PEFT How to use cohesionet/out with PEFT:
from peft import PeftModel
from transformers import AutoModelForCausalLM
base_model = AutoModelForCausalLM.from_pretrained("google/gemma-1.1-2b-it")
model = PeftModel.from_pretrained(base_model, "cohesionet/out") 
