code: def __init__(self, conv, *args, **kwargs):
      super().__init__()
      assert "stride" in kwargs.keys()
      self.stride = kwargs["stride"]
      del kwargs["stride"]
      self.conv = conv(*args, **kwargs)
  
imports: import functools
  from math import sqrt
  import torch
  import torch.distributed
  import torch.nn
  import torch.nn.functional
  import torchaudio
  from einops import rearrange
label_desc: Use image node_id 1 to create a new UpsampledConv object from inherited base classes: nn with example: obj = UpsampledConv(conv)