Merge pull request #3528 from msakande/deepseek-redirect-file

Update Foundry TOC and redirect file

Author: JillGrant615

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/model-inference/concepts/models.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/toc.yml

@@ -28,6 +28,8 @@ items:
         - name: "Part 3: Evaluate the chat app"
           href: tutorials/copilot-sdk-evaluate.md
           displayName: code,sdk
+    - name: Get started with DeepSeek-R1 reasoning model
+      href: model-inference/tutorials/get-started-deepseek-r1.md?context=/azure/ai-foundry/context/context
     - name: Deploy an enterprise chat web app
       href: tutorials/deploy-chat-web-app.md
     - name: Build a RAG solution using Azure AI Search
@@ -68,6 +70,8 @@ items:
       items:
       - name: What is Azure AI model inference?
         href: ../ai-foundry/model-inference/overview.md?context=/azure/ai-foundry/context/context
+      - name: Deployment types for Azure AI model inference
+        href: ../ai-foundry/model-inference/concepts/deployment-types.md?context=/azure/ai-foundry/context/context
       - name: Add and configure models
         href: ../ai-foundry/model-inference/how-to/create-model-deployments.md?context=/azure/ai-foundry/context/context
       - name: Featured models supported in Azure AI model inference