update

Author: mrbullwinkle

articles/ai-services/openai/api-version-deprecation.md

@@ -37,7 +37,7 @@ This version contains support for the latest Azure OpenAI features including:
 - [Assistants API](./assistants-reference.md). [**Added in 2024-02-15-preview**]
 - [Text to speech](./text-to-speech-quickstart.md). [**Added in 2024-02-15-preview**]
 - [DALL-E 3](./dall-e-quickstart.md). [**Added in 2023-12-01-preview**]
-- [Fine-tuning](./how-to/fine-tuning.md) `gpt-35-turbo`, `babbage-002`, and `davinci-002` models.[**Added in 2023-10-01-preview**]
+- [Fine-tuning](./how-to/fine-tuning.md). [**Added in 2023-10-01-preview**]
 - [Whisper](./whisper-quickstart.md). [**Added in 2023-09-01-preview**]
 - [Function calling](./how-to/function-calling.md)  [**Added in 2023-07-01-preview**]
 - [Retrieval augmented generation with your data feature](./use-your-data-quickstart.md).  [**Added in 2023-06-01-preview**]

articles/ai-services/openai/how-to/dall-e.md

@@ -21,26 +21,14 @@ OpenAI's DALL-E models generate images based on user-provided text prompts. This
 
 ## Prerequisites
 
-#### [DALL-E 3](#tab/dalle3)
-
 - An Azure subscription. You can [create one for free](https://azure.microsoft.com/pricing/purchase-options/azure-account?icid=ai-services).
 - An Azure OpenAI resource created in a supported region. See [Region availability](/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability).
 - - Deploy a *dall-e-3* model with your Azure OpenAI resource.
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-- An Azure subscription. You can [create one for free](https://azure.microsoft.com/pricing/purchase-options/azure-account?icid=ai-services).
-- An Azure OpenAI resource created in a supported region. See [Region availability](/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability). For more information, see [Create and deploy an Azure OpenAI Service resource](../how-to/create-resource.md).
-
----
-
 ## Call the Image Generation APIs
 
 The following command shows the most basic way to use DALL-E with code. If this is your first time using these models programmatically, we recommend starting with the [DALL-E quickstart](/azure/ai-services/openai/dall-e-quickstart).
 
-
-#### [DALL-E 3](#tab/dalle3)
-
 Send a POST request to:
 
 ```
@@ -70,72 +58,10 @@ The following is a sample request body. You specify a number of options, defined
 }
 ```
 
-
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-Image generation with DALL-E 2 is asynchronous and requires two API calls.
-
-First, send a POST request to:
-
-```
-https://<your_resource_name>.openai.azure.com/openai/images/generations:submit?api-version=<api_version>
-```
-
-**Replace the following placeholders**:
-- `<your_resource_name>` is the name of your Azure OpenAI resource.
-- `<api_version>` is the version of the API you want to use. For example, `2023-06-01-preview`.
-
-**Required headers**:
-- `Content-Type`: `application/json`
-- `api-key`: `<your_API_key>`
-
-**Body**:
-
-The following is a sample request body. You specify a number of options, defined in later sections.
-
-```json
-{
-    "prompt": "a multi-colored umbrella on the beach, disposable camera",  
-    "size": "1024x1024",
-    "n": 1
-}
-```
-
-The operation returns a `202` status code and a JSON object containing the ID and status of the operation
-
-```json
-{
-  "id": "3d3d3d3d-4444-eeee-5555-6f6f6f6f6f6f",
-  "status": "notRunning"
-}
-```
-
-To retrieve the image generation results, make a GET request to:
-
-```
-GET https://<your_resource_name>.openai.azure.com/openai/operations/images/<operation_id>?api-version=<api_version>
-```
-
-**Replace the following placeholders**:
-- `<your_resource_name>` is the name of your Azure OpenAI resource.
-- `<operation_id>` is the ID of the operation returned in the previous step.
-- `<api_version>` is the version of the API you want to use. For example, `2023-06-01-preview`.
-
-**Required headers**:
-- `Content-Type`: `application/json`
-- `api-key`: `<your_API_key>`
-
-The response from this API call contains your generated image.
-
----
-
-
 ## Output
 
 The output from a successful image generation API call looks like the following example. The `url` field contains a URL where you can download the generated image. The URL stays active for 24 hours.
 
