> ## Documentation Index
> Fetch the complete documentation index at: https://docs.praison.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Azure OpenAI Embeddings

> Generate embeddings using Azure OpenAI Service

## Overview

Azure OpenAI provides enterprise-grade embedding models with Azure's security and compliance features.

## Quick Start

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
from praisonaiagents import embedding

result = embedding(
    input="Hello world",
    model="azure/text-embedding-ada-002"
)
print(f"Dimensions: {len(result.embeddings[0])}")
```

## CLI Usage

```bash theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
praisonai embed "Hello world" --model azure/text-embedding-ada-002
```

## Setup

```bash theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
export AZURE_API_KEY="your-azure-api-key"
export AZURE_API_BASE="https://your-resource.openai.azure.com"
export AZURE_API_VERSION="2024-02-01"
```

## Available Models

| Model                          | Dimensions | Max Tokens |
| ------------------------------ | ---------- | ---------- |
| `azure/text-embedding-ada-002` | 1536       | 8191       |
| `azure/text-embedding-3-small` | 1536       | 8191       |
| `azure/text-embedding-3-large` | 3072       | 8191       |

## With Deployment Name

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
from praisonaiagents import embedding

result = embedding(
    input="Hello world",
    model="azure/my-embedding-deployment",
    api_base="https://my-resource.openai.azure.com",
    api_key="your-key"
)
```

## Batch Embeddings

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
from praisonaiagents import embedding

texts = ["Document 1", "Document 2", "Document 3"]
result = embedding(
    input=texts,
    model="azure/text-embedding-ada-002"
)
print(f"Generated {len(result.embeddings)} embeddings")
```

## Azure AD Authentication

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
from praisonaiagents import embedding
from azure.identity import DefaultAzureCredential

credential = DefaultAzureCredential()
token = credential.get_token("https://cognitiveservices.azure.com/.default")

result = embedding(
    input="Hello world",
    model="azure/text-embedding-ada-002",
    api_key=token.token
)
```

## Related

* [Embedding Providers Overview](/docs/embeddings/index)
* [OpenAI Embeddings](/docs/embeddings/providers/openai)