Index

_

__all__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) __builtins__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.deprecation_warnings) (in module deepchecks.vision.utils) __cached__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.deprecation_warnings) (in module deepchecks.vision.utils) __doc__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.deprecation_warnings) (in module deepchecks.vision.utils) __file__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.deprecation_warnings) (in module deepchecks.vision.utils) __init__() (Appender method) (AveragePrecisionRecall method) (BaseCheck method), [1] (BaseSuite method) (BasicModel method) (BatchOutputFormat method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (CheckFailure method) (CheckResult method) (ClassificationModel method) (ClassificationUniformModel method) (ClassImbalance method) (ClassPerformance method) (CocoDataset method) (ColumnsInfo method) (Condition method) (ConditionResult method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (Context method), [1], [2], [3] (CustomClassificationScorer method) (CustomMetric method) (DataDuplicates method) (Dataset method) (DatasetsSizeComparison method) (DatasetValidationError method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (DeepchecksBaseError method) (DeepcheckScorer method) (DeepchecksNotImplementedError method) (DeepchecksNotSupportedError method) (DeepchecksProcessError method) (DeepchecksTimeoutError method) (DeepchecksValueError method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (Hashable method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (IterableTorchMnistDataset method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MaskDataset method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MeanDice method) (MeanIoU method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (MnistModel method) (ModelComparisonCheck method) (ModelComparisonContext method) (ModelComparisonSuite method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (ModelValidationError method) (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (NotEnoughSamplesError method) (NumberOfFeaturesLimitError method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (OutlierSampleDetection method) (PercentOfNulls method) (PerfectModel method) (PerformanceBias method) (PredictionDrift method), [1], [2] (ProgressBarGroup method) (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RandomModel method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RegressionUniformModel method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (Substitution method) (Suite method), [1], [2], [3], [4] (SuiteResult method) (TextData method), [1] (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TorchMnistDataset method) (TpFpFn method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (ValidationError method) (VisionData method), [1] (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method)

__loader__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) __name__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.deprecation_warnings) (in module deepchecks.vision.utils) __new__() (Appender method) (AveragePrecisionRecall method) (BaseCheck method), [1] (BaseSuite method) (BasicModel method) (BatchOutputFormat method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (CheckFailure method) (CheckResult method) (ClassificationModel method) (ClassificationUniformModel method) (ClassImbalance method) (ClassPerformance method) (CocoDataset method) (ColumnsInfo method) (Condition method) (ConditionResult method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (Context method), [1] (CustomClassificationScorer method) (CustomMetric method) (DataDuplicates method) (DatasetsSizeComparison method) (DatasetValidationError method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (DeepchecksBaseError method) (DeepcheckScorer method) (DeepchecksNotImplementedError method) (DeepchecksNotSupportedError method) (DeepchecksProcessError method) (DeepchecksTimeoutError method) (DeepchecksValueError method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (Hashable method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (IterableTorchMnistDataset method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MaskDataset method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MeanDice method) (MeanIoU method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (MnistModel method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method) (ModelValidationError method) (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (NotEnoughSamplesError method) (NumberOfFeaturesLimitError method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (OutlierSampleDetection method) (PercentOfNulls method) (PerfectModel method) (PerformanceBias method) (PredictionDrift method), [1], [2] (ProgressBarGroup method) (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RandomModel method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RegressionUniformModel method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (Substitution method) (Suite method), [1] (SuiteResult method) (TextData method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TorchMnistDataset method) (TpFpFn method) (TrainTestBaseCheck method) (TrainTestCheck method), [1] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (ValidationError method) (VisionData method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method) __package__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.deprecation_warnings) (in module deepchecks.vision.utils) __path__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils) (in module deepchecks.vision.datasets.segmentation) (in module deepchecks.vision.utils) __spec__ (in module deepchecks.tabular.integrations) (in module deepchecks.tabular.utils)

A

add() (BaseSuite method) (ModelComparisonSuite method) (Suite method), [1], [2], [3], [4] add_condition() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method) add_condition_auc_greater_than() (RocReport method) add_condition_average_mean_average_precision_greater_than() (MeanAveragePrecisionReport method) add_condition_bounded_performance_difference() (PerformanceBias method) add_condition_bounded_relative_performance_difference() (PerformanceBias method) add_condition_class_performance_imbalance_ratio_less_than() (ClassPerformance method) (TrainTestPerformance method), [1] add_condition_class_ratio_less_than() (ClassImbalance method) add_condition_different_nulls_less_equal_to() (MixedNulls method) add_condition_drift_score_less_than() (FeatureDrift method) (ImageDatasetDrift method) (ImagePropertyDrift method) (LabelDrift method), [1], [2] (PredictionDrift method), [1], [2] (PropertyDrift method) (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPredictionDrift method), [1]

add_condition_duplicates_ratio_less_or_equal() (TrainTestSamplesMix method), [1] add_condition_feature_pps_difference_less_than() (FeatureLabelCorrelationChange method) add_condition_feature_pps_in_train_less_than() (FeatureLabelCorrelationChange method) add_condition_feature_pps_less_than() (FeatureLabelCorrelation method) add_condition_gain_greater_than() (SimpleModelComparison method), [1] add_condition_greater_than() (SingleDatasetPerformance method), [1], [2] add_condition_inference_time_less_than() (ModelInferenceTime method) add_condition_kurtosis_greater_than() (RegressionErrorDistribution method) add_condition_leakage_ratio_less_or_equal() (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) add_condition_less_than() (SingleDatasetPerformance method) add_condition_max_number_of_pairs_above_threshold() (FeatureFeatureCorrelation method) add_condition_mean_average_precision_greater_than() (MeanAveragePrecisionReport method) add_condition_misclassified_samples_lower_than_condition() (ConfusionMatrixReport method), [1] add_condition_new_categories_less_or_equal() (CategoryMismatchTrainTest method) (NewCategoryTrainTest method) add_condition_new_category_ratio_less_or_equal() (CategoryMismatchTrainTest method) (NewCategoryTrainTest method) add_condition_new_label_ratio_less_or_equal() (NewLabels method) (NewLabelTrainTest method) add_condition_new_labels_number_less_or_equal() (NewLabelTrainTest method) add_condition_no_new_variants() (StringMismatchComparison method) add_condition_no_outliers() (OutlierSampleDetection method) add_condition_no_variants() (StringMismatch method) add_condition_not_single_value() (IsSingleValue method) add_condition_number_of_high_variance_unused_features_less_or_equal() (UnusedFeatures method) add_condition_number_of_outliers_less_or_equal() (StringLengthOutOfBounds method) add_condition_number_variants_less_or_equal() (StringMismatch method) add_condition_outlier_ratio_less_or_equal() (OutlierSampleDetection method) (TextPropertyOutliers method) add_condition_overall_drift_value_less_than() (MultivariateDrift method) (TextEmbeddingsDrift method) (WholeDatasetDrift method) add_condition_percent_of_nulls_not_greater_than() (PercentOfNulls method) add_condition_pps_less_or_equal() (IdentifierLabelCorrelation method), [1] add_condition_property_pps_difference_less_than() (PropertyLabelCorrelationChange method) add_condition_property_pps_in_train_less_than() (PropertyLabelCorrelationChange method) add_condition_property_pps_less_than() (PropertyLabelCorrelation method), [1] add_condition_rare_type_ratio_not_in_range() (MixedDataTypes method) add_condition_ratio_less_or_equal() (DataDuplicates method) (IndexTrainTestLeakage method) (TextDuplicates method) add_condition_ratio_new_variants_less_or_equal() (StringMismatchComparison method) add_condition_ratio_of_conflicting_labels_less_or_equal() (ConflictingLabels method), [1] add_condition_ratio_of_outliers_less_or_equal() (StringLengthOutOfBounds method) add_condition_ratio_of_special_characters_less_or_equal() (SpecialCharacters method) add_condition_ratio_of_unknown_words_less_or_equal() (UnknownTokens method) add_condition_ratio_variants_less_or_equal() (StringMismatch method) add_condition_samples_ratio_w_special_characters_less_or_equal() (SpecialCharacters method) add_condition_segments_annotation_ratio_greater_than() (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) add_condition_segments_relative_performance_greater_than() (MetadataSegmentsPerformance method) (PropertySegmentsPerformance method) (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (WeakSegmentsPerformance method), [1] add_condition_systematic_error_ratio_to_rmse_less_than() (RegressionErrorDistribution method) (RegressionSystematicError method) add_condition_test_average_recall_greater_than() (MeanAverageRecallReport method) add_condition_test_performance_greater_than() (ClassPerformance method) (TrainTestPerformance method), [1] add_condition_test_score_percent_decline_less_than() (BoostingOverfit method) add_condition_test_size_greater_or_equal() (DatasetsSizeComparison method) add_condition_test_train_size_ratio_greater_than() (DatasetsSizeComparison method) add_condition_train_dataset_greater_or_equal_test() (DatasetsSizeComparison method) add_condition_train_test_relative_degradation_less_than() (ClassPerformance method) (TrainTestPerformance method), [1] add_condition_zero_result() (FrequentSubstrings method) add_module() (MnistModel method) addendum (Appender attribute) aggregation_method (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) alternative_scorer (SegmentPerformance attribute) Appender (class in deepchecks.utils.decorators) apply() (MnistModel method) assert_classification_task() (Context method) assert_datetime() (Dataset method) assert_features() (Dataset method) assert_index() (Dataset method) assert_regression_task() (Context method) assert_task_type() (Context method), [1], [2], [3] attach() (AveragePrecisionRecall method) (CustomClassificationScorer method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) AVAILABLE_EVALUATING_FUNCTIONS (in module deepchecks.vision.metrics_utils) AveragePrecisionRecall (class in deepchecks.vision.metrics_utils) averaging_mechanism() (in module deepchecks.utils.metrics)

