Merge branch 'main' of https://github.com/MicrosoftDocs/azure-docs-pr into wi229444-old-container-alerts

Author: ElazarK

.openpublishing.redirection.json

@@ -10956,6 +10956,14 @@
             "redirect_document_id": false
         },
         {
+
+            "source_path_from_root": "/articles/ddos-protection/ddos-disaster-recovery-guidance.md",
+            "redirect_url": "../reliability/reliability-ddos.md",
+            "redirect_document_id": false
+        },
+        {
+
+
             "source_path_from_root": "/articles/azure-functions/functions-monitor-log-analytics.md",
             "redirect_url": "/azure/azure-functions/monitor-functions",
             "redirect_document_id": false

articles/ai-services/language-service/key-phrase-extraction/includes/quickstarts/python-sdk.md

@@ -15,7 +15,7 @@ Use this quickstart to create a key phrase extraction application with the clien
 ## Prerequisites
 
 * Azure subscription - [Create one for free](https://azure.microsoft.com/free/cognitive-services)
-* [Python 3.7 or later](https://www.python.org/)
+* [Python 3.8 or later](https://www.python.org/)
 * Once you have your Azure subscription, <a href="https://portal.azure.com/#create/Microsoft.CognitiveServicesTextAnalytics"  title="Create a Language resource"  target="_blank">create a Language resource </a> in the Azure portal to get your key and endpoint. After it deploys, select **Go to resource**.
     * You will need the key and endpoint from the resource you create to connect your application to the API. You'll paste your key and endpoint into the code below later in the quickstart.
     * You can use the free pricing tier (`Free F0`) to try the service, and upgrade later to a paid tier for production.

articles/ai-services/language-service/language-detection/includes/quickstarts/python-sdk.md

@@ -17,7 +17,7 @@ Use this quickstart to create a language detection application with the client l
 ## Prerequisites
 
 * Azure subscription - [Create one for free](https://azure.microsoft.com/free/cognitive-services)
-* [Python 3.7 or later](https://www.python.org/)
+* [Python 3.8 or later](https://www.python.org/)
 * Once you have your Azure subscription, <a href="https://portal.azure.com/#create/Microsoft.CognitiveServicesTextAnalytics"  title="Create a Language resource"  target="_blank">create a Language resource </a> in the Azure portal to get your key and endpoint. After it deploys, select **Go to resource**.
     * You will need the key and endpoint from the resource you create to connect your application to the API. You'll paste your key and endpoint into the code below later in the quickstart.
     * You can use the free pricing tier (`Free F0`) to try the service, and upgrade later to a paid tier for production.

articles/ai-services/language-service/named-entity-recognition/includes/quickstarts/python-sdk.md

@@ -15,7 +15,7 @@ Use this quickstart to create a Named Entity Recognition (NER) application with
 ## Prerequisites
 
 * Azure subscription - [Create one for free](https://azure.microsoft.com/free/cognitive-services)
-* [Python 3.7 or later](https://www.python.org/)
+* [Python 3.8 or later](https://www.python.org/)
 * Once you have your Azure subscription, <a href="https://portal.azure.com/#create/Microsoft.CognitiveServicesTextAnalytics"  title="Create a Language resource"  target="_blank">create a Language resource </a> in the Azure portal to get your key and endpoint. After it deploys, select **Go to resource**.
     * You will need the key and endpoint from the resource you create to connect your application to the API. You'll paste your key and endpoint into the code below later in the quickstart.
     * You can use the free pricing tier (`Free F0`) to try the service, and upgrade later to a paid tier for production.

articles/ai-services/language-service/personally-identifiable-information/includes/quickstarts/python-sdk.md

@@ -16,7 +16,7 @@ Use this quickstart to create a Personally Identifiable Information (PII) detect
 ## Prerequisites
 
 * Azure subscription - [Create one for free](https://azure.microsoft.com/free/cognitive-services)
-* [Python 3.7 or later](https://www.python.org/)
+* [Python 3.8 or later](https://www.python.org/)
 * Once you have your Azure subscription, <a href="https://portal.azure.com/#create/Microsoft.CognitiveServicesTextAnalytics"  title="Create a Language resource"  target="_blank">create a Language resource </a> in the Azure portal to get your key and endpoint. After it deploys, select **Go to resource**.
     * You'll need the key and endpoint from the resource you create to connect your application to the API. You'll paste your key and endpoint into the code below later in the quickstart.
     * You can use the free pricing tier (`Free F0`) to try the service, and upgrade later to a paid tier for production.

articles/ai-services/language-service/text-analytics-for-health/includes/quickstarts/python-sdk.md

@@ -15,7 +15,7 @@ Use this quickstart to create a Text Analytics for health application with the c
 ## Prerequisites
 
 * Azure subscription - [Create one for free](https://azure.microsoft.com/free/cognitive-services)
-* [Python 3.7 or later](https://www.python.org/)
+* [Python 3.8 or later](https://www.python.org/)
 * Once you have your Azure subscription, <a href="https://portal.azure.com/#create/Microsoft.CognitiveServicesTextAnalytics"  title="Create a Language resource"  target="_blank">create a Language resource </a> in the Azure portal to get your key and endpoint. After it deploys, select **Go to resource**.
     * You will need the key and endpoint from the resource you create to connect your application to the API. You'll paste your key and endpoint into the code below later in the quickstart.
     * You can use the free pricing tier (`Free F0`) to try the service (providing 5000 text records - 1000 characters each) and upgrade later to the `Standard S` pricing tier for production. You can also start with the `Standard S` pricing tier, receiving the same initial quota for free (5000 text records) before getting charged. For more information on pricing, visit [Language Service Pricing](https://azure.microsoft.com/pricing/details/cognitive-services/language-service/).

