vision
Getting Started
User Guide
Tabular Checks
Vision Checks
API Reference
0.7
GitHub
Slack
PyPI
Report a problem
Show Source
API Reference
deepchecks.core
errors
DeepchecksValueError
DeepchecksNotSupportedError
DeepchecksProcessError
NumberOfFeaturesLimitError
DatasetValidationError
ModelValidationError
DeepchecksNotImplementedError
ValidationError
DeepchecksBaseError
NotEnoughSamplesError
DeepchecksTimeoutError
BaseCheck
BaseCheck.add_condition
BaseCheck.clean_conditions
BaseCheck.conditions_decision
BaseCheck.finalize_check_result
BaseCheck.metadata
BaseCheck.name
BaseCheck.params
BaseCheck.remove_condition
BaseCheck.run
CheckResult
CheckResult.priority
CheckResult.value
CheckResult.header
CheckResult.display
CheckResult.conditions_results
CheckResult.display_check
CheckResult.from_json
CheckResult.get_check_id
CheckResult.get_header
CheckResult.get_metadata
CheckResult.have_conditions
CheckResult.have_display
CheckResult.passed_conditions
CheckResult.process_conditions
CheckResult.save_as_html
CheckResult.show
CheckResult.to_json
CheckResult.to_wandb
CheckResult.to_widget
CheckFailure
CheckFailure.display_check
CheckFailure.from_json
CheckFailure.get_check_id
CheckFailure.get_header
CheckFailure.get_metadata
CheckFailure.print_traceback
CheckFailure.save_as_html
CheckFailure.show
CheckFailure.to_json
CheckFailure.to_wandb
CheckFailure.to_widget
Condition
Condition.name
Condition.function
Condition.params
ConditionResult
ConditionResult.is_pass
ConditionResult.priority
ConditionResult.category
ConditionResult.details
ConditionResult.name
ConditionResult.get_icon
ConditionResult.set_name
ConditionCategory
BaseSuite
BaseSuite.checks
BaseSuite.name
BaseSuite.add
BaseSuite.remove
BaseSuite.supported_checks
SuiteResult
SuiteResult.name
SuiteResult.extra_info
SuiteResult.results
SuiteResult.from_json
SuiteResult.get_failures
SuiteResult.save_as_html
SuiteResult.select_results
SuiteResult.show
SuiteResult.to_json
SuiteResult.to_wandb
SuiteResult.to_widget
deepchecks.tabular
checks
data_integrity
ColumnsInfo
ColumnsInfo.add_condition
ColumnsInfo.clean_conditions
ColumnsInfo.conditions_decision
ColumnsInfo.finalize_check_result
ColumnsInfo.metadata
ColumnsInfo.name
ColumnsInfo.params
ColumnsInfo.remove_condition
ColumnsInfo.run
ColumnsInfo.run_logic
MixedNulls
MixedNulls.add_condition
MixedNulls.add_condition_different_nulls_not_more_than
MixedNulls.clean_conditions
MixedNulls.conditions_decision
MixedNulls.finalize_check_result
MixedNulls.metadata
MixedNulls.name
MixedNulls.params
MixedNulls.remove_condition
MixedNulls.run
MixedNulls.run_logic
StringMismatch
StringMismatch.add_condition
StringMismatch.add_condition_no_variants
StringMismatch.add_condition_not_more_variants_than
StringMismatch.add_condition_ratio_variants_not_greater_than
StringMismatch.clean_conditions
StringMismatch.conditions_decision
StringMismatch.finalize_check_result
StringMismatch.metadata
StringMismatch.name
StringMismatch.params
StringMismatch.remove_condition
StringMismatch.run
StringMismatch.run_logic
MixedDataTypes
MixedDataTypes.add_condition
MixedDataTypes.add_condition_rare_type_ratio_not_in_range
MixedDataTypes.clean_conditions
MixedDataTypes.conditions_decision
MixedDataTypes.finalize_check_result
MixedDataTypes.metadata
MixedDataTypes.name
MixedDataTypes.params
MixedDataTypes.remove_condition
MixedDataTypes.run
MixedDataTypes.run_logic
IsSingleValue
IsSingleValue.add_condition
IsSingleValue.add_condition_not_single_value
IsSingleValue.clean_conditions
IsSingleValue.conditions_decision
IsSingleValue.finalize_check_result
IsSingleValue.metadata
IsSingleValue.name
IsSingleValue.params
IsSingleValue.remove_condition
IsSingleValue.run
IsSingleValue.run_logic
SpecialCharacters
SpecialCharacters.add_condition
SpecialCharacters.add_condition_ratio_of_special_characters_not_grater_than
SpecialCharacters.clean_conditions
SpecialCharacters.conditions_decision
SpecialCharacters.finalize_check_result
SpecialCharacters.metadata
SpecialCharacters.name
SpecialCharacters.params
SpecialCharacters.remove_condition
SpecialCharacters.run
SpecialCharacters.run_logic
StringLengthOutOfBounds
StringLengthOutOfBounds.add_condition
StringLengthOutOfBounds.add_condition_number_of_outliers_not_greater_than
StringLengthOutOfBounds.add_condition_ratio_of_outliers_not_greater_than
StringLengthOutOfBounds.clean_conditions
StringLengthOutOfBounds.conditions_decision
StringLengthOutOfBounds.finalize_check_result
StringLengthOutOfBounds.metadata
StringLengthOutOfBounds.name
StringLengthOutOfBounds.params
StringLengthOutOfBounds.remove_condition
StringLengthOutOfBounds.run
StringLengthOutOfBounds.run_logic
DataDuplicates
DataDuplicates.add_condition
DataDuplicates.add_condition_ratio_not_greater_than
DataDuplicates.clean_conditions
DataDuplicates.conditions_decision
DataDuplicates.finalize_check_result
DataDuplicates.metadata
DataDuplicates.name
DataDuplicates.params
DataDuplicates.remove_condition
DataDuplicates.run
DataDuplicates.run_logic
ConflictingLabels
ConflictingLabels.add_condition
ConflictingLabels.add_condition_ratio_of_conflicting_labels_not_greater_than
ConflictingLabels.clean_conditions
ConflictingLabels.conditions_decision
ConflictingLabels.finalize_check_result