B

balance_classes (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) BaseCheck (class in deepchecks.core) (class in deepchecks.core.checks) BaseSuite (class in deepchecks.core) BasicModel (class in deepchecks.utils.typing)

batch_loader (VisionData property), [1] BatchOutputFormat (class in deepchecks.vision) (class in deepchecks.vision.vision_data) bfloat16() (MnistModel method) BoostingOverfit (class in deepchecks.tabular.checks.model_evaluation) buffers() (MnistModel method)

C

calc_pairwise_ious() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) calculate_builtin_embeddings() (in module deepchecks.nlp.utils) (TextData method), [1] calculate_builtin_properties() (in module deepchecks.nlp.utils) (TextData method), [1] calculate_distance() (in module deepchecks.utils.gower_distance) calculate_feature_importance_or_none() (in module deepchecks.tabular.utils.feature_importance) calculate_nearest_neighbors_distances() (in module deepchecks.utils.gower_distance) calculate_neg_cross_entropy_per_sample() (in module deepchecks.utils.single_sample_metrics) calculate_neg_mse_per_sample() (in module deepchecks.utils.single_sample_metrics) CalibrationScore (class in deepchecks.tabular.checks.model_evaluation) call_open_ai_completion_api() (in module deepchecks.nlp.utils) cast_categorical_to_object_dtype() (in module deepchecks.utils.dataframes) cast_to_dataset() (Dataset class method) (TextData class method), [1] cat_features (Dataset property) categorical_aggregation_threshold (MetadataSegmentsPerformance attribute) (PropertySegmentsPerformance attribute) (UnderAnnotatedMetaDataSegments attribute) (UnderAnnotatedPropertySegments attribute) (WeakSegmentsPerformance attribute), [1] categorical_drift_method (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) categorical_metadata (TextData property), [1] categorical_properties (TextData property), [1] category (ConditionResult attribute) CategoryMismatchTrainTest (class in deepchecks.tabular.checks.train_test_validation) CheckFailure (class in deepchecks.core) CheckResult (class in deepchecks.core) checks (BaseSuite attribute) children() (MnistModel method) class_to_idx (TorchMnistDataset property) classes (TorchMnistDataset attribute) classes_in_label_col (Dataset property) classification_dataset_from_directory() (in module deepchecks.vision) ClassificationModel (class in deepchecks.utils.typing) ClassificationUniformModel (class in deepchecks.utils.simple_models) ClassImbalance (class in deepchecks.tabular.checks.data_integrity) ClassPerformance (class in deepchecks.vision.checks.model_evaluation) clean_conditions() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method) clear() (BatchOutputFormat method), [1] CocoDataset (class in deepchecks.vision.datasets.detection.coco_torch) column_importance_sorter_df() (in module deepchecks.tabular.utils.feature_importance) column_importance_sorter_dict() (in module deepchecks.tabular.utils.feature_importance) columns_info (Dataset property) ColumnsInfo (class in deepchecks.tabular.checks.data_integrity) common_datasets_properties (Context property), [1] completed() (AveragePrecisionRecall method) (CustomClassificationScorer method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) compute() (AveragePrecisionRecall method) (ClassPerformance method) (ConfusionMatrixReport method) (CustomClassificationScorer method) (CustomMetric method) (HeatmapComparison method) (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (LabelDrift method) (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MeanDice method) (MeanIoU method) (ModelOnlyCheck method), [1] (NewLabels method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (PredictionDrift method) (PropertyLabelCorrelation method) (PropertyLabelCorrelationChange method) (SimpleModelComparison method) (SingleDatasetCheck method), [1] (SingleDatasetPerformance method) (TpFpFn method) (TrainTestCheck method), [1] (TrainTestLabelDrift method) (TrainTestPredictionDrift method) (WeakSegmentsPerformance method) Condition (class in deepchecks.core) conditional_entropy() (in module deepchecks.utils.correlation_methods) ConditionCategory (class in deepchecks.core) ConditionResult (class in deepchecks.core) conditions_decision() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method)

conditions_results (CheckResult attribute) config() (BaseCheck method), [1] (BaseSuite method) (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelComparisonSuite method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (Suite method), [1], [2], [3], [4] (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method) ConflictingLabels (class in deepchecks.nlp.checks.data_integrity) (class in deepchecks.tabular.checks.data_integrity) ConfusionMatrixReport (class in deepchecks.nlp.checks.model_evaluation) (class in deepchecks.tabular.checks.model_evaluation) (class in deepchecks.vision.checks.model_evaluation) Context (class in deepchecks.nlp) (class in deepchecks.nlp.context) (class in deepchecks.tabular) (class in deepchecks.vision.context) context_type (ModelOnlyBaseCheck attribute) (ModelOnlyCheck attribute), [1] (SingleDatasetBaseCheck attribute) (SingleDatasetCheck attribute), [1], [2] (TrainTestBaseCheck attribute) (TrainTestCheck attribute), [1], [2] copy() (BatchOutputFormat method), [1] (Dataset method) (TextData method), [1] (VisionData method), [1] correlation_ratio() (in module deepchecks.utils.correlation_methods) cpu() (MnistModel method) create() (ProgressBarGroup method) create_colorbar_barchart_for_check() (in module deepchecks.utils.plot) create_dummy() (ProgressBarGroup method) create_new_file_name() (in module deepchecks.utils.strings) create_pie_chart() (UnknownTokens method) create_progress_bar() (in module deepchecks.utils.ipython) cuda() (MnistModel method) CustomClassificationScorer (class in deepchecks.vision.metrics_utils) CustomMetric (class in deepchecks.vision.metrics_utils)

D

data (Dataset property) data_integrity() (in module deepchecks.tabular.suites) (in module deepchecks.vision.suites) DataDuplicates (class in deepchecks.tabular.checks.data_integrity) Dataset (class in deepchecks.tabular) DatasetKind (class in deepchecks.core.checks) datasets_share_categorical_features() (Dataset class method) datasets_share_date() (Dataset class method) datasets_share_features() (Dataset class method) datasets_share_index() (Dataset class method) datasets_share_label() (Dataset class method) DatasetsSizeComparison (class in deepchecks.tabular.checks.train_test_validation) DatasetValidationError datetime_col (Dataset property) datetime_name (Dataset property) DateTrainTestLeakageDuplicates (class in deepchecks.tabular.checks.train_test_validation) DateTrainTestLeakageOverlap (class in deepchecks.tabular.checks.train_test_validation) deepchecks.core module, [1] deepchecks.core.checks module deepchecks.core.errors module deepchecks.nlp module deepchecks.nlp.base_checks module deepchecks.nlp.checks module deepchecks.nlp.checks.data_integrity module deepchecks.nlp.checks.model_evaluation module deepchecks.nlp.checks.train_test_validation module deepchecks.nlp.context module deepchecks.nlp.datasets module deepchecks.nlp.datasets.classification module deepchecks.nlp.datasets.classification.just_dance_comment_analysis module deepchecks.nlp.datasets.classification.tweet_emotion module deepchecks.nlp.datasets.token_classification module deepchecks.nlp.datasets.token_classification.scierc_ner module deepchecks.nlp.metric_utils module deepchecks.nlp.suite module deepchecks.nlp.suites module deepchecks.nlp.text_data module deepchecks.nlp.utils module deepchecks.tabular module deepchecks.tabular.checks module deepchecks.tabular.checks.data_integrity module deepchecks.tabular.checks.model_evaluation module deepchecks.tabular.checks.train_test_validation module deepchecks.tabular.datasets module deepchecks.tabular.datasets.classification module deepchecks.tabular.datasets.classification.adult module deepchecks.tabular.datasets.classification.breast_cancer module deepchecks.tabular.datasets.classification.iris module deepchecks.tabular.datasets.classification.lending_club module deepchecks.tabular.datasets.classification.phishing module deepchecks.tabular.datasets.regression module deepchecks.tabular.datasets.regression.airbnb module deepchecks.tabular.datasets.regression.avocado module deepchecks.tabular.datasets.regression.wine_quality module deepchecks.tabular.integrations module deepchecks.tabular.metric_utils module deepchecks.tabular.suites module deepchecks.tabular.utils module deepchecks.tabular.utils.feature_importance module deepchecks.tabular.utils.messages module deepchecks.tabular.utils.task_inference module deepchecks.tabular.utils.task_type module deepchecks.tabular.utils.validation module deepchecks.utils module, [1] deepchecks.utils.array_math module deepchecks.utils.correlation_methods module deepchecks.utils.dataframes module deepchecks.utils.decorators module deepchecks.utils.dict_funcs module

