PEFT How to use AmbikaSoni/qwen2.5-coder-1.5b-sql-lora with PEFT:
from peft import PeftModel
from transformers import AutoModelForCausalLM
base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-Coder-1.5B-Instruct")
model = PeftModel.from_pretrained(base_model, "AmbikaSoni/qwen2.5-coder-1.5b-sql-lora") 
