code: def __init__(self, index):
      self.index = index
  
imports: import math
  from abc import ABC
  from typing import List
  from torch.utils._pytree import tree_map
label_desc: Use image node_id 1 to create a new Backward object from inherited base classes: Operation with example: obj = Backward(index)