deepchecks.utils.display module deepchecks.utils.docref module deepchecks.utils.function module deepchecks.utils.gower_distance module deepchecks.utils.html module deepchecks.utils.ipython module deepchecks.utils.json_utils module deepchecks.utils.logger module deepchecks.utils.metrics module deepchecks.utils.model module deepchecks.utils.outliers module deepchecks.utils.plot module deepchecks.utils.simple_models module deepchecks.utils.single_sample_metrics module deepchecks.utils.strings module deepchecks.utils.typing module deepchecks.utils.validation module deepchecks.utils.wandb_utils module deepchecks.vision module deepchecks.vision.base_checks module deepchecks.vision.checks module deepchecks.vision.checks.data_integrity module deepchecks.vision.checks.model_evaluation module deepchecks.vision.checks.train_test_validation module deepchecks.vision.context module deepchecks.vision.datasets module deepchecks.vision.datasets.classification module deepchecks.vision.datasets.classification.mnist_tensorflow module deepchecks.vision.datasets.classification.mnist_torch module deepchecks.vision.datasets.detection module deepchecks.vision.datasets.detection.coco_tensorflow module deepchecks.vision.datasets.detection.coco_torch module deepchecks.vision.datasets.detection.mask module deepchecks.vision.datasets.segmentation module deepchecks.vision.deprecation_warnings module deepchecks.vision.metrics module deepchecks.vision.metrics_utils module deepchecks.vision.suite module deepchecks.vision.suites module deepchecks.vision.utils module deepchecks.vision.vision_data module DeepchecksBaseError DeepcheckScorer (class in deepchecks.tabular.metric_utils) DeepchecksNotImplementedError DeepchecksNotSupportedError DeepchecksProcessError DeepchecksTimeoutError DeepchecksValueError DEFAULT_BINARY_SCORERS (in module deepchecks.tabular.metric_utils) default_fill_na_per_column_type() (in module deepchecks.utils.dataframes) default_fill_na_series() (in module deepchecks.utils.dataframes) DEFAULT_MULTICLASS_SCORERS (in module deepchecks.tabular.metric_utils) DEFAULT_REGRESSION_SCORERS (in module deepchecks.tabular.metric_utils) DEFAULT_SCORERS_DICT (in module deepchecks.tabular.metric_utils) deprecate_kwarg() (in module deepchecks.utils.decorators) describe() (TextData method), [1] detach() (AveragePrecisionRecall method) (CustomClassificationScorer method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) details (ConditionResult attribute) display (CheckResult attribute) display_check() (CheckFailure method) (CheckResult method) display_in_gui() (in module deepchecks.utils.display) doclink() (in module deepchecks.utils.docref) double() (MnistModel method) download() (IterableTorchMnistDataset method) (TorchMnistDataset method) download_coco128() (CocoDataset class method) download_mask() (MaskDataset class method) drift_mode (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) drop_na_labels() (Dataset method) dump_patches (MnistModel attribute)

E

embeddings (TextData property), [1] ensure_dataframe_type() (in module deepchecks.tabular.utils.validation) ensure_hashable_or_mutable_sequence() (in module deepchecks.utils.validation) ensure_predictions_proba() (in module deepchecks.tabular.utils.validation) ensure_predictions_shape() (in module deepchecks.tabular.utils.validation)

eval() (MnistModel method) extra_info (SuiteResult attribute) extra_repr() (CocoDataset method) (MaskDataset method) (MnistModel method) (TorchMnistDataset method)

F

fast_sum_by_row() (in module deepchecks.utils.array_math) feature_1 (SegmentPerformance attribute) feature_2 (SegmentPerformance attribute) feature_importance (Context property) feature_importance_timeout (Context property) feature_importance_type (Context property) feature_reduce() (CategoryMismatchTrainTest static method) (FeatureDrift static method) (MixedNulls static method) (NewCategoryTrainTest static method) (PercentOfNulls static method) (StringMismatch static method) (TrainTestFeatureDrift static method) FeatureDrift (class in deepchecks.tabular.checks.train_test_validation) FeatureFeatureCorrelation (class in deepchecks.tabular.checks.data_integrity) FeatureLabelCorrelation (class in deepchecks.tabular.checks.data_integrity) FeatureLabelCorrelationChange (class in deepchecks.tabular.checks.train_test_validation) features (Dataset property) features_columns (Dataset property) filter_nulls() (DeepcheckScorer class method) filter_res() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] finalize_check_result() (Context method), [1], [2], [3] (ModelComparisonContext method) find_unknown_words() (UnknownTokens method) fit() (ClassificationUniformModel method) (PerfectModel method) (RandomModel method) (RegressionUniformModel method) float() (MnistModel method) floatify_dataframe() (in module deepchecks.utils.dataframes) floatify_series() (in module deepchecks.utils.dataframes) format_datetime() (in module deepchecks.utils.strings) format_list() (in module deepchecks.utils.strings) format_number() (in module deepchecks.utils.strings) format_number_if_not_nan() (in module deepchecks.utils.strings) format_percent() (in module deepchecks.utils.strings) forward() (MnistModel method) FrequentSubstrings (class in deepchecks.nlp.checks.data_integrity) from_config() (BaseCheck class method), [1] (BaseSuite class method) (BoostingOverfit class method) (CalibrationScore class method) (CategoryMismatchTrainTest class method) (ClassImbalance class method) (ClassPerformance class method) (ColumnsInfo class method) (ConflictingLabels class method), [1] (ConfusionMatrixReport class method), [1], [2] (DataDuplicates class method) (DatasetsSizeComparison class method) (DateTrainTestLeakageDuplicates class method) (DateTrainTestLeakageOverlap class method) (FeatureDrift class method) (FeatureFeatureCorrelation class method) (FeatureLabelCorrelation class method) (FeatureLabelCorrelationChange class method) (FrequentSubstrings class method) (HeatmapComparison class method) (IdentifierLabelCorrelation class method), [1] (ImageDatasetDrift class method) (ImagePropertyDrift class method) (ImagePropertyOutliers class method) (IndexTrainTestLeakage class method) (IsSingleValue class method) (LabelDrift class method), [1], [2] (LabelPropertyOutliers class method) (MeanAveragePrecisionReport class method) (MeanAverageRecallReport class method) (MetadataSegmentsPerformance class method) (MixedDataTypes class method) (MixedNulls class method) (ModelComparisonCheck class method) (ModelComparisonSuite class method) (ModelInferenceTime class method) (ModelInfo class method) (ModelOnlyBaseCheck class method) (ModelOnlyCheck class method), [1], [2] (MultiModelPerformanceReport class method) (MultivariateDrift class method) (NewCategoryTrainTest class method) (NewLabels class method) (NewLabelTrainTest class method) (OutlierSampleDetection class method) (PercentOfNulls class method) (PerformanceBias class method) (PredictionDrift class method), [1], [2] (PropertyDrift class method) (PropertyLabelCorrelation class method), [1] (PropertyLabelCorrelationChange class method) (PropertySegmentsPerformance class method) (RegressionErrorDistribution class method) (RegressionSystematicError class method) (RocReport class method) (SegmentPerformance class method) (SimpleModelComparison class method), [1] (SingleDatasetBaseCheck class method) (SingleDatasetCheck class method), [1], [2], [3], [4] (SingleDatasetPerformance class method), [1], [2] (SpecialCharacters class method), [1] (StringLengthOutOfBounds class method) (StringMismatch class method) (StringMismatchComparison class method) (Suite class method), [1], [2], [3], [4] (TextDuplicates class method) (TextEmbeddingsDrift class method) (TextPropertyOutliers class method) (TrainTestBaseCheck class method) (TrainTestCheck class method), [1], [2], [3], [4] (TrainTestFeatureDrift class method) (TrainTestLabelDrift class method), [1] (TrainTestPerformance class method), [1] (TrainTestPredictionDrift class method), [1] (TrainTestSamplesMix class method), [1] (UnderAnnotatedMetaDataSegments class method) (UnderAnnotatedPropertySegments class method) (UnknownTokens class method) (UnusedFeatures class method) (WeakSegmentsPerformance class method), [1] (WholeDatasetDrift class method)

