code: def arguments_model(
      parser: argparse.ArgumentParser,
  ) -> argparse.ArgumentParser:
      parser = BaseAnyNNModel.add_arguments(parser=parser)
      parser = MODEL_REGISTRY.all_arguments(parser=parser)
      return parser
  
file_path: ml-cvnets/cvnets/models/__init__.py
imports: import argparse
  from typing import Optional
  from cvnets.misc.common import freeze_modules_based_on_opts, load_pretrained_model
  from cvnets.models.base_model import BaseAnyNNModel
  from utils import logger
  from utils.download_utils import get_local_path
  from utils.registry import Registry
label_desc: Use image node_id 2 for calling a global function with example usage: arguments_model(parser) and returns: parser