code: def __init__(self, dim, depth, fn):
      super().__init__()
      if depth <= 18:
          init_eps = 0.1
      elif depth > 18 and depth <= 24:
          init_eps = 1e-5
      else:
          init_eps = 1e-6
  
      scale = torch.zeros(1, 1, dim).fill_(init_eps)
      self.scale = nn.Parameter(scale)
      self.fn = fn
  
imports: import torch
  import torch.nn.functional
  from einops import rearrange
  from torch import nn
label_desc: Use image node_id 1 to create a new LayerScale object from inherited base classes: nn with example: obj = LayerScale(dim, depth, fn)