code: def arguments_dataset(
      parser: argparse.ArgumentParser,
  ) -> argparse.ArgumentParser:
      """Add dataset-specific arguments from BaseDataset, BaseImageDataset,
      BaseImageClassificationDataset, BaseImageNetShiftDataset,
      BaseVideoDataset, zero-shot datasets, and DATASET_REGISTRY.
      """
      parser = BaseDataset.add_arguments(parser)
      parser = BaseImageDataset.add_arguments(parser)
      parser = BaseImageSegmentationDataset.add_arguments(parser)
      parser = BaseVideoDataset.add_arguments(parser)
      parser = BaseImageClassificationDataset.add_arguments(parser)
      parser = BaseImageNetShiftDataset.add_arguments(parser)
      parser = BaseDetectionDataset.add_arguments(parser)
  
      try:
          from internal.utils.server_utils import dataset_server_args
  
          parser = dataset_server_args(parser)
      except ImportError:
          pass
  
      # add multi-modal and zero-shot arguments
      parser = arguments_multi_modal_img_text(parser=parser)
  
      # add dataset specific arguments
      parser = DATASET_REGISTRY.all_arguments(parser)
      return parser
  
file_path: ml-cvnets/data/datasets/__init__.py
imports: import argparse
  from typing import Optional, Tuple
  from data.datasets.classification.base_image_classification_dataset import BaseImageClassificationDataset
  from data.datasets.classification.base_imagenet_shift_dataset import BaseImageNetShiftDataset
  from data.datasets.dataset_base import BaseDataset, BaseImageDataset, BaseVideoDataset
  from data.datasets.detection.base_detection import BaseDetectionDataset
  from data.datasets.multi_modal_img_text import arguments_multi_modal_img_text
  from data.datasets.segmentation.base_segmentation import BaseImageSegmentationDataset
  from utils import logger
  from utils.ddp_utils import is_master
  from utils.registry import Registry
label_desc: Use image node_id 4 for calling a global function with example usage: arguments_dataset(parser) and returns: parser