ConflictingLabels.metadata
ConflictingLabels.name
ConflictingLabels.params
ConflictingLabels.remove_condition
ConflictingLabels.run
ConflictingLabels.run_logic
OutlierSampleDetection
OutlierSampleDetection.add_condition
OutlierSampleDetection.add_condition_no_outliers
OutlierSampleDetection.add_condition_outlier_ratio_not_greater_than
OutlierSampleDetection.clean_conditions
OutlierSampleDetection.conditions_decision
OutlierSampleDetection.finalize_check_result
OutlierSampleDetection.metadata
OutlierSampleDetection.name
OutlierSampleDetection.params
OutlierSampleDetection.remove_condition
OutlierSampleDetection.run
OutlierSampleDetection.run_logic
FeatureLabelCorrelation
FeatureLabelCorrelation.add_condition
FeatureLabelCorrelation.add_condition_feature_pps_not_greater_than
FeatureLabelCorrelation.clean_conditions
FeatureLabelCorrelation.conditions_decision
FeatureLabelCorrelation.finalize_check_result
FeatureLabelCorrelation.metadata
FeatureLabelCorrelation.name
FeatureLabelCorrelation.params
FeatureLabelCorrelation.remove_condition
FeatureLabelCorrelation.run
FeatureLabelCorrelation.run_logic
train_test_validation
CategoryMismatchTrainTest
CategoryMismatchTrainTest.add_condition
CategoryMismatchTrainTest.add_condition_new_categories_not_greater_than
CategoryMismatchTrainTest.add_condition_new_category_ratio_not_greater_than
CategoryMismatchTrainTest.clean_conditions
CategoryMismatchTrainTest.conditions_decision
CategoryMismatchTrainTest.finalize_check_result
CategoryMismatchTrainTest.metadata
CategoryMismatchTrainTest.name
CategoryMismatchTrainTest.params
CategoryMismatchTrainTest.remove_condition
CategoryMismatchTrainTest.run
CategoryMismatchTrainTest.run_logic
DatasetsSizeComparison
DatasetsSizeComparison.add_condition
DatasetsSizeComparison.add_condition_test_size_not_smaller_than
DatasetsSizeComparison.add_condition_test_train_size_ratio_not_smaller_than
DatasetsSizeComparison.add_condition_train_dataset_not_smaller_than_test
DatasetsSizeComparison.clean_conditions
DatasetsSizeComparison.conditions_decision
DatasetsSizeComparison.finalize_check_result
DatasetsSizeComparison.metadata
DatasetsSizeComparison.name
DatasetsSizeComparison.params
DatasetsSizeComparison.remove_condition
DatasetsSizeComparison.run
DatasetsSizeComparison.run_logic
DateTrainTestLeakageDuplicates
DateTrainTestLeakageDuplicates.add_condition
DateTrainTestLeakageDuplicates.add_condition_leakage_ratio_not_greater_than
DateTrainTestLeakageDuplicates.clean_conditions
DateTrainTestLeakageDuplicates.conditions_decision
DateTrainTestLeakageDuplicates.finalize_check_result
DateTrainTestLeakageDuplicates.metadata
DateTrainTestLeakageDuplicates.name
DateTrainTestLeakageDuplicates.params
DateTrainTestLeakageDuplicates.remove_condition
DateTrainTestLeakageDuplicates.run
DateTrainTestLeakageDuplicates.run_logic
DateTrainTestLeakageOverlap
DateTrainTestLeakageOverlap.add_condition
DateTrainTestLeakageOverlap.add_condition_leakage_ratio_not_greater_than
DateTrainTestLeakageOverlap.clean_conditions
DateTrainTestLeakageOverlap.conditions_decision
DateTrainTestLeakageOverlap.finalize_check_result
DateTrainTestLeakageOverlap.metadata
DateTrainTestLeakageOverlap.name
DateTrainTestLeakageOverlap.params
DateTrainTestLeakageOverlap.remove_condition
DateTrainTestLeakageOverlap.run
DateTrainTestLeakageOverlap.run_logic
DominantFrequencyChange
DominantFrequencyChange.add_condition
DominantFrequencyChange.add_condition_p_value_not_less_than
DominantFrequencyChange.add_condition_ratio_of_change_not_greater_than
DominantFrequencyChange.clean_conditions
DominantFrequencyChange.conditions_decision
DominantFrequencyChange.finalize_check_result
DominantFrequencyChange.metadata
DominantFrequencyChange.name
DominantFrequencyChange.params
DominantFrequencyChange.remove_condition
DominantFrequencyChange.run
DominantFrequencyChange.run_logic
IdentifierLeakage
IdentifierLeakage.add_condition
IdentifierLeakage.add_condition_pps_not_greater_than
IdentifierLeakage.clean_conditions
IdentifierLeakage.conditions_decision
IdentifierLeakage.finalize_check_result
IdentifierLeakage.metadata
IdentifierLeakage.name
IdentifierLeakage.params
IdentifierLeakage.remove_condition
IdentifierLeakage.run
IdentifierLeakage.run_logic
IndexTrainTestLeakage
IndexTrainTestLeakage.add_condition
IndexTrainTestLeakage.add_condition_ratio_not_greater_than
IndexTrainTestLeakage.clean_conditions
IndexTrainTestLeakage.conditions_decision
IndexTrainTestLeakage.finalize_check_result
IndexTrainTestLeakage.metadata
IndexTrainTestLeakage.name
IndexTrainTestLeakage.params
IndexTrainTestLeakage.remove_condition
IndexTrainTestLeakage.run
IndexTrainTestLeakage.run_logic
NewLabelTrainTest
NewLabelTrainTest.add_condition
NewLabelTrainTest.add_condition_new_label_ratio_not_greater_than
NewLabelTrainTest.add_condition_new_labels_not_greater_than
NewLabelTrainTest.clean_conditions
NewLabelTrainTest.conditions_decision
NewLabelTrainTest.finalize_check_result
NewLabelTrainTest.metadata
NewLabelTrainTest.name
NewLabelTrainTest.params
NewLabelTrainTest.remove_condition
NewLabelTrainTest.run
NewLabelTrainTest.run_logic
FeatureLabelCorrelationChange
FeatureLabelCorrelationChange.add_condition
FeatureLabelCorrelationChange.add_condition_feature_pps_difference_not_greater_than
