Qwen/Qwen2.5-3B-Instruct · Incorrect path_or_model

Hello, i have problem with run model on my pc, I want run it in offline mode, but it write me error when i run it... it say:

"Incorrect path_or_model_id: 'D:/Qwen--Qwen2.5-3B-Instruct/.cache/models--Qwen--Qwen2.5-3B-Instruct/snapshots/aa8e72537993ba99e69dfaafaafaafa59ed015b17504d1'. Please provide either the path to a local folder or the repo_id of a model on the Hub."

I have downloaded model in this folder, but it doesn't see it, or I don't know why it return this error. My code is here:

try:
from transformers import AutoTokenizer, AutoModelForCausalLM

            Path(self.qwen_cache_dir).mkdir(parents=True, exist_ok=True)

            pretrained_net = "Qwen/Qwen2.5-3B-Instruct"
            pretrained = [self.qwen_model_path](D:/Qwen--Qwen2.5-3B-Instruct/.cache/models--Qwen--Qwen2.5-3B-Instruct/snapshots/aa8e72537993ba99e69dfaafaafaafa59ed015b17504d1)
            model_name = "Qwen/Qwen2.5-3B-Instruct"
            self.local_model = "Qwen/Qwen2.5-3B-Instruct"
            device_map = "auto"
            torch_dtype = torch.float16

            try:
                self.tokenizer = AutoTokenizer.from_pretrained(pretrained, local_files_only=True, cache_dir=self.qwen_cache_dir)
                print('Tokenizer run.')
                
            except Exception as e:  # noqa: E722
                print(f'{e}')
                return
            
            try:
                self.model = AutoModelForCausalLM.from_pretrained(
                    pretrained=pretrained,
                    local_model_available=True,
                    torch_dtype=torch_dtype,
                    device_map=device_map,
                    local_files_only=True,
                    cache_dir=self.qwen_cache_dir
                )
                self.model.eval()
                print('Qwen run.')
                self.model_name = model_name
            except Exception as e:  # noqa: E722
                print(f'{e}')
                return

can you please help me how to run it without connection to internet? Thank you so much.