from_json() (BaseCheck class method), [1] (BaseSuite method) (BoostingOverfit class method) (CalibrationScore class method) (CategoryMismatchTrainTest class method) (CheckFailure static method) (CheckResult static method) (ClassImbalance class method) (ClassPerformance class method) (ColumnsInfo class method) (ConflictingLabels class method), [1] (ConfusionMatrixReport class method), [1], [2] (DataDuplicates class method) (DatasetsSizeComparison class method) (DateTrainTestLeakageDuplicates class method) (DateTrainTestLeakageOverlap class method) (FeatureDrift class method) (FeatureFeatureCorrelation class method) (FeatureLabelCorrelation class method) (FeatureLabelCorrelationChange class method) (FrequentSubstrings class method) (HeatmapComparison class method) (IdentifierLabelCorrelation class method), [1] (ImageDatasetDrift class method) (ImagePropertyDrift class method) (ImagePropertyOutliers class method) (in module deepchecks.utils.json_utils) (IndexTrainTestLeakage class method) (IsSingleValue class method) (LabelDrift class method), [1], [2] (LabelPropertyOutliers class method) (MeanAveragePrecisionReport class method) (MeanAverageRecallReport class method) (MetadataSegmentsPerformance class method) (MixedDataTypes class method) (MixedNulls class method) (ModelComparisonCheck class method) (ModelComparisonSuite method) (ModelInferenceTime class method) (ModelInfo class method) (ModelOnlyBaseCheck class method) (ModelOnlyCheck class method), [1], [2] (MultiModelPerformanceReport class method) (MultivariateDrift class method) (NewCategoryTrainTest class method) (NewLabels class method) (NewLabelTrainTest class method) (OutlierSampleDetection class method) (PercentOfNulls class method) (PerformanceBias class method) (PredictionDrift class method), [1], [2] (PropertyDrift class method) (PropertyLabelCorrelation class method), [1] (PropertyLabelCorrelationChange class method) (PropertySegmentsPerformance class method) (RegressionErrorDistribution class method) (RegressionSystematicError class method) (RocReport class method) (SegmentPerformance class method) (SimpleModelComparison class method), [1] (SingleDatasetBaseCheck class method) (SingleDatasetCheck class method), [1], [2], [3], [4] (SingleDatasetPerformance class method), [1], [2] (SpecialCharacters class method), [1] (StringLengthOutOfBounds class method) (StringMismatch class method) (StringMismatchComparison class method) (Suite method), [1], [2], [3], [4] (SuiteResult class method) (TextDuplicates class method) (TextEmbeddingsDrift class method) (TextPropertyOutliers class method) (TrainTestBaseCheck class method) (TrainTestCheck class method), [1], [2], [3], [4] (TrainTestFeatureDrift class method) (TrainTestLabelDrift class method), [1] (TrainTestPerformance class method), [1] (TrainTestPredictionDrift class method), [1] (TrainTestSamplesMix class method), [1] (UnderAnnotatedMetaDataSegments class method) (UnderAnnotatedPropertySegments class method) (UnknownTokens class method) (UnusedFeatures class method) (WeakSegmentsPerformance class method), [1] (WholeDatasetDrift class method) from_numpy() (Dataset class method) fromkeys() (BatchOutputFormat method), [1] full_suite() (in module deepchecks.nlp.suites) (in module deepchecks.tabular.suites) (in module deepchecks.vision.suites) function (Condition attribute) functions (CocoDataset attribute) (IterableTorchMnistDataset attribute) (MaskDataset attribute) (TorchMnistDataset attribute)

G

generalized_corrwith() (in module deepchecks.utils.dataframes) generate_check_docs_link() (in module deepchecks.utils.strings) get() (BatchOutputFormat method), [1] get_all_labels() (in module deepchecks.tabular.utils.task_inference) get_base_form_to_variants_dict() (in module deepchecks.utils.strings) get_buffer() (MnistModel method) get_cache() (VisionData method), [1] get_check_id() (CheckFailure method) (CheckResult method) get_classes_scores_at() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] get_condition_passed_message() (in module deepchecks.tabular.utils.messages) get_confidences() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) get_data_by_kind() (Context method), [1], [2], [3] get_data_timestamps() (in module deepchecks.vision.datasets.detection.mask) get_datetime_column_from_index() (Dataset method) get_default_properties() (ImagePropertyOutliers method) (LabelPropertyOutliers method) get_default_scorers() (in module deepchecks.tabular.metric_utils) get_default_token_scorers() (in module deepchecks.nlp.metric_utils) get_detection_areas() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) get_dict_entry_by_value() (in module deepchecks.utils.dict_funcs) get_docs_link() (in module deepchecks.utils.strings) get_docs_summary() (in module deepchecks.utils.strings) get_extra_state() (MnistModel method) get_gain() (in module deepchecks.utils.metrics) get_header() (CheckFailure method) (CheckResult method) get_icon() (ConditionResult method) get_labels_areas() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method)

get_logger() (in module deepchecks.utils.logger) get_metadata() (CheckFailure method) (CheckResult method) get_model_of_pipeline() (in module deepchecks.utils.model) get_not_passed_checks() (SuiteResult method) get_not_ran_checks() (SuiteResult method) get_observed_classes() (VisionData method), [1] get_original_text_indexes() (TextData method), [1] get_parameter() (MnistModel method) get_passed_checks() (SuiteResult method) get_random_string() (in module deepchecks.utils.strings) get_sample_at_original_index() (TextData method), [1] get_scorer_dict() (in module deepchecks.nlp.metric_utils) get_scorer_name() (in module deepchecks.utils.metrics) get_scorers() (Context method), [1], [2] get_scorers_dict() (in module deepchecks.vision.metrics_utils) get_single_scorer() (Context method), [1], [2] get_submodule() (MnistModel method) get_time_to_sample_dict() (MaskDataset class method) get_verbosity() (in module deepchecks.utils.logger) gower_matrix() (in module deepchecks.utils.gower_distance) greater_is_better() (CategoryMismatchTrainTest method) (FeatureDrift method) (ImagePropertyDrift method) (LabelDrift method), [1] (MixedNulls method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (PercentOfNulls method) (PredictionDrift method), [1] (SingleDatasetPerformance method), [1], [2] (StringMismatch method) (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPredictionDrift method), [1] group_class_detection_label() (AveragePrecisionRecall method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method)

H

half() (MnistModel method) has_additional_data (VisionData property), [1] has_embeddings (VisionData property), [1] has_image_identifiers (VisionData property), [1] has_images (VisionData property), [1] has_label() (Dataset method) (TextData method), [1] has_labels (VisionData property), [1] has_predictions (VisionData property), [1] Hashable (class in deepchecks.utils.typing) have_conditions() (CheckResult method)

have_display() (CheckResult method) have_test() (Context method), [1], [2], [3] head() (TextData method), [1] (VisionData method), [1] header (CheckResult attribute) HeatmapComparison (class in deepchecks.vision.checks.train_test_validation) hex_to_rgba() (in module deepchecks.utils.plot) hide_index_for_display() (in module deepchecks.utils.dataframes) html_serializer (CheckFailure property) (CheckResult property) (SuiteResult property)

