How to load the finetuned model in safetensors format(not in gguf)

[pradeepdev-1995]

I have finetuned the mistral base model with my data using LORA PEFT
Base model tried: mistralai/Mistral-7B-Instruct-v0.2
Finetuned merged model folder structure:

All model files are in safetensors format. not in gguf.
Now i tried to load the finetuned model with ctransformes

import ctransformers
from ctransformers import AutoModelForCausalLM
llm = AutoModelForCausalLM.from_pretrained("Directory Path",
                                           model_file="Model folder name",
                                           model_type="mistral",
                                           gpu_layers=1)

But it shows the given error

ValueError: Model file '<Model folder name>' not found in '<Directory Path>'