import tensorflow as tf

  """Returns dict of variables to restore from ImageNet-checkpoint."""
  vars_to_restore_imagenet = {}
  ckpt_var_names = tf.contrib.framework.list_variables(imagenet_ckpt)
  ckpt_var_names = [name for (name, unused_shape) in ckpt_var_names]