FeatureLabelCorrelationChange.add_condition_feature_pps_in_train_not_greater_than
FeatureLabelCorrelationChange.clean_conditions
FeatureLabelCorrelationChange.conditions_decision
FeatureLabelCorrelationChange.finalize_check_result
FeatureLabelCorrelationChange.metadata
FeatureLabelCorrelationChange.name
FeatureLabelCorrelationChange.params
FeatureLabelCorrelationChange.remove_condition
FeatureLabelCorrelationChange.run
FeatureLabelCorrelationChange.run_logic
StringMismatchComparison
StringMismatchComparison.add_condition
StringMismatchComparison.add_condition_no_new_variants
StringMismatchComparison.add_condition_ratio_new_variants_not_greater_than
StringMismatchComparison.clean_conditions
StringMismatchComparison.conditions_decision
StringMismatchComparison.finalize_check_result
StringMismatchComparison.metadata
StringMismatchComparison.name
StringMismatchComparison.params
StringMismatchComparison.remove_condition
StringMismatchComparison.run
StringMismatchComparison.run_logic
TrainTestFeatureDrift
TrainTestFeatureDrift.add_condition
TrainTestFeatureDrift.add_condition_drift_score_not_greater_than
TrainTestFeatureDrift.clean_conditions
TrainTestFeatureDrift.conditions_decision
TrainTestFeatureDrift.finalize_check_result
TrainTestFeatureDrift.metadata
TrainTestFeatureDrift.name
TrainTestFeatureDrift.params
TrainTestFeatureDrift.remove_condition
TrainTestFeatureDrift.run
TrainTestFeatureDrift.run_logic
TrainTestLabelDrift
TrainTestLabelDrift.add_condition
TrainTestLabelDrift.add_condition_drift_score_not_greater_than
TrainTestLabelDrift.clean_conditions
TrainTestLabelDrift.conditions_decision
TrainTestLabelDrift.finalize_check_result
TrainTestLabelDrift.metadata
TrainTestLabelDrift.name
TrainTestLabelDrift.params
TrainTestLabelDrift.remove_condition
TrainTestLabelDrift.run
TrainTestLabelDrift.run_logic
TrainTestSamplesMix
TrainTestSamplesMix.add_condition
TrainTestSamplesMix.add_condition_duplicates_ratio_not_greater_than
TrainTestSamplesMix.clean_conditions
TrainTestSamplesMix.conditions_decision
TrainTestSamplesMix.finalize_check_result
TrainTestSamplesMix.metadata
TrainTestSamplesMix.name
TrainTestSamplesMix.params
TrainTestSamplesMix.remove_condition
TrainTestSamplesMix.run
TrainTestSamplesMix.run_logic
WholeDatasetDrift
WholeDatasetDrift.add_condition
WholeDatasetDrift.add_condition_overall_drift_value_not_greater_than
WholeDatasetDrift.clean_conditions
WholeDatasetDrift.conditions_decision
WholeDatasetDrift.finalize_check_result
WholeDatasetDrift.metadata
WholeDatasetDrift.name
WholeDatasetDrift.params
WholeDatasetDrift.remove_condition
WholeDatasetDrift.run
WholeDatasetDrift.run_logic
model_evaluation
BoostingOverfit
BoostingOverfit.add_condition
BoostingOverfit.add_condition_test_score_percent_decline_not_greater_than
BoostingOverfit.clean_conditions
BoostingOverfit.conditions_decision
BoostingOverfit.finalize_check_result
BoostingOverfit.metadata
BoostingOverfit.name
BoostingOverfit.params
BoostingOverfit.remove_condition
BoostingOverfit.run
BoostingOverfit.run_logic
CalibrationScore
CalibrationScore.add_condition
CalibrationScore.clean_conditions
CalibrationScore.conditions_decision
CalibrationScore.finalize_check_result
CalibrationScore.metadata
CalibrationScore.name
CalibrationScore.params
CalibrationScore.remove_condition
CalibrationScore.run
CalibrationScore.run_logic
ConfusionMatrixReport
ConfusionMatrixReport.add_condition
ConfusionMatrixReport.clean_conditions
ConfusionMatrixReport.conditions_decision
ConfusionMatrixReport.finalize_check_result
ConfusionMatrixReport.metadata
ConfusionMatrixReport.name
ConfusionMatrixReport.params
ConfusionMatrixReport.remove_condition
ConfusionMatrixReport.run
ConfusionMatrixReport.run_logic
ModelErrorAnalysis
ModelErrorAnalysis.add_condition
ModelErrorAnalysis.add_condition_segments_performance_relative_difference_not_greater_than
ModelErrorAnalysis.clean_conditions
ModelErrorAnalysis.conditions_decision
ModelErrorAnalysis.finalize_check_result
ModelErrorAnalysis.metadata
ModelErrorAnalysis.name
ModelErrorAnalysis.params
ModelErrorAnalysis.remove_condition
ModelErrorAnalysis.run
ModelErrorAnalysis.run_logic
ModelInferenceTime
ModelInferenceTime.add_condition
ModelInferenceTime.add_condition_inference_time_is_not_greater_than
ModelInferenceTime.clean_conditions
ModelInferenceTime.conditions_decision
ModelInferenceTime.finalize_check_result
ModelInferenceTime.metadata
ModelInferenceTime.name
ModelInferenceTime.params
ModelInferenceTime.remove_condition
ModelInferenceTime.run
ModelInferenceTime.run_logic
ModelInfo
ModelInfo.add_condition
ModelInfo.clean_conditions
ModelInfo.conditions_decision
ModelInfo.finalize_check_result
ModelInfo.metadata
ModelInfo.name
ModelInfo.params
ModelInfo.remove_condition
ModelInfo.run
ModelInfo.run_logic
MultiModelPerformanceReport
MultiModelPerformanceReport.add_condition
MultiModelPerformanceReport.clean_conditions
MultiModelPerformanceReport.conditions_decision
MultiModelPerformanceReport.finalize_check_result
MultiModelPerformanceReport.metadata
MultiModelPerformanceReport.name
MultiModelPerformanceReport.params
MultiModelPerformanceReport.remove_condition
MultiModelPerformanceReport.run
MultiModelPerformanceReport.run_logic
