code: def test_errors_dl(
      art_warning, tabular_dl_estimator_for_attack, get_iris_dataset
  ):
      try:
          classifier = tabular_dl_estimator_for_attack(
              MembershipInferenceBlackBox
          )
          (x_train, y_train), (x_test, y_test) = get_iris_dataset
          pred_test = classifier.predict(x_test)
          with pytest.raises(ValueError):
              MembershipInferenceBlackBox(
                  classifier, attack_model_type="a"
              )
          with pytest.raises(ValueError):
              MembershipInferenceBlackBox(classifier, input_type="a")
          attack = MembershipInferenceBlackBox(classifier)
          with pytest.raises(ValueError):
              attack.fit(x_train, y_test, x_test, y_test)
          with pytest.raises(ValueError):
              attack.fit(x_train, y_train, x_test, y_train)
          with pytest.raises(ValueError):
              attack.infer(x_train, y_test)
          attack.fit(x_train, y_train, x_test, y_test)
          with pytest.raises(ValueError):
              attack.infer(x_test, y_test=None)
          attack = MembershipInferenceBlackBox(
              classifier, input_type="loss"
          )
          with pytest.raises(ValueError):
              attack.fit(x_train, test_x=x_test)
          attack.fit(x_train, y_train, x_test, y_test)
          with pytest.raises(ValueError):
              attack.infer(None, y_test, pred=pred_test)
          with pytest.raises(ValueError):
              attack.infer(x_test, y_test=None)
      except ARTTestException as e:
          art_warning(e)
  
imports: from __future__ import absolute_import, division, print_function, unicode_literals
  import logging
  import pytest
  import numpy
  import keras
  from art.attacks.inference.membership_inference.black_box import MembershipInferenceBlackBox
  from art.estimators.classification.keras import KerasClassifier
  from art.estimators.estimator import BaseEstimator
  from art.estimators.classification.classifier import ClassifierMixin
  from art.estimators.regression import ScikitlearnRegressor, RegressorMixin
  from tests.attacks.utils import backend_test_classifier_type_check_fail
  from tests.utils import ARTTestException
label_desc: Use image node_id 19 for calling a global function with example usage: test_errors_dl(art_warning, tabular_dl_estimator_for_attack, get_iris_dataset) without return types