from langchain.embeddings import HuggingFaceEmbeddings
import torch


def download_embeding():
    embedding = HuggingFaceEmbeddings(
        model_name="sentence-transformers/all-MiniLM-L6-v2",
        model_kwargs={"device": "cuda" if torch.cuda.is_available() else "cpu"}
    )
    return embedding