PerformanceReport
PerformanceReport.add_condition
PerformanceReport.add_condition_class_performance_imbalance_ratio_not_greater_than
PerformanceReport.add_condition_test_performance_not_less_than
PerformanceReport.add_condition_train_test_relative_degradation_not_greater_than
PerformanceReport.clean_conditions
PerformanceReport.conditions_decision
PerformanceReport.finalize_check_result
PerformanceReport.metadata
PerformanceReport.name
PerformanceReport.params
PerformanceReport.remove_condition
PerformanceReport.run
PerformanceReport.run_logic
RegressionErrorDistribution
RegressionErrorDistribution.add_condition
RegressionErrorDistribution.add_condition_kurtosis_not_less_than
RegressionErrorDistribution.clean_conditions
RegressionErrorDistribution.conditions_decision
RegressionErrorDistribution.finalize_check_result
RegressionErrorDistribution.metadata
RegressionErrorDistribution.name
RegressionErrorDistribution.params
RegressionErrorDistribution.remove_condition
RegressionErrorDistribution.run
RegressionErrorDistribution.run_logic
RegressionSystematicError
RegressionSystematicError.add_condition
RegressionSystematicError.add_condition_systematic_error_ratio_to_rmse_not_greater_than
RegressionSystematicError.clean_conditions
RegressionSystematicError.conditions_decision
RegressionSystematicError.finalize_check_result
RegressionSystematicError.metadata
RegressionSystematicError.name
RegressionSystematicError.params
RegressionSystematicError.remove_condition
RegressionSystematicError.run
RegressionSystematicError.run_logic
RocReport
RocReport.add_condition
RocReport.add_condition_auc_not_less_than
RocReport.clean_conditions
RocReport.conditions_decision
RocReport.finalize_check_result
RocReport.metadata
RocReport.name
RocReport.params
RocReport.remove_condition
RocReport.run
RocReport.run_logic
SegmentPerformance
SegmentPerformance.feature_1
SegmentPerformance.feature_2
SegmentPerformance.scorer
SegmentPerformance.max_segments
SegmentPerformance.add_condition
SegmentPerformance.clean_conditions
SegmentPerformance.conditions_decision
SegmentPerformance.finalize_check_result
SegmentPerformance.metadata
SegmentPerformance.name
SegmentPerformance.params
SegmentPerformance.remove_condition
SegmentPerformance.run
SegmentPerformance.run_logic
SimpleModelComparison
SimpleModelComparison.add_condition
SimpleModelComparison.add_condition_gain_not_less_than
SimpleModelComparison.clean_conditions
SimpleModelComparison.conditions_decision
SimpleModelComparison.finalize_check_result
SimpleModelComparison.metadata
SimpleModelComparison.name
SimpleModelComparison.params
SimpleModelComparison.remove_condition
SimpleModelComparison.run
SimpleModelComparison.run_logic
TrainTestPredictionDrift
TrainTestPredictionDrift.add_condition
TrainTestPredictionDrift.add_condition_drift_score_not_greater_than
TrainTestPredictionDrift.clean_conditions
TrainTestPredictionDrift.conditions_decision
TrainTestPredictionDrift.finalize_check_result
TrainTestPredictionDrift.metadata
TrainTestPredictionDrift.name
TrainTestPredictionDrift.params
TrainTestPredictionDrift.remove_condition
TrainTestPredictionDrift.run
TrainTestPredictionDrift.run_logic
UnusedFeatures
UnusedFeatures.add_condition
UnusedFeatures.add_condition_number_of_high_variance_unused_features_not_greater_than
UnusedFeatures.clean_conditions
UnusedFeatures.conditions_decision
UnusedFeatures.finalize_check_result
UnusedFeatures.metadata
UnusedFeatures.name
UnusedFeatures.params
UnusedFeatures.remove_condition
UnusedFeatures.run
UnusedFeatures.run_logic
suites
single_dataset_integrity
train_test_leakage
train_test_validation
model_evaluation
full_suite
data_integrity
datasets
classification
breast_cancer
load_data
load_fitted_model
iris
load_data
load_fitted_model
phishing
load_data
load_fitted_model
adult
load_data
load_fitted_model
regression
avocado
load_data
load_fitted_model
Dataset
Dataset.cat_features
Dataset.classes
Dataset.columns_info
Dataset.data
Dataset.datetime_col
Dataset.datetime_name
Dataset.features
Dataset.features_columns
Dataset.index_col
Dataset.index_name
Dataset.label_col
Dataset.label_name
Dataset.label_type
Dataset.n_samples
Dataset.numerical_features
Dataset.assert_datetime
Dataset.assert_features
Dataset.assert_index
Dataset.assert_label
Dataset.cast_to_dataset
Dataset.copy
Dataset.datasets_share_categorical_features
Dataset.datasets_share_date
Dataset.datasets_share_features
Dataset.datasets_share_index
Dataset.datasets_share_label
Dataset.from_numpy
Dataset.get_datetime_column_from_index
Dataset.is_categorical
Dataset.is_sampled
Dataset.len_when_sampled
Dataset.sample
Dataset.select
Dataset.train_test_split
Context
Context.features_importance
Context.features_importance_type
Context.model
Context.model_name
Context.task_type
Context.test
Context.train
Context.assert_classification_task
Context.assert_regression_task
Context.assert_task_type
Context.get_data_by_kind
Context.get_is_sampled_footnote
Context.get_scorers
Context.get_single_scorer
Context.have_test
Suite
Suite.add
Suite.remove
Suite.run
Suite.supported_checks
SingleDatasetCheck
SingleDatasetCheck.add_condition
SingleDatasetCheck.clean_conditions
SingleDatasetCheck.conditions_decision
SingleDatasetCheck.finalize_check_result