I

IdentifierLabelCorrelation (class in deepchecks.tabular.checks.data_integrity) (class in deepchecks.tabular.checks.train_test_validation) ignore_na (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) image_identifiers (BatchOutputFormat attribute) ImageDatasetDrift (class in deepchecks.vision.checks.train_test_validation) ImagePropertyDrift (class in deepchecks.vision.checks.train_test_validation) ImagePropertyOutliers (class in deepchecks.vision.checks.data_integrity) images (BatchOutputFormat attribute) imagetag() (in module deepchecks.utils.display) (in module deepchecks.utils.html) index_col (Dataset property) index_name (Dataset property) IndexTrainTestLeakage (class in deepchecks.tabular.checks.train_test_validation) infer_classes_from_model() (in module deepchecks.tabular.utils.task_inference) infer_on_text_data() (in module deepchecks.nlp.metric_utils) infer_task_type() (Context static method), [1] infer_task_type_by_class_number() (in module deepchecks.tabular.utils.task_inference) infer_task_type_by_labels() (in module deepchecks.tabular.utils.task_inference) init_cache() (VisionData method), [1] init_validate_scorers() (in module deepchecks.nlp.metric_utils) (in module deepchecks.tabular.metric_utils) initialize_run() (ClassPerformance method) (ConfusionMatrixReport method) (HeatmapComparison method) (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (LabelDrift method) (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (ModelOnlyCheck method), [1] (NewLabels method) (PredictionDrift method) (PropertyLabelCorrelation method) (PropertyLabelCorrelationChange method) (SimpleModelComparison method) (SingleDatasetCheck method), [1] (SingleDatasetPerformance method) (TrainTestCheck method), [1] (TrainTestLabelDrift method) (TrainTestPredictionDrift method) (WeakSegmentsPerformance method)

initvars() (in module deepchecks.utils.function) ipython_serializer (CheckFailure property) (CheckResult property) (SuiteResult property) iqr_outliers_range() (in module deepchecks.utils.outliers) is_attached() (AveragePrecisionRecall method) (CustomClassificationScorer method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) is_categorical() (Dataset method) is_colab_env() (in module deepchecks.utils.ipython) is_databricks_env() (in module deepchecks.utils.ipython) is_float_column() (in module deepchecks.utils.dataframes) is_headless() (in module deepchecks.utils.ipython) is_kaggle_env() (in module deepchecks.utils.ipython) is_label_none() (in module deepchecks.utils.metrics) is_multi_label_classification() (TextData method), [1] is_multi_label_task() (Context method), [1] is_notebook() (in module deepchecks.utils.ipython) is_pass() (ConditionResult method) is_sagemaker_env() (in module deepchecks.utils.ipython) is_sampled() (Dataset method) (TextData method), [1] is_sequence_not_str() (in module deepchecks.utils.validation) is_sphinx() (in module deepchecks.utils.ipython) is_string_column() (in module deepchecks.utils.strings) is_terminal_interactive_shell() (in module deepchecks.utils.ipython) is_zmq_interactive_shell() (in module deepchecks.utils.ipython) IsSingleValue (class in deepchecks.tabular.checks.data_integrity) items() (BatchOutputFormat method), [1] IterableTorchMnistDataset (class in deepchecks.vision.datasets.classification.mnist_torch) iteration_completed() (AveragePrecisionRecall method) (CustomClassificationScorer method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method)

K

keys() (BatchOutputFormat method), [1]

L

label (TextData property), [1] label_col (Dataset property) label_for_display() (TextData method), [1] label_for_print() (TextData method), [1] label_name (Dataset property) label_type (Dataset property) LabelDrift (class in deepchecks.nlp.checks.train_test_validation) (class in deepchecks.tabular.checks.train_test_validation) (class in deepchecks.vision.checks.train_test_validation) LabelPropertyOutliers (class in deepchecks.vision.checks.data_integrity) labels (BatchOutputFormat attribute) len_when_sampled() (Dataset method) (TextData method), [1] linktag() (in module deepchecks.utils.html) load_data() (in module deepchecks.nlp.datasets.classification.just_dance_comment_analysis) (in module deepchecks.nlp.datasets.classification.tweet_emotion) (in module deepchecks.nlp.datasets.token_classification.scierc_ner) (in module deepchecks.tabular.datasets.classification.adult) (in module deepchecks.tabular.datasets.classification.breast_cancer) (in module deepchecks.tabular.datasets.classification.iris) (in module deepchecks.tabular.datasets.classification.lending_club) (in module deepchecks.tabular.datasets.classification.phishing) (in module deepchecks.tabular.datasets.regression.avocado) (in module deepchecks.tabular.datasets.regression.wine_quality)

load_data_and_predictions() (in module deepchecks.tabular.datasets.regression.airbnb) load_dataset() (in module deepchecks.vision.datasets.classification.mnist_tensorflow) (in module deepchecks.vision.datasets.classification.mnist_torch) (in module deepchecks.vision.datasets.detection.coco_tensorflow) (in module deepchecks.vision.datasets.detection.coco_torch) (in module deepchecks.vision.datasets.detection.mask) load_embeddings() (in module deepchecks.nlp.datasets.classification.tweet_emotion) load_fitted_model() (in module deepchecks.tabular.datasets.classification.adult) (in module deepchecks.tabular.datasets.classification.breast_cancer) (in module deepchecks.tabular.datasets.classification.iris) (in module deepchecks.tabular.datasets.classification.lending_club) (in module deepchecks.tabular.datasets.classification.phishing) (in module deepchecks.tabular.datasets.regression.avocado) (in module deepchecks.tabular.datasets.regression.wine_quality) load_model() (in module deepchecks.vision.datasets.classification.mnist_tensorflow) (in module deepchecks.vision.datasets.classification.mnist_torch) (in module deepchecks.vision.datasets.detection.coco_torch) (in module deepchecks.vision.datasets.detection.mask) load_pre_calculated_feature_importance() (in module deepchecks.tabular.datasets.regression.airbnb) load_precalculated_predictions() (in module deepchecks.nlp.datasets.classification.tweet_emotion) load_state_dict() (MnistModel method) load_under_annotated_data() (in module deepchecks.nlp.datasets.classification.tweet_emotion)

M

margin_quantile_filter (LabelDrift attribute), [1] (PredictionDrift attribute), [1] (TrainTestLabelDrift attribute) (TrainTestPredictionDrift attribute) MaskDataset (class in deepchecks.vision.datasets.detection.mask) max_classes_to_display (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) max_num_categories_for_display (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) max_num_categories_for_drift (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) max_segments (SegmentPerformance attribute) MeanAveragePrecisionReport (class in deepchecks.vision.checks.model_evaluation) MeanAverageRecallReport (class in deepchecks.vision.checks.model_evaluation) MeanDice (class in deepchecks.vision.metrics) MeanIoU (class in deepchecks.vision.metrics) metadata (TextData property), [1] metadata() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method) MetadataSegmentsPerformance (class in deepchecks.nlp.checks.model_evaluation) metric_results_to_df() (in module deepchecks.vision.metrics_utils) min_category_size_ratio (MetadataSegmentsPerformance attribute) (PredictionDrift attribute), [1] (PropertySegmentsPerformance attribute) (TrainTestPredictionDrift attribute) (UnderAnnotatedMetaDataSegments attribute) (UnderAnnotatedPropertySegments attribute) (WeakSegmentsPerformance attribute), [1] min_samples (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) mirrors (IterableTorchMnistDataset attribute) (TorchMnistDataset attribute) MixedDataTypes (class in deepchecks.tabular.checks.data_integrity) MixedNulls (class in deepchecks.tabular.checks.data_integrity) MnistModel (class in deepchecks.vision.datasets.classification.mnist_torch) model (Context property), [1], [2] model_classes (Context property), [1], [2]

