Merge branch 'main' of https://github.com/MicrosoftDocs/azure-docs-pr into WI227197-support-mysql

Author: ElazarK

.openpublishing.redirection.container-service.json

@@ -1,5 +1,10 @@
 {
     "redirections": [
+        {
+            "source_path_from_root": "/articles/container-service/container-registry-auth-aci.md",
+            "redirect_url": "/azure/container-service/container-registry-authentication",
+            "redirect_document_id": false
+        },
         {
             "source_path_from_root": "/articles/container-service/dcos-swarm/container-service-application-specific-marathon.md",
             "redirect_url": "/previous-versions/azure/container-service/dcos-swarm/container-service-application-specific-marathon",

.openpublishing.redirection.json

@@ -3909,6 +3909,11 @@
             "redirect_url": "/azure/batch/monitor-batch",
             "redirect_document_id": false
         },
+        {
+            "source_path_from_root": "/articles/container-registry/container-registry-auth-aci.md",
+            "redirect_url": "/azure/container-registry/container-registry-authentication",
+            "redirect_document_id": false
+        },
         {
             "source_path_from_root": "/articles/event-hubs/move-cluster-across-regions.md",
             "redirect_url": "/azure/operational-excellence/relocation-event-hub-cluster",
@@ -3923,6 +3928,27 @@
             "source_path_from_root": "/articles/defender-for-iot/organizations/update-legacy-ot-software.md",
             "redirect_url": "/azure/defender-for-iot/organizations/update-ot-software?tabs=portal",
             "redirect_document_id": false
+        },
+        {
+            "source_path_from_root":"/articles/virtual-network-manager/concept-user-defined-route-management.md",
+            "redirect_url":"/azure/virtual-network-manager/overview",
+            "redirect_document_id":false
+
+        },
+        {
+            "source_path_from_root":"/articles/virtual-network-manager/how-to-create-user-defined-routes.md",
+            "redirect_url":"/azure/virtual-network-manager/overview",
+            "redirect_document_id":false
+        },
+        {
+            "source_path_from_root":"/articles/virtual-network-manager/how-to-create-security-admin-rule-network-groups.md",
+            "redirect_url":"/azure/virtual-network-manager/overview",
+            "redirect_document_id":false
+        },
+        {
+            "source_path_from_root":"/articles/virtual-network-manager/concept-security-admin-rules-network-groups.md",
+            "redirect_url":"/azure/virtual-network-manager/overview",
+            "redirect_document_id":false 
         }
     ]
 }

articles/ai-services/openai/toc.yml

@@ -70,10 +70,6 @@ items:
       displayName: PTU, provisioned, provisioned throughput units
     - name: System message templates
       href: ./concepts/system-message.md
-    - name: Using your data - text
-      href: ./concepts/use-your-data.md
-    - name: Using your data - image (preview)
-      href: ./concepts/use-your-image-data.md
     - name: Legacy models
       href: ./concepts/legacy-models.md
 - name: How-to 
@@ -133,6 +129,16 @@ items:
       - name: Function calling
         href: ./how-to/fine-tuning-functions.md
         displayName: fine-tuning, finetuning
+  - name: Use your data
+    items:
+      - name: Text data
+        href: ./concepts/use-your-data.md
+      - name: Image data (preview)
+        href: ./concepts/use-your-image-data.md
+      - name: Use Azure OpenAI On Your Data securely
+        href: ./how-to/use-your-data-securely.md
+      - name: Deploy and use web apps
+        href: ./how-to/use-web-app.md
   - name: Migrate to OpenAI Python v1.x
     href: ./how-to/migration.md
   - name: Models
@@ -201,14 +207,27 @@ items:
   items:
     - name: Assistants API Reference
       items:
-       - name: Assistants
-         href: ./assistants-reference.md
-       - name: Threads
-         href: ./assistants-reference-threads.md
-       - name: Messages
-         href: ./assistants-reference-messages.md
-       - name: Runs
-         href: ./assistants-reference-runs.md     
+        - name: Python/REST
+          items:
+          - name: Assistants
+            href: ./assistants-reference.md
+          - name: Threads
+            href: ./assistants-reference-threads.md
+          - name: Messages
+            href: ./assistants-reference-messages.md
+          - name: Runs
+            href: ./assistants-reference-runs.md 
+        - name: SDK 
+          items:
+          - name: C#
+            href: /dotnet/api/overview/azure/ai.openai.assistants-readme?context=/azure/ai-services/openai/context/context
+          - name: Go
+            href: https://pkg.go.dev/github.com/Azure/azure-sdk-for-go/sdk/ai/azopenai
+          - name: Java
+            href: /java/api/overview/azure/ai-openai-assistants-readme?context=/azure/ai-services/openai/context/context
+          - name: JavaScript
+            href: /javascript/api/overview/azure/openai-assistants-readme?context=/azure/ai-services/openai/context/context
+          
     - name: Azure OpenAI On Your Data API Reference
       items:
         - name: Azure OpenAI On Your Data

articles/ai-services/openai/whats-new.md

@@ -10,12 +10,24 @@ ms.custom:
   - ignite-2023
   - references_regions
 ms.topic: whats-new
-ms.date: 03/12/2024
+ms.date: 04/02/2024
 recommendations: false
 ---
 
 # What's new in Azure OpenAI Service
 
+## April 2024
+
+### Fine-tuning is now supported in East US 2
+
+Fine-tuning is now available in East US 2 with support for:
+
+- `gpt-35-turbo` (0613)
+- `gpt-35-turbo` (1106)
+- `gpt-35-turbo` (0125)
+
+Check the [models page](concepts/models.md#fine-tuning-models), for the latest information on model availability and fine-tuning support in each region.  
+
 ## March 2024
 
 ### Risks & Safety monitoring in Azure OpenAI Studio

articles/ai-services/speech-service/get-started-stt-diarization.md

@@ -14,7 +14,7 @@ keywords: speech to text, speech to text software
 #customer intent: As a developer, I want to create speech to text applications that use diarization to improve readability of multiple person conversations.
 ---
 
-# Quickstart: Create real-time diarization (Preview)
+# Quickstart: Create real-time diarization
 
 ::: zone pivot="programming-language-csharp"
 [!INCLUDE [C# include](includes/quickstarts/stt-diarization/csharp.md)]

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/cpp.md

@@ -142,9 +142,6 @@ Follow these steps to create a console application and install the Speech SDK.
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. [Build and run](/cpp/build/vscpp-step-2-build) your application to start conversation transcription:

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/csharp.md

@@ -121,9 +121,6 @@ Follow these steps to create a console application and install the Speech SDK.
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. Run your console application to start conversation transcription:

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/intro.md

@@ -8,9 +8,6 @@ ms.author: eur
 
 In this quickstart, you run an application for speech to text transcription with real-time diarization. Diarization distinguishes between the different speakers who participate in the conversation. The Speech service provides information about which speaker was speaking a particular part of transcribed speech. 
 
-> [!NOTE]
-> Real-time diarization is currently in public preview.
-
 The speaker information is included in the result in the speaker ID field. The speaker ID is a generic identifier assigned to each conversation participant by the service during the recognition as different speakers are being identified from the provided audio content.
 
 > [!TIP]

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/java.md

@@ -148,9 +148,6 @@ Follow these steps to create a console application for conversation transcriptio
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. Run your new console application to start conversation transcription:

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/javascript.md

@@ -93,9 +93,6 @@ Follow these steps to create a new console application for conversation transcri
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. Run your new console application to start speech recognition from a file: