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
  
file_path: espnet/espnet2/uasr/discriminator/conv_discriminator.py
imports: import argparse
  from typing import Dict, Optional
  import torch
  from typeguard import check_argument_types
  from espnet2.uasr.discriminator.abs_discriminator import AbsDiscriminator
  from espnet2.utils.types import str2bool
label_desc: Use image node_id 1 to create a new SamePad object from inherited base classes: torch.nn with example: obj = SamePad(kernel_size, causal)