code: def test_augmented_lstm_works_with_highway_connections(self):
      augmented_lstm = AugmentedLstm(10, 11, use_highway=True)
      sorted_tensor, sorted_sequence, _, _ = sort_batch_by_length(
          self.random_tensor, self.sequence_lengths
      )
      lstm_input = pack_padded_sequence(
          sorted_tensor, sorted_sequence.data.tolist(), batch_first=True
      )
      augmented_lstm(lstm_input)
  
imports: import pytest
  import numpy
  import torch
  import torch.nn.init
  from torch.nn.modules.rnn import LSTM
  from torch.nn.utils.rnn import pad_packed_sequence, pack_padded_sequence
  from allennlp.common.checks import ConfigurationError
  from allennlp.common.params import Params
  from allennlp.common.testing import AllenNlpTestCase
  from allennlp.modules.augmented_lstm import AugmentedLstm, AugmentedLSTMCell, BiAugmentedLstm
  from allennlp.nn import InitializerApplicator, Initializer
  from allennlp.nn.util import sort_batch_by_length
label_desc: Use image node_id 5 for calling the TestAugmentedLSTM obj's underlying member method code with example usage: obj.test_augmented_lstm_works_with_highway_connections() without return types