model_evaluation() (in module deepchecks.nlp.suites) (in module deepchecks.tabular.suites) (in module deepchecks.vision.suites) model_name (Context property), [1], [2] model_type_validation() (in module deepchecks.tabular.utils.validation) ModelComparisonCheck (class in deepchecks.tabular) ModelComparisonContext (class in deepchecks.tabular) ModelComparisonSuite (class in deepchecks.tabular) ModelInferenceTime (class in deepchecks.tabular.checks.model_evaluation) ModelInfo (class in deepchecks.tabular.checks.model_evaluation) ModelOnlyBaseCheck (class in deepchecks.core.checks) ModelOnlyCheck (class in deepchecks.tabular) (class in deepchecks.vision) (class in deepchecks.vision.base_checks) models (ModelComparisonContext property) ModelValidationError module deepchecks.core, [1] deepchecks.core.checks deepchecks.core.errors deepchecks.nlp deepchecks.nlp.base_checks deepchecks.nlp.checks deepchecks.nlp.checks.data_integrity deepchecks.nlp.checks.model_evaluation deepchecks.nlp.checks.train_test_validation deepchecks.nlp.context deepchecks.nlp.datasets deepchecks.nlp.datasets.classification deepchecks.nlp.datasets.classification.just_dance_comment_analysis deepchecks.nlp.datasets.classification.tweet_emotion deepchecks.nlp.datasets.token_classification deepchecks.nlp.datasets.token_classification.scierc_ner deepchecks.nlp.metric_utils deepchecks.nlp.suite deepchecks.nlp.suites deepchecks.nlp.text_data deepchecks.nlp.utils deepchecks.tabular deepchecks.tabular.checks deepchecks.tabular.checks.data_integrity deepchecks.tabular.checks.model_evaluation deepchecks.tabular.checks.train_test_validation deepchecks.tabular.datasets deepchecks.tabular.datasets.classification deepchecks.tabular.datasets.classification.adult deepchecks.tabular.datasets.classification.breast_cancer deepchecks.tabular.datasets.classification.iris deepchecks.tabular.datasets.classification.lending_club deepchecks.tabular.datasets.classification.phishing deepchecks.tabular.datasets.regression deepchecks.tabular.datasets.regression.airbnb deepchecks.tabular.datasets.regression.avocado deepchecks.tabular.datasets.regression.wine_quality deepchecks.tabular.integrations deepchecks.tabular.metric_utils deepchecks.tabular.suites deepchecks.tabular.utils deepchecks.tabular.utils.feature_importance deepchecks.tabular.utils.messages deepchecks.tabular.utils.task_inference deepchecks.tabular.utils.task_type deepchecks.tabular.utils.validation deepchecks.utils, [1] deepchecks.utils.array_math deepchecks.utils.correlation_methods deepchecks.utils.dataframes deepchecks.utils.decorators deepchecks.utils.dict_funcs deepchecks.utils.display deepchecks.utils.docref deepchecks.utils.function deepchecks.utils.gower_distance deepchecks.utils.html deepchecks.utils.ipython deepchecks.utils.json_utils deepchecks.utils.logger deepchecks.utils.metrics deepchecks.utils.model deepchecks.utils.outliers deepchecks.utils.plot deepchecks.utils.simple_models deepchecks.utils.single_sample_metrics deepchecks.utils.strings deepchecks.utils.typing deepchecks.utils.validation deepchecks.utils.wandb_utils deepchecks.vision deepchecks.vision.base_checks deepchecks.vision.checks deepchecks.vision.checks.data_integrity deepchecks.vision.checks.model_evaluation deepchecks.vision.checks.train_test_validation deepchecks.vision.context deepchecks.vision.datasets deepchecks.vision.datasets.classification deepchecks.vision.datasets.classification.mnist_tensorflow deepchecks.vision.datasets.classification.mnist_torch deepchecks.vision.datasets.detection deepchecks.vision.datasets.detection.coco_tensorflow deepchecks.vision.datasets.detection.coco_torch deepchecks.vision.datasets.detection.mask deepchecks.vision.datasets.segmentation deepchecks.vision.deprecation_warnings deepchecks.vision.metrics deepchecks.vision.metrics_utils deepchecks.vision.suite deepchecks.vision.suites deepchecks.vision.utils deepchecks.vision.vision_data modules() (MnistModel method) MULTICLASS_SCORERS_NON_AVERAGE (in module deepchecks.tabular.metric_utils) MultiModelPerformanceReport (class in deepchecks.tabular.checks.model_evaluation) MultivariateDrift (class in deepchecks.tabular.checks.train_test_validation)

N

n_samples (Dataset property) (PredictionDrift attribute), [1] (TextData property), [1] (TrainTestPredictionDrift attribute) n_to_show (MetadataSegmentsPerformance attribute) (PropertySegmentsPerformance attribute) (UnderAnnotatedMetaDataSegments attribute) (UnderAnnotatedPropertySegments attribute) (WeakSegmentsPerformance attribute), [1] n_top_features (MetadataSegmentsPerformance attribute) (PropertySegmentsPerformance attribute) (UnderAnnotatedMetaDataSegments attribute) (UnderAnnotatedPropertySegments attribute) (WeakSegmentsPerformance attribute), [1] name (BaseSuite attribute) (Condition attribute) (ConditionResult attribute) (SuiteResult attribute) (TextData attribute) name() (BaseCheck class method), [1] (BoostingOverfit class method) (CalibrationScore class method) (CategoryMismatchTrainTest class method) (ClassImbalance class method) (ClassPerformance class method) (ColumnsInfo class method) (ConflictingLabels class method), [1] (ConfusionMatrixReport class method), [1], [2] (DataDuplicates class method) (DatasetsSizeComparison class method) (DateTrainTestLeakageDuplicates class method) (DateTrainTestLeakageOverlap class method) (FeatureDrift class method) (FeatureFeatureCorrelation class method) (FeatureLabelCorrelation class method) (FeatureLabelCorrelationChange class method) (FrequentSubstrings class method) (HeatmapComparison class method) (IdentifierLabelCorrelation class method), [1] (ImageDatasetDrift class method) (ImagePropertyDrift class method) (ImagePropertyOutliers class method) (IndexTrainTestLeakage class method) (IsSingleValue class method) (LabelDrift class method), [1], [2] (LabelPropertyOutliers class method) (MeanAveragePrecisionReport class method) (MeanAverageRecallReport class method) (MetadataSegmentsPerformance class method) (MixedDataTypes class method) (MixedNulls class method) (ModelComparisonCheck class method) (ModelInferenceTime class method) (ModelInfo class method) (ModelOnlyBaseCheck class method) (ModelOnlyCheck class method), [1], [2] (MultiModelPerformanceReport class method) (MultivariateDrift class method) (NewCategoryTrainTest class method) (NewLabels class method) (NewLabelTrainTest class method) (OutlierSampleDetection class method) (PercentOfNulls class method) (PerformanceBias class method) (PredictionDrift class method), [1], [2] (PropertyDrift class method) (PropertyLabelCorrelation class method), [1] (PropertyLabelCorrelationChange class method) (PropertySegmentsPerformance class method) (RegressionErrorDistribution class method) (RegressionSystematicError class method) (RocReport class method) (SegmentPerformance class method) (SimpleModelComparison class method), [1] (SingleDatasetBaseCheck class method) (SingleDatasetCheck class method), [1], [2], [3], [4] (SingleDatasetPerformance class method), [1], [2] (SpecialCharacters class method), [1] (StringLengthOutOfBounds class method) (StringMismatch class method) (StringMismatchComparison class method) (TextDuplicates class method) (TextEmbeddingsDrift class method) (TextPropertyOutliers class method) (TrainTestBaseCheck class method) (TrainTestCheck class method), [1], [2], [3], [4] (TrainTestFeatureDrift class method) (TrainTestLabelDrift class method), [1] (TrainTestPerformance class method), [1] (TrainTestPredictionDrift class method), [1] (TrainTestSamplesMix class method), [1] (UnderAnnotatedMetaDataSegments class method) (UnderAnnotatedPropertySegments class method) (UnknownTokens class method) (UnusedFeatures class method) (WeakSegmentsPerformance class method), [1] (WholeDatasetDrift class method)

named_buffers() (MnistModel method) named_children() (MnistModel method) named_modules() (MnistModel method) named_parameters() (MnistModel method) NewCategoryTrainTest (class in deepchecks.tabular.checks.train_test_validation) NewLabels (class in deepchecks.vision.checks.train_test_validation) NewLabelTrainTest (class in deepchecks.tabular.checks.train_test_validation) NotEnoughSamplesError num_classes (VisionData property), [1] number_of_images_cached (VisionData property), [1] NumberOfFeaturesLimitError numerical_drift_method (LabelDrift attribute), [1] (PredictionDrift attribute), [1] (TrainTestLabelDrift attribute) (TrainTestPredictionDrift attribute) numerical_features (Dataset property) numerical_metadata (TextData property), [1] numerical_properties (TextData property), [1]

O

ObjectDetectionAveragePrecision (class in deepchecks.vision.metrics) (class in deepchecks.vision.metrics_utils) ObjectDetectionTpFpFn (class in deepchecks.vision.metrics) (class in deepchecks.vision.metrics_utils)

observed_classes (Context property), [1], [2] OutlierSampleDetection (class in deepchecks.tabular.checks.data_integrity)

