Merge pull request #7470 from MicrosoftDocs/main

Auto Publish – main to live - 2025-10-03 22:05 UTC

Author: TimShererWithAquent

articles/ai-foundry/how-to/develop/cloud-evaluation.md

@@ -243,6 +243,18 @@ print("Versioned evaluator id:", registered_evaluator.id)
 
 After you log your custom evaluator to your Azure AI project, you can view it in your [Evaluator library](../evaluate-generative-ai-app.md#view-and-manage-the-evaluators-in-the-evaluator-library) under the **Evaluation** tab of your Azure AI project.
 
+### Troubleshooting: Job Stuck in Running State
+
+If your evaluation job remains in the **Running** state for an extended period when using Azure AI Foundry Project or Hub, this may be because the Azure OpenAI model you selected does not have enough capacity.
+
+**Resolution**
+
+Cancel the current evaluation job.
+
+Increase the model capacity to handle larger input data.
+
+Re-run the evaluation.
+
 ## Related content
 
 - [Evaluate your generative AI applications locally](./evaluate-sdk.md)

articles/ai-foundry/openai/includes/language-overview/python.md

@@ -32,6 +32,29 @@ pip install openai --upgrade
 
 ## Authentication
 
+# [Microsoft Entra ID](#tab/python-secure)
+
+```python
+from openai import OpenAI
+from azure.identity import DefaultAzureCredential, get_bearer_token_provider
+
+token_provider = get_bearer_token_provider(
+    DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default"
+)
+
+client = OpenAI(  
+  base_url = "https://YOUR-RESOURCE-NAME.openai.azure.com/openai/v1/",  
+  api_key = token_provider  
+)
+
+response = client.responses.create(
+    model="gpt-4.1-nano",
+    input= "This is a test" 
+)
+
+print(response.model_dump_json(indent=2))
+```
+
 # [API Key](#tab/python-key)
 
 [!INCLUDE [Azure key vault](~/reusable-content/ce-skilling/azure/includes/ai-services/security/azure-key-vault.md)]
@@ -48,10 +71,6 @@ client = OpenAI(
 ```
 
 
-# [Microsoft Entra ID](#tab/python-secure)
-
-v1 support for Entra ID authentication is coming soon. To learn more, see the [API version lifecycle guide](../../api-version-lifecycle.md).
-
 ---
 
 ## Chat