code: def __init__(self, kernel_size, causal=False):
      super().__init__()
      if causal:
          self.remove = kernel_size - 1
      else:
          self.remove = 1 if kernel_size % 2 == 0 else 0
  
imports: import math
  import warnings
  from typing import Dict, Optional, Tuple
  import torch
  import torch.nn.functional
  from torch import Tensor, nn
  from torch.nn import Parameter
label_desc: Use image node_id 1 to create a new SamePad object from inherited base classes: nn with example: obj = SamePad(kernel_size, causal)