# Path: prompt_tuning/data/postprocessors.py
# def remove_extra_id_0(decoded_model_output: str, *args, **kwargs) -> str:  # pylint: disable=unused-argument
# def postprocess_with_examples(
#     postprocess_func,
#     decoded_model_output,
#     prediction_field: str = constants.PREDICTION,
#     prediction_text_field: str = constants.PREDICTION_TEXT,
#     example_fields: Sequence[str] = (constants.INPUT_TEXT,
#                                      constants.TARGET_TEXT),
#     decoded_model_output_field: Optional[str] = None,
#     **kwargs,
# ) -> Union[Mapping[str, Any], Any]:
# def sequential(*funcs):
#   def execute(x, *args, **kwargs):
# def mrpc_to_qqp(decoded_model_output: str, *args, **kwargs) -> str:  # pylint: disable=unused-argument
# def qqp_to_mrpc(decoded_model_output: str, *args, **kwargs) -> str:  # pylint: disable=unused-argument


import unittest.mock as mock
from absl.testing import absltest
from prompt_tuning.data import postprocessors
        postproc_fn, model_output, is_target=True, extra_arg="Hi!")
    self.assertEqual(target, gold)
    postproc_fn.assert_called_once_with(
        model_output, is_target=True, extra_arg="Hi!")

  def test_zero_shot_positive(self):
    qqp = "duplicate"
    mrpc = "equivalent"
    self.assertEqual(
        qqp, postprocessors.mrpc_to_qqp(postprocessors.qqp_to_mrpc(qqp)))
    self.assertEqual(
        mrpc, postprocessors.qqp_to_mrpc(postprocessors.mrpc_to_qqp(qqp)))

  def test_zero_shot_negative(self):
    qqp = "not_duplicate"
    mrpc = "not_equivalent"
    self.assertEqual(
        qqp, postprocessors.mrpc_to_qqp(postprocessors.qqp_to_mrpc(qqp)))
    self.assertEqual(
        mrpc, postprocessors.qqp_to_mrpc(postprocessors.mrpc_to_qqp(qqp)))

  def test_postprocess_sequential(self):
    return_one = "one"
    return_two = 2
    return_three = "again!"
    func1 = mock.create_autospec(
        postprocessors.remove_extra_id_0,
        spec_set=True,
        return_value=return_one)
    func2 = mock.create_autospec(

# Path: prompt_tuning/data/postprocessors.py
# def remove_extra_id_0(decoded_model_output: str, *args, **kwargs) -> str:  # pylint: disable=unused-argument
# def postprocess_with_examples(
#     postprocess_func,
#     decoded_model_output,
#     prediction_field: str = constants.PREDICTION,
#     prediction_text_field: str = constants.PREDICTION_TEXT,
#     example_fields: Sequence[str] = (constants.INPUT_TEXT,
#                                      constants.TARGET_TEXT),
#     decoded_model_output_field: Optional[str] = None,
#     **kwargs,
# ) -> Union[Mapping[str, Any], Any]:
# def sequential(*funcs):
#   def execute(x, *args, **kwargs):
# def mrpc_to_qqp(decoded_model_output: str, *args, **kwargs) -> str:  # pylint: disable=unused-argument
# def qqp_to_mrpc(decoded_model_output: str, *args, **kwargs) -> str:  # pylint: disable=unused-argument


# Path: prompt_tuning/data/postprocessors_test.py
import unittest.mock as mock
from absl.testing import absltest
from prompt_tuning.data import postprocessors

        postproc_fn, model_output, is_target=True, extra_arg="Hi!")
    self.assertEqual(target, gold)
    postproc_fn.assert_called_once_with(
        model_output, is_target=True, extra_arg="Hi!")

  def test_zero_shot_positive(self):
    qqp = "duplicate"
    mrpc = "equivalent"
    self.assertEqual(
        qqp, postprocessors.mrpc_to_qqp(postprocessors.qqp_to_mrpc(qqp)))
    self.assertEqual(
        mrpc, postprocessors.qqp_to_mrpc(postprocessors.mrpc_to_qqp(qqp)))

  def test_zero_shot_negative(self):
    qqp = "not_duplicate"
    mrpc = "not_equivalent"
    self.assertEqual(
        qqp, postprocessors.mrpc_to_qqp(postprocessors.qqp_to_mrpc(qqp)))
    self.assertEqual(
        mrpc, postprocessors.qqp_to_mrpc(postprocessors.mrpc_to_qqp(qqp)))

  def test_postprocess_sequential(self):
    return_one = "one"
    return_two = 2
    return_three = "again!"
    func1 = mock.create_autospec(
        postprocessors.remove_extra_id_0,
        spec_set=True,
        return_value=return_one)
    func2 = mock.create_autospec(

        postprocessors.remove_extra_id_0,