scripts/summarizer.py

from langchain.chains.summarize import load_summarize_chain
from langchain_openai import ChatOpenAI

def get_summarizer():
    llm = ChatOpenAI(model_name="gpt-4o-mini", temperature=0)
    chain = load_summarize_chain(llm, chain_type="map_reduce")
    return chain