SingleDatasetCheck.metadata
SingleDatasetCheck.name
SingleDatasetCheck.params
SingleDatasetCheck.remove_condition
SingleDatasetCheck.run
SingleDatasetCheck.run_logic
TrainTestCheck
TrainTestCheck.add_condition
TrainTestCheck.clean_conditions
TrainTestCheck.conditions_decision
TrainTestCheck.finalize_check_result
TrainTestCheck.metadata
TrainTestCheck.name
TrainTestCheck.params
TrainTestCheck.remove_condition
TrainTestCheck.run
TrainTestCheck.run_logic
ModelOnlyCheck
ModelOnlyCheck.add_condition
ModelOnlyCheck.clean_conditions
ModelOnlyCheck.conditions_decision
ModelOnlyCheck.finalize_check_result
ModelOnlyCheck.metadata
ModelOnlyCheck.name
ModelOnlyCheck.params
ModelOnlyCheck.remove_condition
ModelOnlyCheck.run
ModelOnlyCheck.run_logic
ModelComparisonContext
ModelComparisonCheck
ModelComparisonCheck.add_condition
ModelComparisonCheck.clean_conditions
ModelComparisonCheck.conditions_decision
ModelComparisonCheck.finalize_check_result
ModelComparisonCheck.metadata
ModelComparisonCheck.name
ModelComparisonCheck.params
ModelComparisonCheck.remove_condition
ModelComparisonCheck.run
ModelComparisonCheck.run_logic
ModelComparisonSuite
ModelComparisonSuite.add
ModelComparisonSuite.remove
ModelComparisonSuite.run
ModelComparisonSuite.supported_checks
deepchecks.vision
checks
data_integrity
ImagePropertyOutliers
ImagePropertyOutliers.add_condition
ImagePropertyOutliers.clean_conditions
ImagePropertyOutliers.compute
ImagePropertyOutliers.conditions_decision
ImagePropertyOutliers.draw_image
ImagePropertyOutliers.finalize_check_result
ImagePropertyOutliers.get_default_properties
ImagePropertyOutliers.get_relevant_data
ImagePropertyOutliers.initialize_run
ImagePropertyOutliers.metadata
ImagePropertyOutliers.name
ImagePropertyOutliers.params
ImagePropertyOutliers.remove_condition
ImagePropertyOutliers.run
ImagePropertyOutliers.update
LabelPropertyOutliers
LabelPropertyOutliers.add_condition
LabelPropertyOutliers.clean_conditions
LabelPropertyOutliers.compute
LabelPropertyOutliers.conditions_decision
LabelPropertyOutliers.draw_image
LabelPropertyOutliers.finalize_check_result
LabelPropertyOutliers.get_default_properties
LabelPropertyOutliers.get_relevant_data
LabelPropertyOutliers.initialize_run
LabelPropertyOutliers.metadata
LabelPropertyOutliers.name
LabelPropertyOutliers.params
LabelPropertyOutliers.remove_condition
LabelPropertyOutliers.run
LabelPropertyOutliers.update
train_test_validation
HeatmapComparison
HeatmapComparison.add_condition
HeatmapComparison.clean_conditions
HeatmapComparison.compute
HeatmapComparison.conditions_decision
HeatmapComparison.finalize_check_result
HeatmapComparison.initialize_run
HeatmapComparison.metadata
HeatmapComparison.name
HeatmapComparison.params
HeatmapComparison.plot_row_of_heatmaps
HeatmapComparison.remove_condition
HeatmapComparison.run
HeatmapComparison.update
ImageDatasetDrift
ImageDatasetDrift.add_condition
ImageDatasetDrift.clean_conditions
ImageDatasetDrift.compute
ImageDatasetDrift.conditions_decision
ImageDatasetDrift.finalize_check_result
ImageDatasetDrift.initialize_run
ImageDatasetDrift.metadata
ImageDatasetDrift.name
ImageDatasetDrift.params
ImageDatasetDrift.remove_condition
ImageDatasetDrift.run
ImageDatasetDrift.update
ImagePropertyDrift
ImagePropertyDrift.add_condition
ImagePropertyDrift.add_condition_drift_score_not_greater_than
ImagePropertyDrift.clean_conditions
ImagePropertyDrift.compute
ImagePropertyDrift.conditions_decision
ImagePropertyDrift.finalize_check_result
ImagePropertyDrift.initialize_run
ImagePropertyDrift.metadata
ImagePropertyDrift.name
ImagePropertyDrift.params
ImagePropertyDrift.remove_condition
ImagePropertyDrift.run
ImagePropertyDrift.update
NewLabels
NewLabels.add_condition
NewLabels.add_condition_new_label_ratio_not_greater_than
NewLabels.clean_conditions
NewLabels.compute
NewLabels.conditions_decision
NewLabels.finalize_check_result
NewLabels.initialize_run
NewLabels.metadata
NewLabels.name
NewLabels.params
NewLabels.remove_condition
NewLabels.run
NewLabels.update
SimilarImageLeakage
SimilarImageLeakage.add_condition
SimilarImageLeakage.add_condition_similar_images_not_more_than
SimilarImageLeakage.clean_conditions
SimilarImageLeakage.compute
SimilarImageLeakage.conditions_decision
SimilarImageLeakage.finalize_check_result
SimilarImageLeakage.initialize_run
SimilarImageLeakage.metadata
SimilarImageLeakage.name
SimilarImageLeakage.params
SimilarImageLeakage.remove_condition
SimilarImageLeakage.run
SimilarImageLeakage.update
FeatureLabelCorrelationChange
FeatureLabelCorrelationChange.add_condition
FeatureLabelCorrelationChange.add_condition_feature_pps_difference_not_greater_than
FeatureLabelCorrelationChange.add_condition_feature_pps_in_train_not_greater_than
FeatureLabelCorrelationChange.clean_conditions
FeatureLabelCorrelationChange.compute
FeatureLabelCorrelationChange.conditions_decision
FeatureLabelCorrelationChange.finalize_check_result
FeatureLabelCorrelationChange.initialize_run
FeatureLabelCorrelationChange.is_float_column
FeatureLabelCorrelationChange.metadata
FeatureLabelCorrelationChange.name
FeatureLabelCorrelationChange.params
FeatureLabelCorrelationChange.remove_condition
FeatureLabelCorrelationChange.run
FeatureLabelCorrelationChange.update
