from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel
import torch

base_model = "mistralai/Mistral-7B-v0.1"
model = AutoModelForCausalLM.from_pretrained(
    base_model,
    torch_dtype=torch.float16,
    device_map="auto"
)
model = PeftModel.from_pretrained(model, "your-username/mistral-finetuned-model")
tokenizer = AutoTokenizer.from_pretrained(base_model)