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| import json | |
| from .factory import create_model_from_config | |
| from .utils import load_ckpt_state_dict | |
| from huggingface_hub import hf_hub_download | |
| def get_pretrained_model(name: str): | |
| model_config_path = hf_hub_download(name, filename="model_config.json", repo_type='model') | |
| with open(model_config_path) as f: | |
| model_config = json.load(f) | |
| model = create_model_from_config(model_config) | |
| # Try to download the model.safetensors file first, if it doesn't exist, download the model.ckpt file | |
| try: | |
| model_ckpt_path = hf_hub_download(name, filename="model.safetensors", repo_type='model') | |
| except Exception as e: | |
| model_ckpt_path = hf_hub_download(name, filename="model.ckpt", repo_type='model') | |
| model.load_state_dict(load_ckpt_state_dict(model_ckpt_path)) | |
| return model, model_config |