def variable_map_items(variable_map):
  """Yields an iterator over (string, variable) pairs in the variable map.

  In general, variable maps map variable names to either a `tf.Variable`, or
  list of `tf.Variable`s (in case of sliced variables).

  Args:
    variable_map: dict, variable map over which to iterate.

  Yields:
    (string, tf.Variable) pairs.
  """
  for key, var_or_vars in six.iteritems(variable_map):
    if isinstance(var_or_vars, (list, tuple)):
      for variable in var_or_vars:
        yield key, variable
    else:
      yield key, var_or_vars
Yields an iterator over (string, variable) pairs in the variable map.

  In general, variable maps map variable names to either a `tf.Variable`, or
  list of `tf.Variable`s (in case of sliced variables).

  Args:
    variable_map: dict, variable map over which to iterate.

  Yields:
    (string, tf.Variable) pairs.