import tensorflow as tf


    if hparams.full_latent_tower:
      for i in range(hparams.num_compress_steps):
        with tf.variable_scope("latent_downstride%d" % i):
          x = common_layers.make_even_size(x)
          if i < hparams.filter_double_steps:
