embedding.py

from langchain_huggingface import HuggingFaceEmbeddings

def load_embeddings():
    """
    Returns a HuggingFaceEmbeddings instance for Arabic.
    """
    embeddings = HuggingFaceEmbeddings(
        model_name="CAMeL-Lab/bert-base-arabic-camelbert-mix",
        model_kwargs={"trust_remote_code": True}
    )
    return embeddings