure chat completion extensions, configured above in `AzureExtensionsOptions`
-   	msgContext := resp.Choices[0].Message.Context
-   
    	fmt.Fprintf(os.Stderr, "Extensions Context Role: %s\nExtensions Context (length): %d\n",
-   		*msgContext.Messages[0].Role,
-   		len(*msgContext.Messages[0].Content))
+   		*resp.Choices[0].Message.Role,
+   		len(*resp.Choices[0].Message.Content))
    
    	fmt.Fprintf(os.Stderr, "ChatRole: %s\nChat content: %s\n",
    		*resp.Choices[0].Message.Role,

articles/ai-services/qnamaker/How-To/metadata-generateanswer-usage.md

@@ -186,7 +186,7 @@ We offer precise answer feature only with the QnA Maker managed version.
 
 ## Next steps
 
-The **Publish** page also provides information to [generate an answer](../quickstarts/get-answer-from-knowledge-base-using-url-tool.md) with Postman or cURL.
+The **Publish** page also provides information to [generate an answer](../quickstarts/get-answer-from-knowledge-base-using-url-tool.md) with the [Visual Studio Code REST Client extension](https://marketplace.visualstudio.com/items?itemName=humao.rest-client) or cURL.
 
 > [!div class="nextstepaction"]
 > [Get analytics on your knowledge base](../how-to/get-analytics-knowledge-base.md)

articles/ai-services/qnamaker/Quickstarts/add-question-metadata-portal.md

@@ -111,4 +111,4 @@ If you are not continuing to the next quickstart, delete the QnA Maker and Bot f
 ## Next steps
 
 > [!div class="nextstepaction"]
-> [Get answer with Postman or cURL](get-answer-from-knowledge-base-using-url-tool.md)
+> [Get answer with the Visual Studio Code REST Client extension or cURL](get-answer-from-knowledge-base-using-url-tool.md)

articles/ai-services/qnamaker/Quickstarts/get-answer-from-knowledge-base-using-url-tool.md

@@ -1,7 +1,7 @@
 ---
 title: Use URL tool to get answer from knowledge base - QnA Maker
 titleSuffix: Azure AI services
-description: This article walks you through getting an answer from your knowledge base using a URL test tool such as cURL or Postman.
+description: This article walks you through getting an answer from your knowledge base using a URL test tool such as cURL or the Visual Studio Code REST Client extension..
 #services: cognitive-services
 manager: nitinme
 ms.author: jboback
@@ -29,9 +29,9 @@ ms.date: 01/19/2024
 
 ::: zone-end
 
-::: zone pivot="url-test-tool-postman"
+::: zone pivot="url-test-tool-visual-studio-code-rest-client-extension"
 
-[!INCLUDE [Get answer using Postman](../includes/quickstart-test-tool-Postman.md)]
+[!INCLUDE [Get answer using the Visual Studio Code REST Client extension](../includes/quickstart-test-tool-vscode.md)]
 
 ::: zone-end