code: def test_hific_encoder_forward(
      latent_features: int, arange_4d_image: Tensor
  ):
      model = HiFiCEncoder(
          in_channels=arange_4d_image.shape[1],
          latent_features=latent_features,
      )
  
      output = model(arange_4d_image)
  
      output_shape = (
          arange_4d_image.shape[0],
          latent_features,
          arange_4d_image.shape[2] // 16,
          arange_4d_image.shape[3] // 16,
      )
  
      assert output.shape == output_shape
  
label_desc: Use image node_id 1 for calling a global function with example usage: test_hific_encoder_forward(latent_features, arange_4d_image) without return types