-#### [DALL-E 3](#tab/dalle3)
-
 ```json
 { 
     "created": 1698116662, 
@@ -148,37 +74,12 @@ The output from a successful image generation API call looks like the following
 } 
 ```
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-```json
-{
-    "created": 1685130482,
-    "expires": 1685216887,
-    "id": "<operation_id>",
-    "result":
-    {
-        "data":
-        [
-            {
-                "url": "<URL_to_generated_image>"
-            }
-        ]
-    },
-    "status": "succeeded"
-}
-```
-
----
-
-
 ### API call rejection
 
 Prompts and images are filtered based on our content policy, returning an error when a prompt or image is flagged.
 
 If your prompt is flagged, the `error.code` value in the message is set to `contentFilter`. Here's an example:
 
-#### [DALL-E 3](#tab/dalle3)
-
 ```json
 {
     "created": 1698435368,
@@ -190,26 +91,6 @@ If your prompt is flagged, the `error.code` value in the message is set to `cont
 }
 ```
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-```json
-{
-   "created": 1589478378,
-   "error": {
-       "code": "contentFilter",
-       "message": "Your task failed as a result of our safety system."
-   },
-   "id": "4e4e4e4e-5555-ffff-6666-7a7a7a7a7a7a",
-   "status": "failed"
-}
-```
-
----
-
-It's also possible that the generated image itself is filtered. In this case, the error message is set to *Generated image was filtered as a result of our safety system*. Here's an example:
-
-#### [DALL-E 3](#tab/dalle3)
-
 ```json
 {
     "created": 1698435368,
@@ -221,31 +102,6 @@ It's also possible that the generated image itself is filtered. In this case, th
 }
 ```
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-```json
-{
-   "created": 1589478378,
-   "expires": 1589478399,
-   "id": "4e4e4e4e-5555-ffff-6666-7a7a7a7a7a7a",
-   "lastActionDateTime": 1589478378,
-   "data": [
-       {
-           "url": "<URL_TO_IMAGE>"
-       },
-       {
-           "error": {
-               "code": "contentFilter",
-               "message": "Generated image was filtered as a result of our safety system."
-           }
-       }
-   ],
-   "status": "succeeded"
-}
-```
-
----
-
 ## Writing image prompts
 
 Your image prompts should describe the content you want to see in the image, and the visual style of image.
@@ -260,8 +116,6 @@ When writing prompts, consider that the image generation APIs come with a conten
 
 The following API body parameters are available for DALL-E image generation.
 
-#### [DALL-E 3](#tab/dalle3)
-
 ### Size
 
 Specify the size of the generated images. Must be one of `1024x1024`, `1792x1024`, or `1024x1792` for DALL-E 3 models. Square images are faster to generate.
@@ -288,18 +142,6 @@ With DALL-E 3, you can't generate more than one image in a single API call: the
 
 The format in which the generated images are returned. Must be one of `url` (a URL pointing to the image) or `b64_json` (the base 64-byte code in JSON format). The default is `url`.
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-### Size
-
-Specify the size of the generated images. Must be one of `256x256`, `512x512`, or `1024x1024` for DALL-E 2 models.
-
-### Number
-
-Set the `n` parameter to an integer between 1 and 10 to generate multiple images at the same time using DALL-E 2. The images share an operation ID; you receive them all with the same retrieval API call.
-
----
-
 ## Related content
 
 * [What is Azure OpenAI Service?](../overview.md)

articles/ai-services/openai/includes/dall-e-python.md

@@ -17,22 +17,11 @@ Use this guide to get started generating images with the Azure OpenAI SDK for Py
 
