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

# embedding • AI Agent SDK

> Embedding module for PraisonAI Agents.

# embedding

<Badge color="blue">AI Agent</Badge>

Embedding module for PraisonAI Agents.

This module provides a unified embedding API that can be used throughout
the praisonaiagents package. It consolidates embedding functionality that
was previously duplicated in memory.py and knowledge.py.

Usage:

```python theme={"theme":{"light":"vitesse-light","dark":"vitesse-dark"}}
>>> from praisonaiagents import embedding
>>> result = embedding("Hello world")
>>> print(result.embeddings[0][:5])

>>> from praisonaiagents.embedding import embedding, EmbeddingResult
>>> result = embedding(["Hello", "World"])
>>> print(len(result))
2
```

The module uses lazy imports to avoid loading litellm until actually needed,
ensuring zero performance impact on import time.

## Import

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