articles/ai-services/openai/concepts/model-retirements.md

@@ -59,7 +59,7 @@ These models are currently available for use in Azure OpenAI Service.
 | ---- | ---- | ---- |
 | `gpt-35-turbo` | 0301 | No earlier than June 13, 2024 |
 | `gpt-35-turbo`<br>`gpt-35-turbo-16k` | 0613 | No earlier than July 13, 2024 |
-| `gpt-35-turbo` | 1106 | No earlier than Nov 17, 2025 |
+| `gpt-35-turbo` | 1106 | No earlier than Nov 17, 2024 |
 | `gpt-35-turbo` | 0125 | No earlier than Feb 22, 2025 |
 | `gpt-4`<br>`gpt-4-32k` | 0314 | No earlier than July 13, 2024 |
 | `gpt-4`<br>`gpt-4-32k` | 0613 | No earlier than Sep 30, 2024 |

articles/ai-services/openai/concepts/models.md

@@ -4,7 +4,7 @@ titleSuffix: Azure OpenAI
 description: Learn about the different model capabilities that are available with Azure OpenAI.
 ms.service: azure-ai-openai
 ms.topic: conceptual
-ms.date: 03/12/2024
+ms.date: 03/14/2024
 ms.custom: references_regions, build-2023, build-2023-dataai, refefences_regions
 manager: nitinme
 author: mrbullwinkle #ChrisHMSFT
@@ -239,13 +239,18 @@ The following Embeddings models are available with [Azure Government](/azure/azu
 
 For Assistants you need a combination of a supported model, and a supported region. Certain tools and capabilities require the latest models. For example [parallel function](../how-to/assistant-functions.md) calling requires the latest 1106 models.
 
+| Region | `gpt-35-turbo (0613)` | `gpt-35-turbo (1106)` | `gpt-4 (0613)` | `gpt-4 (1106)` | `gpt-4 (0125)` | 
+|-----|---|---|---|---|---|
+| Australia East | ✅ | ✅ | ✅ |✅ | |
+| East US 2 | ✅ | | ✅ |✅ | |
+| Sweden Central | ✅ |✅ |✅ |✅| |
 
-| Region | `gpt-35-turbo (0613)` | `gpt-35-turbo (1106)` | `gpt-4 (0613)` | `gpt-4 (1106)` | 
-|-----|---|---|---|---|
-| Australia East | ✅ | ✅ | ✅ |✅ |
-| East US 2 | ✅ | ⬜| ✅ |✅ |
-| Sweden Central | ✅ |✅ |✅ |✅|
+Provisioned Throughput Unit (PTU) availability 
 
+| Region | `gpt-35-turbo (1106)` | `gpt-4 (1106)` | `gpt-4 (0125)` |  
+|-----|---|---|---|
+| East US 2 | | ✅ | ✅ |
+| Sweden Central | ✅ |✅ |✅ |
 
 ## Next steps
 

articles/ai-services/openai/concepts/provisioned-throughput.md

@@ -44,7 +44,7 @@ You need to speak with your Microsoft sales/account team to acquire provisioned
 
 ### Provisioned throughput units
 
-Provisioned throughput units (PTU) are units of model processing capacity that customers you can reserve and deploy for processing prompts and generating completions. The minimum PTU deployment, increments, and processing capacity associated with each unit varies by model type & version.
+Provisioned throughput units (PTU) are units of model processing capacity that you can reserve and deploy for processing prompts and generating completions. The minimum PTU deployment, increments, and processing capacity associated with each unit varies by model type & version.
 
 ### Deployment types
 

articles/ai-services/openai/concepts/use-your-data.md

@@ -383,40 +383,8 @@ You can send a streaming request using the `stream` parameter, allowing data to
 
 #### Conversation history for better results
 
-When you chat with a model, providing a history of the chat will help the model return higher quality results. 
+When you chat with a model, providing a history of the chat will help the model return higher quality results. You don't need to include the `context` property of the assistant messages in your API requests for better response quality. See [the API reference documentation](../references/on-your-data.md#examples) for examples.
 
-```json
-{
-    "dataSources": [
-        {
-            "type": "AzureCognitiveSearch",
-            "parameters": {
-                "endpoint": "'$AZURE_AI_SEARCH_ENDPOINT'",
-                "key": "'$AZURE_AI_SEARCH_API_KEY'",
-                "indexName": "'$AZURE_AI_SEARCH_INDEX'"
-            }
-        }
-    ],
-    "messages": [
-        {
-            "role": "user",
-            "content": "What are the differences between Azure Machine Learning and Azure AI services?"
-        },
-        {
-            "role": "tool",
-            "content": "{\"citations\": [{\"content\": \"title: Azure AI services and Machine Learning\\ntitleSuffix: Azure AI services\\ndescription: Learn where Azure AI services fits in with other Azure offerings for machine learning.\\nAzure AI services and machine learning\\nAzure AI services provides machine learning capabilities to solve general problems such as...\\n \"articles\\\\cognitive-services\\\\cognitive-services-and-machine-learning.md\", \"url\": null, \"metadata\": {\"chunking\": \"orignal document size=1018. Scores=0.32200050354003906 and 1.2880020141601562.Org Highlight count=115.\"}, \"chunk_id\": \"0\"}], \"intent\": \"[\\\"What are the differences between Azure Machine Learning and Azure AI services?\\\"]\"}"
-        },
-        {
-            "role": "assistant",
-            "content": " \nAzure Machine Learning is a product and service tailored for data scientists to build, train, and deploy machine learning models [doc1]..."
-        },
-        {
-            "role": "user",
-            "content": "How do I use Azure machine learning?"
-        }
-    ]
-}
-```
 
 ## Token usage estimation for Azure OpenAI On Your Data