"""
LiteLLM RAG (Retrieval Augmented Generation) Module.

Provides an all-in-one API for document ingestion:
Upload -> (OCR) -> Chunk -> Embed -> Vector Store
"""

from litellm.rag.main import aingest, aquery, ingest, query

__all__ = ["aingest", "aquery", "ingest", "query"]


# Expose at litellm.rag level for convenience
async def arag_ingest(*args, **kwargs):
    """Alias for aingest."""
    return await aingest(*args, **kwargs)


def rag_ingest(*args, **kwargs):
    """Alias for ingest."""
    return ingest(*args, **kwargs)