P

parameters() (MnistModel method) params (Condition attribute) params() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method)

passed() (SuiteResult method) passed_conditions() (CheckResult method) PercentOfNulls (class in deepchecks.tabular.checks.data_integrity) PerfectModel (class in deepchecks.utils.simple_models) PerformanceBias (class in deepchecks.tabular.checks.model_evaluation) plot_row_of_heatmaps() (HeatmapComparison static method) pop() (BatchOutputFormat method), [1] popitem() (BatchOutputFormat method), [1] predict() (BasicModel method) (ClassificationModel method) (ClassificationUniformModel method) (PerfectModel method) (RandomModel method) (RegressionUniformModel method) predict_proba() (ClassificationModel method) (ClassificationUniformModel method) (PerfectModel method) (RandomModel method) PredictionDrift (class in deepchecks.nlp.checks.model_evaluation) (class in deepchecks.tabular.checks.model_evaluation) (class in deepchecks.vision.checks.model_evaluation) predictions (BatchOutputFormat attribute) print_traceback() (CheckFailure method) priority (CheckResult property) (ConditionResult property) process_conditions() (CheckResult method) processed_folder (TorchMnistDataset property) ProgressBarGroup (class in deepchecks.utils.ipython) properties (TextData property), [1] property_reduce() (ImagePropertyDrift static method) (LabelDrift static method) (PredictionDrift static method) (TrainTestLabelDrift static method) (TrainTestPredictionDrift static method) PropertyDrift (class in deepchecks.nlp.checks.train_test_validation) PropertyLabelCorrelation (class in deepchecks.nlp.checks.data_integrity) (class in deepchecks.vision.checks.data_integrity) PropertyLabelCorrelationChange (class in deepchecks.vision.checks.train_test_validation) PropertySegmentsPerformance (class in deepchecks.nlp.checks.model_evaluation)

R

raise_if_multi_label_task() (Context method), [1] raise_if_token_classification_task() (Context method), [1] random_state (MetadataSegmentsPerformance attribute) (PredictionDrift attribute), [1] (PropertySegmentsPerformance attribute) (TrainTestPredictionDrift attribute) (UnderAnnotatedMetaDataSegments attribute) (UnderAnnotatedPropertySegments attribute) (WeakSegmentsPerformance attribute), [1] RandomModel (class in deepchecks.utils.simple_models) raw_folder (IterableTorchMnistDataset property) (TorchMnistDataset property) reduce_ex_hook (IterableTorchMnistDataset attribute) reduce_output() (CategoryMismatchTrainTest method) (CheckResult method) (FeatureDrift method) (ImagePropertyDrift method) (LabelDrift method), [1] (MixedNulls method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (PercentOfNulls method) (PredictionDrift method), [1] (SingleDatasetPerformance method), [1], [2] (StringMismatch method) (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPredictionDrift method), [1] register (ProgressBarGroup attribute) register_backward_hook() (MnistModel method) register_buffer() (MnistModel method) register_datapipe_as_function() (CocoDataset class method) (IterableTorchMnistDataset class method) (MaskDataset class method) (TorchMnistDataset class method) register_forward_hook() (MnistModel method) register_forward_pre_hook() (MnistModel method) register_full_backward_hook() (MnistModel method) register_function() (CocoDataset class method) (IterableTorchMnistDataset class method) (MaskDataset class method) (TorchMnistDataset class method) register_parameter() (MnistModel method) RegressionErrorDistribution (class in deepchecks.tabular.checks.model_evaluation) RegressionSystematicError (class in deepchecks.tabular.checks.model_evaluation) RegressionUniformModel (class in deepchecks.utils.simple_models) reinforce_type() (IterableTorchMnistDataset method) remove() (BaseSuite method) (ModelComparisonSuite method) (Suite method), [1], [2], [3], [4] remove_condition() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method) required_output_keys (AveragePrecisionRecall attribute) (CustomClassificationScorer attribute) (MeanDice attribute) (MeanIoU attribute) (ObjectDetectionAveragePrecision attribute), [1] (ObjectDetectionTpFpFn attribute), [1] (TpFpFn attribute) requires_grad_() (MnistModel method) reset() (AveragePrecisionRecall method) (CustomClassificationScorer method) (CustomMetric method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) resources (IterableTorchMnistDataset attribute) (TorchMnistDataset attribute) results (SuiteResult attribute) RocReport (class in deepchecks.tabular.checks.model_evaluation) run() (BaseCheck method), [1] (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (in module deepchecks.nlp.Suite), [1], [2] (in module deepchecks.tabular.Suite), [1], [2], [3] (in module deepchecks.vision.Suite), [1], [2], [3] (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelComparisonSuite method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (Suite method), [1], [2], [3], [4] (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method)

run_available_kwargs() (in module deepchecks.utils.function) run_logic() (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (ClassImbalance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (IdentifierLabelCorrelation method), [1] (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1] (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyCheck method) (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1] (PropertyDrift method) (PropertyLabelCorrelation method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method) (SingleDatasetCheck method), [1], [2] (SingleDatasetPerformance method), [1] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestCheck method), [1], [2] (TrainTestFeatureDrift method) (TrainTestLabelDrift method) (TrainTestPerformance method), [1] (TrainTestPredictionDrift method) (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method) (WholeDatasetDrift method) run_on_data_and_label() (DeepcheckScorer method) run_on_pred() (DeepcheckScorer method) run_time (CheckFailure attribute) (CheckResult attribute)

S

sample() (Dataset method) (TextData method), [1] save_as_cml_markdown() (SuiteResult method) save_as_html() (CheckFailure method) (CheckResult method) (SuiteResult method) save_properties() (TextData method), [1] score_perfect() (DeepcheckScorer method) segment_minimum_size_ratio (MetadataSegmentsPerformance attribute) (PropertySegmentsPerformance attribute) (UnderAnnotatedMetaDataSegments attribute) (UnderAnnotatedPropertySegments attribute) (WeakSegmentsPerformance attribute), [1] SegmentPerformance (class in deepchecks.tabular.checks.model_evaluation) select() (Dataset method) select_from_dataframe() (in module deepchecks.utils.dataframes) select_results() (SuiteResult method) sequence_to_numpy() (in module deepchecks.utils.array_math) set_embeddings() (TextData method), [1] set_extra_state() (MnistModel method) set_metadata() (TextData method), [1] set_name() (ConditionResult method) set_properties() (TextData method), [1] set_reduce_ex_hook() (IterableTorchMnistDataset class method) set_verbosity() (in module deepchecks.utils.logger) setdefault() (BatchOutputFormat method), [1] share_memory() (MnistModel method) sharp_drop_outliers_range() (in module deepchecks.utils.outliers) shifted_color_map() (in module deepchecks.utils.plot) show() (CheckFailure method) (CheckResult method) (SuiteResult method) show_categories_by (PredictionDrift attribute), [1] (TrainTestPredictionDrift attribute) show_in_iframe() (CheckFailure method) (CheckResult method) (SuiteResult method) show_in_window() (CheckFailure method) (CheckResult method) (SuiteResult method) show_not_interactive() (CheckFailure method) (CheckResult method) (SuiteResult method)

SimpleModelComparison (class in deepchecks.tabular.checks.model_evaluation) (class in deepchecks.vision.checks.model_evaluation) SingleDatasetBaseCheck (class in deepchecks.core.checks) SingleDatasetCheck (class in deepchecks.nlp) (class in deepchecks.nlp.base_checks) (class in deepchecks.tabular) (class in deepchecks.vision) (class in deepchecks.vision.base_checks) SingleDatasetPerformance (class in deepchecks.nlp.checks.model_evaluation) (class in deepchecks.tabular.checks.model_evaluation) (class in deepchecks.vision.checks.model_evaluation) sort_dict() (in module deepchecks.utils.dict_funcs) SpecialCharacters (class in deepchecks.nlp.checks.data_integrity) (class in deepchecks.tabular.checks.data_integrity) split_and_keep() (in module deepchecks.utils.strings) split_by_order() (in module deepchecks.utils.strings) split_camel_case() (in module deepchecks.utils.strings) started() (AveragePrecisionRecall method) (CustomClassificationScorer method) (MeanDice method) (MeanIoU method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (TpFpFn method) state_dict() (MnistModel method) string_baseform() (in module deepchecks.utils.strings) StringLengthOutOfBounds (class in deepchecks.tabular.checks.data_integrity) StringMismatch (class in deepchecks.tabular.checks.data_integrity) StringMismatchComparison (class in deepchecks.tabular.checks.train_test_validation) Substitution (class in deepchecks.utils.decorators) Suite (class in deepchecks.nlp) (class in deepchecks.nlp.suite) (class in deepchecks.tabular) (class in deepchecks.vision) (class in deepchecks.vision.suite) SuiteResult (class in deepchecks.core) supported_checks() (BaseSuite class method) (ModelComparisonSuite class method) (Suite class method), [1], [2], [3], [4] symmetric_theil_u_correlation() (in module deepchecks.utils.correlation_methods)

