src/core/embeddings.py

from langchain_huggingface import HuggingFaceEmbeddings
from src.config.config import (
    EMBEDDING_MODEL,
    EMBEDDING_DEVICE,
    NORMALIZE_EMBEDDINGS
)

def load_embeddings():
    try:
        return HuggingFaceEmbeddings(
            model_name=EMBEDDING_MODEL,
            model_kwargs={"device": EMBEDDING_DEVICE},
            encode_kwargs={"normalize_embeddings": NORMALIZE_EMBEDDINGS}
        )
    except Exception as e:
        raise RuntimeError(f"Failed to load embeddings: {e}")