 ## Prerequisites
 
-#### [DALL-E 3](#tab/dalle3)
-
 - An Azure subscription. <a href="https://azure.microsoft.com/free/ai-services" target="_blank">Create one for free</a>.
 - <a href="https://www.python.org/" target="_blank">Python 3.8 or later version</a>.
 - An Azure OpenAI resource created in a compatible region. See [Region availability](/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability).
 - Then, you need to deploy a `dalle3` model with your Azure resource. For more information, see [Create a resource and deploy a model with Azure OpenAI](../how-to/create-resource.md).
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-- An Azure subscription. <a href="https://azure.microsoft.com/free/ai-services" target="_blank">Create one for free</a>.
-- <a href="https://www.python.org/" target="_blank">Python 3.8 or later version</a>.
-- An Azure OpenAI resource created in a supported region (see [Region availability](/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability)). For more information, see [Create a resource and deploy a model with Azure OpenAI](../how-to/create-resource.md).
-
----
-
-
 ## Setup
 
 ### Retrieve key and endpoint
@@ -55,38 +44,22 @@ Go to your resource in the Azure portal. On the navigation pane, select **Keys a
 
 Open a command prompt and browse to your project folder. Install the OpenAI Python SDK by using the following command:
 
-#### [DALL-E 3](#tab/dalle3)
-
 ```bash
 pip install openai
 ```
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-> [!IMPORTANT]
-> The latest release of the [OpenAI Python library](https://pypi.org/project/openai/) does not currently support DALL-E 2 when used with Azure OpenAI. To access DALL-E 2 with Azure OpenAI use version `0.28.1`. Or, follow the [migration guide](/azure/ai-services/openai/how-to/migration?tabs=python%2Cdalle-fix) to use DALL-E 2 with OpenAI 1.x.
-
-```bash
-pip install openai==0.28.1
-```
----
-
 Install the following libraries as well:
-
 ```bash
 pip install requests
 pip install pillow 
 ```
 
-
 ## Generate images with DALL-E
 
 Create a new python file, _quickstart.py_. Open it in your preferred editor or IDE.
 
 Replace the contents of _quickstart.py_ with the following code. 
 
-#### [DALL-E 3](#tab/dalle3)
-
 ```python
 from openai import AzureOpenAI
 import os
@@ -133,54 +106,6 @@ image.show()
 1. Change the value of `prompt` to your preferred text.
 1. Change the value of `model` to the name of your deployed DALL-E 3 model.
 
-#### [DALL-E 2 (preview)](#tab/dalle2)
-
-```python
-import openai
-import os
-import requests
-from PIL import Image
-
-# Get endpoint and key from environment variables
-openai.api_base = os.environ['AZURE_OPENAI_ENDPOINT']
-openai.api_key = os.environ['AZURE_OPENAI_API_KEY']     
-
-# Assign the API version (DALL-E is currently supported for the 2023-06-01-preview API version only)
-openai.api_version = '2023-06-01-preview'
-openai.api_type = 'azure'
-
-# Create an image by using the image generation API
-generation_response = openai.Image.create(
-    prompt='A painting of a dog',    # Enter your prompt text here
-    size='1024x1024',
-    n=2
-)
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-    os.mkdir(image_dir)
-
-# Initialize the image path (note the filetype should be png)
-image_path = os.path.join(image_dir, 'generated_image.png')
-
-# Retrieve the generated image
-image_url = generation_response["data"][0]["url"]  # extract image URL from response
-generated_image = requests.get(image_url).content  # download the image
-with open(image_path, "wb") as image_file:
-    image_file.write(generated_image)
-
-# Display the image in the default image viewer
-image = Image.open(image_path)
-image.show()
-```
-1. Enter your endpoint URL and key in the appropriate fields. 
-1. Change the value of `prompt` to your preferred text.
-
----
-
 > [!IMPORTANT]
 > Remember to remove the key from your code when you're done, and never post your key publicly. For production, use a secure way of storing and accessing your credentials. For more information, see [Azure Key Vault](/azure/key-vault/general/overview).