TrainTestLabelDrift
TrainTestLabelDrift.add_condition
TrainTestLabelDrift.add_condition_drift_score_not_greater_than
TrainTestLabelDrift.clean_conditions
TrainTestLabelDrift.compute
TrainTestLabelDrift.conditions_decision
TrainTestLabelDrift.finalize_check_result
TrainTestLabelDrift.initialize_run
TrainTestLabelDrift.metadata
TrainTestLabelDrift.name
TrainTestLabelDrift.params
TrainTestLabelDrift.remove_condition
TrainTestLabelDrift.run
TrainTestLabelDrift.update
model_evaluation
TrainTestPredictionDrift
TrainTestPredictionDrift.add_condition
TrainTestPredictionDrift.add_condition_drift_score_not_greater_than
TrainTestPredictionDrift.clean_conditions
TrainTestPredictionDrift.compute
TrainTestPredictionDrift.conditions_decision
TrainTestPredictionDrift.finalize_check_result
TrainTestPredictionDrift.initialize_run
TrainTestPredictionDrift.metadata
TrainTestPredictionDrift.name
TrainTestPredictionDrift.params
TrainTestPredictionDrift.remove_condition
TrainTestPredictionDrift.run
TrainTestPredictionDrift.update
ClassPerformance
ClassPerformance.add_condition
ClassPerformance.add_condition_class_performance_imbalance_ratio_not_greater_than
ClassPerformance.add_condition_test_performance_not_less_than
ClassPerformance.add_condition_train_test_relative_degradation_not_greater_than
ClassPerformance.clean_conditions
ClassPerformance.compute
ClassPerformance.conditions_decision
ClassPerformance.finalize_check_result
ClassPerformance.initialize_run
ClassPerformance.metadata
ClassPerformance.name
ClassPerformance.params
ClassPerformance.remove_condition
ClassPerformance.run
ClassPerformance.update
ConfusionMatrixReport
ConfusionMatrixReport.add_condition
ConfusionMatrixReport.clean_conditions
ConfusionMatrixReport.compute
ConfusionMatrixReport.conditions_decision
ConfusionMatrixReport.finalize_check_result
ConfusionMatrixReport.initialize_run
ConfusionMatrixReport.metadata
ConfusionMatrixReport.name
ConfusionMatrixReport.params
ConfusionMatrixReport.remove_condition
ConfusionMatrixReport.run
ConfusionMatrixReport.update
ConfusionMatrixReport.update_classification
ConfusionMatrixReport.update_object_detection
ImageSegmentPerformance
ImageSegmentPerformance.add_condition
ImageSegmentPerformance.add_condition_score_from_mean_ratio_not_less_than
ImageSegmentPerformance.clean_conditions
ImageSegmentPerformance.compute
ImageSegmentPerformance.conditions_decision
ImageSegmentPerformance.finalize_check_result
ImageSegmentPerformance.initialize_run
ImageSegmentPerformance.metadata
ImageSegmentPerformance.name
ImageSegmentPerformance.params
ImageSegmentPerformance.remove_condition
ImageSegmentPerformance.run
ImageSegmentPerformance.update
MeanAveragePrecisionReport
MeanAveragePrecisionReport.add_condition
MeanAveragePrecisionReport.add_condition_average_mean_average_precision_not_less_than
MeanAveragePrecisionReport.add_condition_mean_average_precision_not_less_than
MeanAveragePrecisionReport.clean_conditions
MeanAveragePrecisionReport.compute
MeanAveragePrecisionReport.conditions_decision
MeanAveragePrecisionReport.finalize_check_result
MeanAveragePrecisionReport.initialize_run
MeanAveragePrecisionReport.metadata
MeanAveragePrecisionReport.name
MeanAveragePrecisionReport.params
MeanAveragePrecisionReport.remove_condition
MeanAveragePrecisionReport.run
MeanAveragePrecisionReport.update
MeanAverageRecallReport
MeanAverageRecallReport.add_condition
MeanAverageRecallReport.add_condition_test_average_recall_not_less_than
MeanAverageRecallReport.clean_conditions
MeanAverageRecallReport.compute
MeanAverageRecallReport.conditions_decision
MeanAverageRecallReport.finalize_check_result
MeanAverageRecallReport.initialize_run
MeanAverageRecallReport.metadata
MeanAverageRecallReport.name
MeanAverageRecallReport.params
MeanAverageRecallReport.remove_condition
MeanAverageRecallReport.run
MeanAverageRecallReport.update
ModelErrorAnalysis
ModelErrorAnalysis.add_condition
ModelErrorAnalysis.clean_conditions
ModelErrorAnalysis.compute
ModelErrorAnalysis.conditions_decision
ModelErrorAnalysis.finalize_check_result
ModelErrorAnalysis.initialize_run
ModelErrorAnalysis.metadata
ModelErrorAnalysis.name
ModelErrorAnalysis.params
ModelErrorAnalysis.remove_condition
ModelErrorAnalysis.run
ModelErrorAnalysis.update
RobustnessReport
RobustnessReport.add_condition
RobustnessReport.add_condition_degradation_not_greater_than
RobustnessReport.clean_conditions
RobustnessReport.compute
RobustnessReport.conditions_decision
RobustnessReport.finalize_check_result
RobustnessReport.initialize_run
RobustnessReport.metadata
RobustnessReport.name
RobustnessReport.params
RobustnessReport.remove_condition
RobustnessReport.run
RobustnessReport.update
SimpleModelComparison
SimpleModelComparison.add_condition
SimpleModelComparison.add_condition_gain_not_less_than
SimpleModelComparison.clean_conditions
SimpleModelComparison.compute
SimpleModelComparison.conditions_decision
SimpleModelComparison.finalize_check_result
SimpleModelComparison.initialize_run
SimpleModelComparison.metadata
SimpleModelComparison.name
SimpleModelComparison.params
SimpleModelComparison.remove_condition
SimpleModelComparison.run
SimpleModelComparison.update
SingleDatasetScalarPerformance
SingleDatasetScalarPerformance.add_condition
