embedding

AI Agent 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:

>>> 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

from praisonaiagents import embedding