class_docstr: This is copied from 🐸TTS to remove it from the dependencies.
code: def new_parameter(self, *size):
      out = nn.Parameter(torch.FloatTensor(*size))
      nn.init.xavier_normal_(out)
      return out
  
imports: import torch
  import torchaudio
  from torch import nn
  from torch.nn import Conv1d, ConvTranspose1d
  from torch.nn import functional
  from torch.nn.utils.parametrizations import weight_norm
  from torch.nn.utils.parametrize import remove_parametrizations
  from TTS.utils.io import load_fsspec
label_desc: Use image node_id 4 for calling the ResNetSpeakerEncoder obj's underlying member method code with example usage: obj.new_parameter() and returns: out