PEFT How to use gotzmann/v0.8.13-adapter with PEFT:
from peft import PeftModel
from transformers import AutoModelForCausalLM
base_model = AutoModelForCausalLM.from_pretrained("gotzmann/uni")
model = PeftModel.from_pretrained(base_model, "gotzmann/v0.8.13-adapter") 