SingleDatasetScalarPerformance.add_condition_greater_equal_to
SingleDatasetScalarPerformance.add_condition_greater_than
SingleDatasetScalarPerformance.add_condition_less_equal_to
SingleDatasetScalarPerformance.add_condition_less_than
SingleDatasetScalarPerformance.clean_conditions
SingleDatasetScalarPerformance.compute
SingleDatasetScalarPerformance.conditions_decision
SingleDatasetScalarPerformance.finalize_check_result
SingleDatasetScalarPerformance.initialize_run
SingleDatasetScalarPerformance.metadata
SingleDatasetScalarPerformance.name
SingleDatasetScalarPerformance.params
SingleDatasetScalarPerformance.remove_condition
SingleDatasetScalarPerformance.run
SingleDatasetScalarPerformance.update
suites
train_test_validation
model_evaluation
full_suite
integrity_validation
datasets
classification
mnist
load_dataset
load_model
MNistNet
MNistNet.dump_patches
MNistNet.add_module
MNistNet.apply
MNistNet.bfloat16
MNistNet.buffers
MNistNet.children
MNistNet.cpu
MNistNet.cuda
MNistNet.double
MNistNet.eval
MNistNet.extra_repr
MNistNet.float
MNistNet.forward
MNistNet.get_buffer
MNistNet.get_extra_state
MNistNet.get_parameter
MNistNet.get_submodule
MNistNet.half
MNistNet.load_state_dict
MNistNet.modules
MNistNet.named_buffers
MNistNet.named_children
MNistNet.named_modules
MNistNet.named_parameters
MNistNet.parameters
MNistNet.register_backward_hook
MNistNet.register_buffer
MNistNet.register_forward_hook
MNistNet.register_forward_pre_hook
MNistNet.register_full_backward_hook
MNistNet.register_parameter
MNistNet.requires_grad_
MNistNet.set_extra_state
MNistNet.share_memory
MNistNet.state_dict
MNistNet.to
MNistNet.to_empty
MNistNet.train
MNistNet.type
MNistNet.xpu
MNistNet.zero_grad
MNIST
MNIST.class_to_idx
MNIST.classes
MNIST.functions
MNIST.mirrors
MNIST.processed_folder
MNIST.raw_folder
MNIST.resources
MNIST.test_data
MNIST.test_file
MNIST.test_labels
MNIST.train_data
MNIST.train_labels
MNIST.training_file
MNIST.download
MNIST.extra_repr
MNIST.register_datapipe_as_function
MNIST.register_function
MNISTData
MNISTData.classes_indices
MNISTData.data_dimension
MNISTData.data_loader
MNISTData.has_images
MNISTData.has_labels
MNISTData.n_of_samples_per_class
MNISTData.num_classes
MNISTData.num_samples
MNISTData.original_num_samples
MNISTData.task_type
MNISTData.transform_field
MNISTData.assert_images_valid
MNISTData.assert_labels_valid
MNISTData.batch_of_index
MNISTData.batch_to_images
MNISTData.batch_to_labels
MNISTData.copy
MNISTData.from_dataset
MNISTData.get_augmented_dataset
MNISTData.get_classes
MNISTData.get_transform_type
MNISTData.infer_on_batch
MNISTData.init_cache
MNISTData.is_sampled
MNISTData.label_id_to_name
MNISTData.to_batch
MNISTData.to_dataset_index
MNISTData.update_cache
MNISTData.validate_format
MNISTData.validate_get_classes
MNISTData.validate_image_data
MNISTData.validate_infered_batch_predictions
MNISTData.validate_label
MNISTData.validate_prediction
MNISTData.validate_shared_label
detection
coco
load_dataset
load_model
COCOData
COCOData.classes_indices
COCOData.data_dimension
COCOData.data_loader
COCOData.has_images
COCOData.has_labels
COCOData.n_of_samples_per_class
COCOData.num_classes
COCOData.num_samples
COCOData.original_num_samples
COCOData.task_type
COCOData.transform_field
COCOData.assert_images_valid
COCOData.assert_labels_valid
COCOData.batch_of_index
COCOData.batch_to_images
COCOData.batch_to_labels
COCOData.copy
COCOData.from_dataset
COCOData.get_augmented_dataset
COCOData.get_classes
COCOData.get_transform_type
COCOData.infer_on_batch
COCOData.init_cache
COCOData.is_sampled
COCOData.label_id_to_name
COCOData.to_batch
COCOData.to_dataset_index
COCOData.update_cache
COCOData.validate_format
COCOData.validate_get_classes
COCOData.validate_image_data
COCOData.validate_infered_batch_predictions
COCOData.validate_label
COCOData.validate_prediction
COCOData.validate_shared_label
CocoDataset
CocoDataset.functions
CocoDataset.apply_transform
CocoDataset.download_coco128
CocoDataset.extra_repr
CocoDataset.register_datapipe_as_function
CocoDataset.register_function
yolo_to_coco
YoloParser
YoloParser.parse_images_and_labels
YoloParser.parse_label_file
YoloParser.parse_yolo_dir
YoloParser.save_coco_json
utils
__builtins__
__cached__
__doc__
__file__
__name__
__package__
__path__
VisionData
VisionData.classes_indices
VisionData.data_dimension
VisionData.data_loader
VisionData.has_images
VisionData.has_labels
VisionData.n_of_samples_per_class
VisionData.num_classes
VisionData.num_samples
VisionData.original_num_samples
VisionData.task_type
VisionData.transform_field
VisionData.assert_images_valid
VisionData.assert_labels_valid
VisionData.batch_of_index
VisionData.batch_to_images
VisionData.batch_to_labels
VisionData.copy
VisionData.from_dataset
VisionData.get_augmented_dataset
VisionData.get_classes
VisionData.get_transform_type
VisionData.infer_on_batch
VisionData.init_cache
VisionData.is_sampled
VisionData.label_id_to_name
VisionData.to_batch
VisionData.to_dataset_index
VisionData.update_cache
VisionData.validate_format
VisionData.validate_get_classes
VisionData.validate_image_data
VisionData.validate_infered_batch_predictions
VisionData.validate_label
VisionData.validate_prediction
VisionData.validate_shared_label
