Files
agent_jrxml/backend/embeddings.py
T

27 lines
868 B
Python
Raw Normal View History

"""嵌入模型工厂:支持本地 sentence-transformers 和云端 API。"""
import os
from dotenv import load_dotenv
load_dotenv()
def get_embeddings():
backend = os.getenv("EMBED_BACKEND", "local")
if backend == "cloud":
from langchain_openai import OpenAIEmbeddings
return OpenAIEmbeddings(
model=os.getenv("EMBED_CLOUD_MODEL", "text-embedding-3-small"),
api_key=os.getenv("OPENAI_API_KEY"),
base_url=os.getenv("OPENAI_BASE_URL", "https://api.openai.com/v1"),
)
else:
try:
from langchain_huggingface import HuggingFaceEmbeddings
except ImportError:
from langchain_community.embeddings import HuggingFaceEmbeddings
model = os.getenv("LOCAL_EMBED_MODEL", "Qwen/Qwen3-Embedding-0.6B")
return HuggingFaceEmbeddings(model_name=model)