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supersonic/chat/python/instances/text2vec.py

24 lines
644 B
Python

# -*- coding:utf-8 -*-
from typing import List
from chromadb.api.types import Documents, EmbeddingFunction, Embeddings
from langchain.embeddings import HuggingFaceEmbeddings
from config.config_parse import HF_TEXT2VEC_MODEL_NAME
hg_embedding = HuggingFaceEmbeddings(model_name=HF_TEXT2VEC_MODEL_NAME)
class Text2VecEmbeddingFunction(EmbeddingFunction):
def __call__(self, texts: Documents) -> Embeddings:
embeddings = hg_embedding.embed_documents(texts)
return embeddings
def get_embeddings(documents: List[str]) -> List[List[float]]:
embeddings = hg_embedding.embed_documents(documents)
return embeddings