Merge pull request #3535 from MicrosoftDocs/main

3/13/2025 PM Publish

Author: Taojunshen

articles/ai-foundry/.openpublishing.redirection.ai-studio.json

@@ -127,7 +127,7 @@
           },
           {
             "source_path_from_root": "/articles/ai-foundry/how-to/deploy-models-deepseek.md",
-            "redirect_url": "/azure/ai-foundry/concepts/models-featured#deepseek",
+            "redirect_url": "/azure/ai-foundry/model-inference/tutorials/get-started-deepseek-r1?context=%2Fazure%2Fai-foundry%2Fcontext%2Fcontext",
             "redirect_document_id": false
           },
           {

articles/ai-foundry/concepts/models-featured.md

@@ -156,6 +156,7 @@ DeepSeek family of models includes DeepSeek-R1, which excels at reasoning tasks
 | [DeepSeek-V3](https://ai.azure.com/explore/models/deepseek-v3/version/1/registry/azureml-deepseek) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (131,072 tokens) <br /> - **Output:**  (131,072 tokens) <br />  - **Tool calling:** No <br /> - **Response formats:** Text, JSON |
 | [DeepSeek-R1](https://ai.azure.com/explore/models/deepseek-r1/version/1/registry/azureml-deepseek) | [chat-completion with reasoning content](../model-inference/how-to/use-chat-reasoning.md?context=/azure/ai-foundry/context/context) | - **Input:** text (16,384 tokens) <br /> - **Output:**  (163,840 tokens) <br />  - **Tool calling:** No <br /> - **Response formats:** Text. |
 
+For a tutorial on DeepSeek-R1, see [Tutorial: Get started with DeepSeek-R1 reasoning model in Azure AI model inference](../model-inference/tutorials/get-started-deepseek-r1.md?context=/azure/ai-foundry/context/context).
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=deepseek).
 

articles/ai-foundry/how-to/fine-tune-serverless.md

@@ -74,7 +74,7 @@ Llama 3.1 405B Instruct  | [Microsoft Managed countries/regions](/partner-center
 
 | Model | Offer Availability Region  | Hub/Project Region for Deployment  | Hub/Project Region for Fine tuning  |
 |---------|---------|---------|---------|
-Phi-4 <br>  Phi-4-mini-instruct <br>  Phi-4-multimodal-instruct    | Not applicable | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3  | Not available       |
+Phi-4 <br>  Phi-4-mini-instruct <br>  Phi-4-multimodal-instruct    | Not applicable | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3  | East US 2      |
 Phi-3.5-vision-Instruct     | Not applicable | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3  | Not available       |
 Phi-3.5-MoE-Instruct     | Not applicable | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3  | East US 2       |
 Phi-3.5-Mini-Instruct     | Not applicable | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3  | East US 2      |
@@ -105,7 +105,7 @@ TimeGEN-1  | [Microsoft Managed countries/regions](/partner-center/marketplace/t
 
 | Model | Offer Availability Region  | Hub/Project Region for Deployment  | Hub/Project Region for Fine tuning  |
 |---------|---------|---------|---------|
-tsuzumi-7b    | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US 2 <br> South Central US <br> East US <br> West US 3 <br> West US <br> North Central US       |  Not available       |
+tsuzumi-7b    | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US 2 <br> South Central US <br> East US <br> West US 3 <br> West US <br> North Central US       |  East US 2      |
 
 
 ### Stability AI models

articles/ai-foundry/includes/region-availability-maas.md

@@ -112,6 +112,8 @@ DeepSeek family of models include DeepSeek-R1, which excels at reasoning tasks u
 | [DeekSeek-R1](https://ai.azure.com/explore/models/deepseek-r1/version/1/registry/azureml-deepseek) | chat-completion <br /> [(with reasoning content)](../how-to/use-chat-reasoning.md) | Global standard | - **Input:** text (16,384 tokens) <br /> - **Output:**  (163,840 tokens) <br /> - **Languages:** `en` and `zh` <br />  - **Tool calling:** No <br /> - **Response formats:** Text. |
 | [DeekSeek-V3](https://ai.azure.com/explore/models/deepseek-v3/version/1/registry/azureml-deepseek) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (131,072 tokens) <br /> - **Languages:** `en` and `zh` <br />  - **Tool calling:** No <br /> - **Response formats:** Text, JSON |
 
+For a tutorial on DeepSeek-R1, see [Tutorial: Get started with DeepSeek-R1 reasoning model in Azure AI model inference](../tutorials/get-started-deepseek-r1.md).
+
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=deepseek).
 
 ### Meta

articles/ai-foundry/media/how-to/fine-tune/fine-tune-serverless/fine-tune-details.png

@@ -12,3 +12,13 @@ author: santiagxf
   ```bash
   npm install @azure-rest/ai-inference
   ```
+
+* Import the following modules:
+
+    ```javascript
+    import ModelClient, { isUnexpected } from "@azure-rest/ai-inference";
+    import { AzureKeyCredential } from "@azure/core-auth";
+    import { DefaultAzureCredential } from "@azure/identity";
+    import { createRestError } from "@azure-rest/core-client";
+    ```
+