code: def decode(self, z):
      z = self.decoder(z)
      x = nn.sigmoid(z)
      x = jnp.reshape(x, (x.shape[0],) + self.input_shape)
      return x
  
file_path: flax/examples/linen_design_test/autoencoder.py
imports: from typing import Iterable, Tuple
  import jax
  from jax import numpy, random
  from flax import linen
  from flax.linen import Module, Dense, compact
label_desc: Use image node_id 4 for calling the AutoEncoder obj's underlying member method code with example usage: obj.decode(z) and returns: x