PEFT How to use xinli80/mymodel with PEFT:
from peft import PeftModel
from transformers import AutoModelForCausalLM
base_model = AutoModelForCausalLM.from_pretrained("decapoda-research/llama-7b-hf")
model = PeftModel.from_pretrained(base_model, "xinli80/mymodel") 