T

task_type (Context property), [1], [2], [3] (TextData property), [1] (VisionData property), [1] TaskType (class in deepchecks.tabular.metric_utils) (class in deepchecks.tabular.utils.task_type) (class in deepchecks.vision.vision_data) test (Context property), [1], [2], [3] test_data (TorchMnistDataset property) test_file (TorchMnistDataset attribute) test_labels (TorchMnistDataset property) text (TextData property), [1] TextData (class in deepchecks.nlp) (class in deepchecks.nlp.text_data) TextDuplicates (class in deepchecks.nlp.checks.data_integrity) TextEmbeddingsDrift (class in deepchecks.nlp.checks.train_test_validation) TextPropertyOutliers (class in deepchecks.nlp.checks.data_integrity) theil_u_correlation() (in module deepchecks.utils.correlation_methods) to() (MnistModel method) to_empty() (MnistModel method) to_json() (BaseCheck method), [1] (BaseSuite method) (BoostingOverfit method) (CalibrationScore method) (CategoryMismatchTrainTest method) (CheckFailure method) (CheckResult method) (ClassImbalance method) (ClassPerformance method) (ColumnsInfo method) (ConflictingLabels method), [1] (ConfusionMatrixReport method), [1], [2] (DataDuplicates method) (DatasetsSizeComparison method) (DateTrainTestLeakageDuplicates method) (DateTrainTestLeakageOverlap method) (FeatureDrift method) (FeatureFeatureCorrelation method) (FeatureLabelCorrelation method) (FeatureLabelCorrelationChange method) (FrequentSubstrings method) (HeatmapComparison method) (IdentifierLabelCorrelation method), [1] (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (IndexTrainTestLeakage method) (IsSingleValue method) (LabelDrift method), [1], [2] (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MetadataSegmentsPerformance method) (MixedDataTypes method) (MixedNulls method) (ModelComparisonCheck method) (ModelComparisonSuite method) (ModelInferenceTime method) (ModelInfo method) (ModelOnlyBaseCheck method) (ModelOnlyCheck method), [1], [2] (MultiModelPerformanceReport method) (MultivariateDrift method) (NewCategoryTrainTest method) (NewLabels method) (NewLabelTrainTest method) (OutlierSampleDetection method) (PercentOfNulls method) (PerformanceBias method) (PredictionDrift method), [1], [2] (PropertyDrift method) (PropertyLabelCorrelation method), [1] (PropertyLabelCorrelationChange method) (PropertySegmentsPerformance method) (RegressionErrorDistribution method) (RegressionSystematicError method) (RocReport method) (SegmentPerformance method) (SimpleModelComparison method), [1] (SingleDatasetBaseCheck method) (SingleDatasetCheck method), [1], [2], [3], [4] (SingleDatasetPerformance method), [1], [2] (SpecialCharacters method), [1] (StringLengthOutOfBounds method) (StringMismatch method) (StringMismatchComparison method) (Suite method), [1], [2], [3], [4] (SuiteResult method) (TextDuplicates method) (TextEmbeddingsDrift method) (TextPropertyOutliers method) (TrainTestBaseCheck method) (TrainTestCheck method), [1], [2], [3], [4] (TrainTestFeatureDrift method) (TrainTestLabelDrift method), [1] (TrainTestPerformance method), [1] (TrainTestPredictionDrift method), [1] (TrainTestSamplesMix method), [1] (UnderAnnotatedMetaDataSegments method) (UnderAnnotatedPropertySegments method) (UnknownTokens method) (UnusedFeatures method) (WeakSegmentsPerformance method), [1] (WholeDatasetDrift method)

to_snake_case() (in module deepchecks.utils.strings) to_wandb() (CheckFailure method) (CheckResult method) (SuiteResult method) to_widget() (CheckFailure method) (CheckResult method) (SuiteResult method) tokenized_text (TextData property), [1] TorchMnistDataset (class in deepchecks.vision.datasets.classification.mnist_torch) TpFpFn (class in deepchecks.vision.metrics_utils) train (Context property), [1], [2], [3] train() (MnistModel method) train_data (TorchMnistDataset property) train_labels (TorchMnistDataset property) train_test_split() (Dataset method) train_test_validation() (in module deepchecks.nlp.suites) (in module deepchecks.tabular.suites) (in module deepchecks.vision.suites) training_file (TorchMnistDataset attribute) TrainTestBaseCheck (class in deepchecks.core.checks) TrainTestCheck (class in deepchecks.nlp) (class in deepchecks.nlp.base_checks) (class in deepchecks.tabular) (class in deepchecks.vision) (class in deepchecks.vision.base_checks) TrainTestFeatureDrift (class in deepchecks.tabular.checks.train_test_validation) TrainTestLabelDrift (class in deepchecks.tabular.checks.train_test_validation) (class in deepchecks.vision.checks.train_test_validation) TrainTestPerformance (class in deepchecks.nlp.checks.model_evaluation) (class in deepchecks.tabular.checks.model_evaluation) TrainTestPredictionDrift (class in deepchecks.tabular.checks.model_evaluation) (class in deepchecks.vision.checks.model_evaluation) TrainTestSamplesMix (class in deepchecks.nlp.checks.train_test_validation) (class in deepchecks.tabular.checks.train_test_validation) truncate_string() (in module deepchecks.utils.strings) type (IterableTorchMnistDataset attribute) type() (MnistModel method)

U

un_numpy() (in module deepchecks.utils.dataframes) UnderAnnotatedMetaDataSegments (class in deepchecks.nlp.checks.data_integrity) UnderAnnotatedPropertySegments (class in deepchecks.nlp.checks.data_integrity) UnknownTokens (class in deepchecks.nlp.checks.data_integrity) UnusedFeatures (class in deepchecks.tabular.checks.model_evaluation) update() (AveragePrecisionRecall method) (BatchOutputFormat method), [1] (ClassPerformance method) (ConfusionMatrixReport method) (CustomClassificationScorer method) (CustomMetric method) (HeatmapComparison method) (ImageDatasetDrift method) (ImagePropertyDrift method) (ImagePropertyOutliers method) (LabelDrift method) (LabelPropertyOutliers method) (MeanAveragePrecisionReport method) (MeanAverageRecallReport method) (MeanDice method) (MeanIoU method) (NewLabels method) (ObjectDetectionAveragePrecision method), [1] (ObjectDetectionTpFpFn method), [1] (PredictionDrift method) (PropertyLabelCorrelation method) (PropertyLabelCorrelationChange method) (SimpleModelComparison method) (SingleDatasetCheck method), [1] (SingleDatasetPerformance method) (Substitution method) (TpFpFn method) (TrainTestCheck method), [1] (TrainTestLabelDrift method) (TrainTestPredictionDrift method) (WeakSegmentsPerformance method)

update_cache() (VisionData method), [1] update_classification() (ConfusionMatrixReport method) update_object_detection() (ConfusionMatrixReport method)

V

validate() (VisionData method), [1] validate_attributes() (PerformanceBias method) validate_columns_exist() (in module deepchecks.utils.dataframes) validate_feature_importance() (in module deepchecks.tabular.utils.feature_importance) validate_fitting() (DeepcheckScorer method) validate_model() (in module deepchecks.tabular.utils.validation) validate_scorer_multilabel_output() (DeepcheckScorer method)

validate_scorers() (in module deepchecks.nlp.metric_utils) validate_textdata_compatibility() (TextData method), [1] ValidationError value (CheckResult attribute) values() (BatchOutputFormat method), [1] (TaskType class method) VisionData (class in deepchecks.vision) (class in deepchecks.vision.vision_data)

W

wandb_run() (in module deepchecks.utils.wandb_utils) WeakSegmentsPerformance (class in deepchecks.tabular.checks.model_evaluation) (class in deepchecks.vision.checks.model_evaluation) WholeDatasetDrift (class in deepchecks.tabular.checks.train_test_validation) widget_serializer (CheckFailure property) (CheckResult property) (SuiteResult property)

widget_to_html() (in module deepchecks.utils.strings) widget_to_html_string() (in module deepchecks.utils.strings) with_display (Context property), [1], [2], [3]

X

xpu() (MnistModel method)

Z

zero_grad() (MnistModel method)