code: def test_xlm_roberta_xl(self):
      model = XLMRobertaXLModel.from_pretrained(
          "facebook/xlm-roberta-xl"
      ).to(torch_device)
      input_ids = torch.tensor(
          [
              [
                  0,
                  581,
                  10269,
                  83,
                  99942,
                  136,
                  60742,
                  23,
                  70,
                  80583,
                  18276,
                  2,
              ]
          ],
          device=torch_device,
      )
      # The dog is cute and lives in the garden house
  
      expected_output_shape = torch.Size(
          (1, 12, 2560)
      )  # batch_size, sequence_length, embedding_vector_dim
      expected_output_values_last_dim = torch.tensor(
          [
              [
                  0.0110,
                  0.0605,
                  0.0354,
                  0.0689,
                  0.0066,
                  0.0691,
                  0.0302,
                  0.0412,
                  0.0860,
                  0.0036,
                  0.0405,
                  0.0170,
              ]
          ],
          device=torch_device,
      )
  
      output = model(input_ids)["last_hidden_state"].detach()
      self.assertEqual(output.shape, expected_output_shape)
      # compare the actual values for a slice of last dim
      self.assertTrue(
          torch.allclose(
              output[:, :, -1],
              expected_output_values_last_dim,
              atol=1e-3,
          )
      )
  
imports: import unittest
  from transformers import XLMRobertaXLConfig, is_torch_available
  from transformers.testing_utils import require_torch, slow, torch_device
  from ...generation.test_generation_utils import GenerationTesterMixin
  from ...test_configuration_common import ConfigTester
  from ...test_modeling_common import ModelTesterMixin, floats_tensor, ids_tensor, random_attention_mask
label_desc: Use image node_id 1 for calling the XLMRobertaModelXLIntegrationTest obj's underlying member method code with example usage: obj.test_xlm_roberta_xl() without return types