class_docstr: ### Convolutional Discriminator Network
class_docstr_tok: ["#","#","#","Convolutional","Discriminator","Network"]
code: def forward(self, x):
      x = self.layers(x)
      return x.view(x.shape[0], -1)
  
file_path: annotated_deep_learning_paper_implementations/labml_nn/gan/dcgan/__init__.py
imports: import torch.nn
  from labml import experiment
  from labml.configs import calculate
  from labml_helpers.module import Module
  from labml_nn.gan.original.experiment import Configs
label_desc: Use image node_id 2 for calling the Discriminator obj's underlying member method code with example usage: obj.forward(x) and returns: x