remove stability ai article from TOC and replace with table entry

Author: msakande

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

@@ -290,6 +290,11 @@
             "redirect_url": "/azure/ai-foundry/how-to/deploy-stability-models",
             "redirect_document_id": true
           },
+          {
+            "source_path_from_root": "/articles/ai-foundry/how-to/deploy-stability-models.md",
+            "redirect_url": "/azure/ai-foundry/concepts/models-featured#stability-ai",
+            "redirect_document_id": false
+          },          
           {
             "source_path_from_root": "/articles/ai-studio/how-to/disable-local-auth.md",
             "redirect_url": "/azure/ai-foundry/how-to/disable-local-auth",

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

@@ -15,7 +15,7 @@ ms.custom: references_regions, tool_generated
 
 # Featured models of Azure AI Foundry
 
-The Azure AI model catalog offers a large selection of models from a wide range of providers. You have various options for deploying models from the model catalog. This article lists featured models in the model catalog that can be deployed and hosted on Microsoft's servers via serverless APIs. For some of these models, you can also host them on your infrastructure for deployment via managed compute. See [Available models for supported deployment options](../how-to/model-catalog-overview.md#available-models-for-supported-deployment-options) for a list of models in the catalog that are available for deployment via managed compute or serverless API.
+The Azure AI model catalog offers a large selection of models from a wide range of providers. You have various options for deploying models from the model catalog. This article lists featured models in the model catalog that can be deployed and hosted on Microsoft's servers via serverless APIs. For some of these models, you can also host them on your infrastructure for deployment via managed compute. See [Available models for supported deployment options](../how-to/model-catalog-overview.md#available-models-for-supported-deployment-options) to find models in the catalog that are available for deployment via managed compute or serverless API.
 
 [!INCLUDE [models-preview](../includes/models-preview.md)]
 
@@ -333,9 +333,18 @@ The Stability AI collection of image generation models include Stable Image Core
 
 | Model  | Type | Capabilities |
 | ------ | ---- | ------------ |
-| [Stable Diffusion 3.5 Large](https://ai.azure.com/explore/models/Stable-Diffusion-3.5-Large/versions/1) | [Image Generation](../how-to/deploy-stability-models.md?context=/azure/ai-foundry/context/context) | - Input: text and image (1000 tokens and 1 image)  <br /> - Output: 1 Image  <br />  - **Tool calling:** No <br /> - Response formats: Image (PNG and JPG) |
-| [Stable Image Core](https://ai.azure.com/explore/models/Stable-Image-Core/versions/1) | [Image Generation](../how-to/deploy-stability-models.md?context=/azure/ai-foundry/context/context) | - Input: text (1000 tokens)  <br /> - Output: 1 Image  <br />  - **Tool calling:** No <br /> - Response formats: Image (PNG and JPG) |
-| [Stable Image Ultra](https://ai.azure.com/explore/models/Stable-Image-Ultra/versions/1) | [Image Generation](../how-to/deploy-stability-models.md?context=/azure/ai-foundry/context/context) | - Input: text (1000 tokens)  <br /> - Output: 1 Image  <br />  - **Tool calling:** No <br /> - Response formats: Image (PNG and JPG) |
+| [Stable Diffusion 3.5 Large](https://ai.azure.com/explore/models/Stable-Diffusion-3.5-Large/version/1/registry/azureml-stabilityai) | Image generation | - **Input:** text and image (1000 tokens and 1 image)  <br /> - **Output:** 1 Image  <br />  - **Tool calling:** No <br /> - **Response formats**: Image (PNG and JPG) |
+| [Stable Image Core](https://ai.azure.com/explore/models/Stable-Image-Core/version/1/registry/azureml-stabilityai) | Image generation | - **Input:** text (1000 tokens)  <br /> - **Output:** 1 Image  <br />  - **Tool calling:** No <br /> - **Response formats:** Image (PNG and JPG) |
+| [Stable Image Ultra](https://ai.azure.com/explore/models/Stable-Image-Ultra/version/1/registry/azureml-stabilityai) | Image generation | - **Input:** text (1000 tokens)  <br /> - **Output:** 1 Image  <br />  - **Tool calling:** No <br /> - **Response formats:** Image (PNG and JPG) |
+
+#### Inference examples: Stability AI
+
+For examples of how to use Stability AI models, see the following examples:
+
+- [Use OpenAI SDK with Stability AI models in Azure AI and Azure ML for Text to Image requests](https://github.com/Azure/azureml-examples/blob/main/sdk/python/foundation-models/stabilityai/Text_to_Image_openai_library.ipynb)
+- [Use Requests Library with Stability AI models in Azure AI and Azure ML for Text to Image requests](https://github.com/Azure/azureml-examples/blob/main/sdk/python/foundation-models/stabilityai/Text_to_Image_requests_library.ipynb)
+- [Use Requests Library with Stable Diffusion 3.5 Large in Azure AI and Azure ML for Image to Image requests](https://github.com/Azure/azureml-examples/blob/main/sdk/python/foundation-models/stabilityai/Image_to_Image.ipynb)
+- Example of a [fully encoded image generation response](https://github.com/Azure/azureml-examples/blob/main/sdk/python/foundation-models/stabilityai/Sample_image_generation_response.txt)
 
 
 

articles/ai-foundry/how-to/deploy-stability-models.md

@@ -116,8 +116,6 @@ items:
         href: how-to/deploy-models-gretel-navigator.md
       - name: Mistral-7B and Mixtral models
         href: how-to/deploy-models-mistral-open.md
-      - name: Stability AI models
-        href: ./how-to/deploy-stability-models.md
     - name: Work with embedding models
       items:
         - name: Work with text embedding models