ClassificationData
ClassificationData.classes_indices
ClassificationData.data_dimension
ClassificationData.data_loader
ClassificationData.has_images
ClassificationData.has_labels
ClassificationData.n_of_samples_per_class
ClassificationData.num_classes
ClassificationData.num_samples
ClassificationData.original_num_samples
ClassificationData.task_type
ClassificationData.transform_field
ClassificationData.assert_images_valid
ClassificationData.assert_labels_valid
ClassificationData.batch_of_index
ClassificationData.batch_to_images
ClassificationData.batch_to_labels
ClassificationData.copy
ClassificationData.from_dataset
ClassificationData.get_augmented_dataset
ClassificationData.get_classes
ClassificationData.get_transform_type
ClassificationData.infer_on_batch
ClassificationData.init_cache
ClassificationData.is_sampled
ClassificationData.label_id_to_name
ClassificationData.to_batch
ClassificationData.to_dataset_index
ClassificationData.update_cache
ClassificationData.validate_format
ClassificationData.validate_get_classes
ClassificationData.validate_image_data
ClassificationData.validate_infered_batch_predictions
ClassificationData.validate_label
ClassificationData.validate_prediction
ClassificationData.validate_shared_label
DetectionData
DetectionData.classes_indices
DetectionData.data_dimension
DetectionData.data_loader
DetectionData.has_images
DetectionData.has_labels
DetectionData.n_of_samples_per_class
DetectionData.num_classes
DetectionData.num_samples
DetectionData.original_num_samples
DetectionData.task_type
DetectionData.transform_field
DetectionData.assert_images_valid
DetectionData.assert_labels_valid
DetectionData.batch_of_index
DetectionData.batch_to_images
DetectionData.batch_to_labels
DetectionData.copy
DetectionData.from_dataset
DetectionData.get_augmented_dataset
DetectionData.get_classes
DetectionData.get_transform_type
DetectionData.infer_on_batch
DetectionData.init_cache
DetectionData.is_sampled
DetectionData.label_id_to_name
DetectionData.to_batch
DetectionData.to_dataset_index
DetectionData.update_cache
DetectionData.validate_format
DetectionData.validate_get_classes
DetectionData.validate_image_data
DetectionData.validate_infered_batch_predictions
DetectionData.validate_label
DetectionData.validate_prediction
DetectionData.validate_shared_label
Context
Context.device
Context.model
Context.model_name
Context.static_predictions
Context.test
Context.train
Context.assert_predictions_valid
Context.assert_task_type
Context.get_data_by_kind
Context.get_is_sampled_footnote
Context.have_test
SingleDatasetCheck
SingleDatasetCheck.add_condition
SingleDatasetCheck.clean_conditions
SingleDatasetCheck.compute
SingleDatasetCheck.conditions_decision
SingleDatasetCheck.finalize_check_result
SingleDatasetCheck.initialize_run
SingleDatasetCheck.metadata
SingleDatasetCheck.name
SingleDatasetCheck.params
SingleDatasetCheck.remove_condition
SingleDatasetCheck.run
SingleDatasetCheck.update
TrainTestCheck
TrainTestCheck.add_condition
TrainTestCheck.clean_conditions
TrainTestCheck.compute
TrainTestCheck.conditions_decision
TrainTestCheck.finalize_check_result
TrainTestCheck.initialize_run
TrainTestCheck.metadata
TrainTestCheck.name
TrainTestCheck.params
TrainTestCheck.remove_condition
TrainTestCheck.run
TrainTestCheck.update
ModelOnlyCheck
ModelOnlyCheck.add_condition
ModelOnlyCheck.clean_conditions
ModelOnlyCheck.compute
ModelOnlyCheck.conditions_decision
ModelOnlyCheck.finalize_check_result
ModelOnlyCheck.initialize_run
ModelOnlyCheck.metadata
ModelOnlyCheck.name
ModelOnlyCheck.params
ModelOnlyCheck.remove_condition
ModelOnlyCheck.run
Suite
Suite.add
Suite.remove
Suite.run
Suite.supported_checks
deepchecks.utils
dataframes
validate_columns_exist
select_from_dataframe
un_numpy
features
calculate_feature_importance
calculate_feature_importance_or_none
column_importance_sorter_dict
column_importance_sorter_df
infer_categorical_features
infer_numerical_features
is_categorical
ipython
is_notebook
is_widgets_enabled
is_headless
create_progress_bar
is_colab_env
is_kaggle_env
is_widgets_use_possible
is_terminal_interactive_shell
is_zmq_interactive_shell
ProgressBarGroup
ProgressBarGroup.register
ProgressBarGroup.create
ProgressBarGroup.create_dummy
metrics
task_type_check
get_gain
init_validate_scorers
get_default_scorers
ModelType
DeepcheckScorer
DeepcheckScorer.filter_nulls
DeepcheckScorer.is_negative_scorer
DeepcheckScorer.score_perfect
DeepcheckScorer.validate_fitting
plot
create_colorbar_barchart_for_check
shifted_color_map
create_confusion_matrix_figure
hex_to_rgba
strings
string_baseform
get_base_form_to_variants_dict
split_camel_case
split_and_keep
split_by_order
is_string_column
format_percent
format_number
format_list
get_random_string
format_datetime
get_docs_summary
get_ellipsis
to_snake_case
create_new_file_name
widget_to_html
generate_check_docs_link
widget_to_html_string
format_number_if_not_nan
typing
Hashable
BasicModel
BasicModel.predict
ClassificationModel
ClassificationModel.predict
ClassificationModel.predict_proba
validation
ensure_hashable_or_mutable_sequence
Context.static_predictions
#
property
Context.
static_predictions
:
Dict
#
Return the static_predictions.
previous
Context.model_name
next
Context.test