import tensorflow as tf

    The output tensor of the block; shape should match inputs.
  """
  shortcut = inputs
  inputs = batch_norm(inputs, training, data_format)
  inputs = tf.nn.relu(inputs)

  # The projection shortcut should come after the first batch norm and ReLU
  # since it performs a 1x1 convolution.
