diff --git a/docs/my-website/docs/providers/azure_ai_img_edit.md b/docs/my-website/docs/providers/azure_ai_img_edit.md
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+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Azure AI Image Editing
+
+Azure AI provides powerful image editing capabilities using FLUX models from Black Forest Labs to modify existing images based on text descriptions.
+
+## Overview
+
+| Property | Details |
+|----------|---------|
+| Description | Azure AI Image Editing uses FLUX models to modify existing images based on text prompts. |
+| Provider Route on LiteLLM | `azure_ai/` |
+| Provider Doc | [Azure AI FLUX Models ↗](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/black-forest-labs-flux-1-kontext-pro-and-flux1-1-pro-now-available-in-azure-ai-f/4434659) |
+| Supported Operations | [`/images/edits`](#image-editing) |
+
+## Setup
+
+### API Key & Base URL & API Version
+
+```python showLineNumbers
+# Set your Azure AI API credentials
+import os
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint" # e.g., https://your-endpoint.eastus2.inference.ai.azure.com/
+os.environ["AZURE_AI_API_VERSION"] = "2025-04-01-preview" # Example API version
+```
+
+Get your API key and endpoint from [Azure AI Studio](https://ai.azure.com/).
+
+## Supported Models
+
+| Model Name | Description | Cost per Image |
+|------------|-------------|----------------|
+| `azure_ai/FLUX.1-Kontext-pro` | FLUX 1 Kontext Pro model with enhanced context understanding for editing | $0.04 |
+
+## Image Editing
+
+### Usage - LiteLLM Python SDK
+
+
+
+
+```python showLineNumbers title="Basic Image Editing"
+import os
+import base64
+from pathlib import Path
+
+import litellm
+
+# Set your API credentials
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+os.environ["AZURE_AI_API_VERSION"] = "2025-04-01-preview"
+
+# Edit an image with a prompt
+response = litellm.image_edit(
+ model="azure_ai/FLUX.1-Kontext-pro",
+ image=open("path/to/your/image.png", "rb"),
+ prompt="Add a winter theme with snow and cold colors",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"],
+ api_version=os.environ["AZURE_AI_API_VERSION"]
+)
+
+img_base64 = response.data[0].get("b64_json")
+img_bytes = base64.b64decode(img_base64)
+path = Path("edited_image.png")
+path.write_bytes(img_bytes)
+```
+
+
+
+
+
+```python showLineNumbers title="Async Image Editing"
+import os
+import base64
+from pathlib import Path
+
+import litellm
+import asyncio
+
+# Set your API credentials
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+os.environ["AZURE_AI_API_VERSION"] = "2025-04-01-preview"
+
+async def edit_image():
+ # Edit image asynchronously
+ response = await litellm.aimage_edit(
+ model="azure_ai/FLUX.1-Kontext-pro",
+ image=open("path/to/your/image.png", "rb"),
+ prompt="Make this image look like a watercolor painting",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"],
+ api_version=os.environ["AZURE_AI_API_VERSION"]
+ )
+ img_base64 = response.data[0].get("b64_json")
+ img_bytes = base64.b64decode(img_base64)
+ path = Path("async_edited_image.png")
+ path.write_bytes(img_bytes)
+
+# Run the async function
+asyncio.run(edit_image())
+```
+
+
+
+
+
+```python showLineNumbers title="Advanced Image Editing with Parameters"
+import os
+import base64
+from pathlib import Path
+
+import litellm
+
+# Set your API credentials
+os.environ["AZURE_AI_API_KEY"] = "your-api-key-here"
+os.environ["AZURE_AI_API_BASE"] = "your-azure-ai-endpoint"
+os.environ["AZURE_AI_API_VERSION"] = "2025-04-01-preview"
+
+# Edit image with additional parameters
+response = litellm.image_edit(
+ model="azure_ai/FLUX.1-Kontext-pro",
+ image=open("path/to/your/image.png", "rb"),
+ prompt="Add magical elements like floating crystals and mystical lighting",
+ api_base=os.environ["AZURE_AI_API_BASE"],
+ api_key=os.environ["AZURE_AI_API_KEY"],
+ api_version=os.environ["AZURE_AI_API_VERSION"],
+ n=1
+)
+img_base64 = response.data[0].get("b64_json")
+img_bytes = base64.b64decode(img_base64)
+path = Path("advanced_edited_image.png")
+path.write_bytes(img_bytes)
+```
+
+
+
+
+### Usage - LiteLLM Proxy Server
+
+#### 1. Configure your config.yaml
+
+```yaml showLineNumbers title="Azure AI Image Editing Configuration"
+model_list:
+ - model_name: azure-flux-kontext-edit
+ litellm_params:
+ model: azure_ai/FLUX.1-Kontext-pro
+ api_key: os.environ/AZURE_AI_API_KEY
+ api_base: os.environ/AZURE_AI_API_BASE
+ api_version: os.environ/AZURE_AI_API_VERSION
+ model_info:
+ mode: image_edit
+
+general_settings:
+ master_key: sk-1234
+```
+
+#### 2. Start LiteLLM Proxy Server
+
+```bash showLineNumbers title="Start LiteLLM Proxy Server"
+litellm --config /path/to/config.yaml
+
+# RUNNING on http://0.0.0.0:4000
+```
+
+#### 3. Make image editing requests with OpenAI Python SDK
+
+
+
+
+```python showLineNumbers title="Azure AI Image Editing via Proxy - OpenAI SDK"
+from openai import OpenAI
+
+# Initialize client with your proxy URL
+client = OpenAI(
+ base_url="http://localhost:4000", # Your proxy URL
+ api_key="sk-1234" # Your proxy API key
+)
+
+# Edit image with FLUX Kontext Pro
+response = client.images.edit(
+ model="azure-flux-kontext-edit",
+ image=open("path/to/your/image.png", "rb"),
+ prompt="Transform this image into a beautiful oil painting style",
+)
+
+img_base64 = response.data[0].b64_json
+img_bytes = base64.b64decode(img_base64)
+path = Path("proxy_edited_image.png")
+path.write_bytes(img_bytes)
+```
+
+
+
+
+
+```python showLineNumbers title="Azure AI Image Editing via Proxy - LiteLLM SDK"
+import litellm
+
+# Edit image through proxy
+response = litellm.image_edit(
+ model="litellm_proxy/azure-flux-kontext-edit",
+ image=open("path/to/your/image.png", "rb"),
+ prompt="Add a mystical forest background with magical creatures",
+ api_base="http://localhost:4000",
+ api_key="sk-1234"
+)
+
+img_base64 = response.data[0].b64_json
+img_bytes = base64.b64decode(img_base64)
+path = Path("proxy_edited_image.png")
+path.write_bytes(img_bytes)
+```
+
+
+
+
+
+```bash showLineNumbers title="Azure AI Image Editing via Proxy - cURL"
+curl --location 'http://localhost:4000/v1/images/edits' \
+--header 'Authorization: Bearer sk-1234' \
+--form 'model="azure-flux-kontext-edit"' \
+--form 'prompt="Convert this image to a vintage sepia tone with old-fashioned effects"' \
+--form 'image=@"path/to/your/image.png"'
+```
+
+
+
+
+## Supported Parameters
+
+Azure AI Image Editing supports the following OpenAI-compatible parameters:
+
+| Parameter | Type | Description | Default | Example |
+|-----------|------|-------------|---------|---------|
+| `image` | file | The image file to edit | Required | File object or binary data |
+| `prompt` | string | Text description of the desired changes | Required | `"Add snow and winter elements"` |
+| `model` | string | The FLUX model to use for editing | Required | `"azure_ai/FLUX.1-Kontext-pro"` |
+| `n` | integer | Number of edited images to generate (You can specify only 1) | `1` | `1` |
+| `api_base` | string | Your Azure AI endpoint URL | Required | `"https://your-endpoint.eastus2.inference.ai.azure.com/"` |
+| `api_key` | string | Your Azure AI API key | Required | Environment variable or direct value |
+| `api_version` | string | API version for Azure AI | Required | `"2025-04-01-preview"` |
+
+## Getting Started
+
+1. Create an account at [Azure AI Studio](https://ai.azure.com/)
+2. Deploy a FLUX model in your Azure AI Studio workspace
+3. Get your API key and endpoint from the deployment details
+4. Set your `AZURE_AI_API_KEY`, `AZURE_AI_API_BASE` and `AZURE_AI_API_VERSION` environment variables
+5. Prepare your source image
+6. Use `litellm.image_edit()` to modify your images with text instructions
+
+## Additional Resources
+
+- [Azure AI Studio Documentation](https://docs.microsoft.com/en-us/azure/ai-services/)
+- [FLUX Models Announcement](https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/black-forest-labs-flux-1-kontext-pro-and-flux1-1-pro-now-available-in-azure-ai-f/4434659)
\ No newline at end of file
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index fe6dbc2729..d7296e11ab 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -383,6 +383,7 @@ const sidebars = {
items: [
"providers/azure_ai",
"providers/azure_ai_img",
+ "providers/azure_ai_img_edit",
]
},
{