model.py

import os
from transformers import AutoTokenizer, AutoModelForTokenClassification, pipeline

HF_TOKEN = os.getenv("HF_TOKEN")
MODEL_ID = "TypicaAI/magbert-ner"

tokenizer = AutoTokenizer.from_pretrained(MODEL_ID, use_auth_token=HF_TOKEN)
model = AutoModelForTokenClassification.from_pretrained(MODEL_ID, use_auth_token=HF_TOKEN)

ner_pipeline = pipeline("ner", model=model, tokenizer=tokenizer, aggregation_strategy="first")