code: def __init__(self, aug_ratio=None):
      self.aug_ratio = aug_ratio
  
imports: import random
  import torch
  import numpy
  from itertools import repeat, product
  from torch_geometric.data import Batch
label_desc: Use image node_id 1 to create a new BaseAugmentation object  with example: obj = BaseAugmentation(aug_ratio)