PEFT How to use scottshan/story with PEFT:
from peft import PeftModel
from transformers import AutoModelForCausalLM
base_model = AutoModelForCausalLM.from_pretrained("google/gemma-3-1b-pt")
model = PeftModel.from_pretrained(base_model, "scottshan/story") 
