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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.config
BaseCheck.from_config
BaseCheck.from_json
BaseCheck.metadata
BaseCheck.name
BaseCheck.params
BaseCheck.remove_condition
BaseCheck.run
BaseCheck.to_json
CheckResult
CheckResult.html_serializer
CheckResult.ipython_serializer
CheckResult.priority
CheckResult.widget_serializer
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.reduce_output
CheckResult.save_as_html
CheckResult.show
CheckResult.show_in_iframe
CheckResult.show_in_window
CheckResult.show_not_interactive
CheckResult.to_json
CheckResult.to_wandb
CheckResult.to_widget
CheckFailure
CheckFailure.html_serializer
CheckFailure.ipython_serializer
CheckFailure.widget_serializer
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.show_in_iframe
CheckFailure.show_in_window
CheckFailure.show_not_interactive
CheckFailure.to_json
CheckFailure.to_wandb
CheckFailure.to_widget
Condition
Condition.name
Condition.function
Condition.params
ConditionResult
ConditionResult.priority
ConditionResult.category
ConditionResult.details
ConditionResult.name
ConditionResult.get_icon
ConditionResult.is_pass
ConditionResult.set_name
ConditionCategory
BaseSuite
BaseSuite.checks
BaseSuite.name
BaseSuite.add
BaseSuite.config
BaseSuite.from_config
BaseSuite.from_json
BaseSuite.remove
BaseSuite.supported_checks
BaseSuite.to_json
SuiteResult
SuiteResult.html_serializer
SuiteResult.ipython_serializer
SuiteResult.widget_serializer
SuiteResult.name
SuiteResult.extra_info
SuiteResult.results
SuiteResult.from_json
SuiteResult.get_not_passed_checks
SuiteResult.get_not_ran_checks
SuiteResult.get_passed_checks
SuiteResult.passed
SuiteResult.save_as_html
SuiteResult.select_results
SuiteResult.show
SuiteResult.show_in_iframe
SuiteResult.show_in_window
SuiteResult.show_not_interactive
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.config
ColumnsInfo.from_config
ColumnsInfo.from_json
ColumnsInfo.metadata
ColumnsInfo.name
ColumnsInfo.params
ColumnsInfo.remove_condition
ColumnsInfo.run
ColumnsInfo.run_logic
ColumnsInfo.to_json
MixedNulls
MixedNulls.add_condition
MixedNulls.add_condition_different_nulls_less_equal_to
MixedNulls.clean_conditions
MixedNulls.conditions_decision
MixedNulls.config
MixedNulls.from_config
MixedNulls.from_json
MixedNulls.metadata
MixedNulls.name
MixedNulls.params
MixedNulls.remove_condition
MixedNulls.run
MixedNulls.run_logic
MixedNulls.to_json
StringMismatch
StringMismatch.add_condition
StringMismatch.add_condition_no_variants
StringMismatch.add_condition_number_variants_less_or_equal
StringMismatch.add_condition_ratio_variants_less_or_equal
StringMismatch.clean_conditions
StringMismatch.conditions_decision
StringMismatch.config
StringMismatch.from_config
StringMismatch.from_json
StringMismatch.metadata
StringMismatch.name
StringMismatch.params
StringMismatch.remove_condition
StringMismatch.run
StringMismatch.run_logic
StringMismatch.to_json
MixedDataTypes
MixedDataTypes.add_condition
MixedDataTypes.add_condition_rare_type_ratio_not_in_range
MixedDataTypes.clean_conditions
MixedDataTypes.conditions_decision
MixedDataTypes.config
MixedDataTypes.from_config
MixedDataTypes.from_json
MixedDataTypes.metadata
MixedDataTypes.name
MixedDataTypes.params
MixedDataTypes.remove_condition
MixedDataTypes.run
MixedDataTypes.run_logic
MixedDataTypes.to_json
IsSingleValue
IsSingleValue.add_condition
IsSingleValue.add_condition_not_single_value
IsSingleValue.clean_conditions
IsSingleValue.conditions_decision
IsSingleValue.config
IsSingleValue.from_config
IsSingleValue.from_json
IsSingleValue.metadata
IsSingleValue.name
IsSingleValue.params
IsSingleValue.remove_condition
IsSingleValue.run
IsSingleValue.run_logic
IsSingleValue.to_json
SpecialCharacters
SpecialCharacters.add_condition
SpecialCharacters.add_condition_ratio_of_special_characters_less_or_equal
SpecialCharacters.clean_conditions
SpecialCharacters.conditions_decision
SpecialCharacters.config
SpecialCharacters.from_config
SpecialCharacters.from_json
SpecialCharacters.metadata
SpecialCharacters.name
SpecialCharacters.params
SpecialCharacters.remove_condition
SpecialCharacters.run
SpecialCharacters.run_logic
SpecialCharacters.to_json
StringLengthOutOfBounds
StringLengthOutOfBounds.add_condition
StringLengthOutOfBounds.add_condition_number_of_outliers_less_or_equal
StringLengthOutOfBounds.add_condition_ratio_of_outliers_less_or_equal
StringLengthOutOfBounds.clean_conditions
StringLengthOutOfBounds.conditions_decision
StringLengthOutOfBounds.config
StringLengthOutOfBounds.from_config
StringLengthOutOfBounds.from_json
StringLengthOutOfBounds.metadata
StringLengthOutOfBounds.name
StringLengthOutOfBounds.params
StringLengthOutOfBounds.remove_condition
StringLengthOutOfBounds.run
StringLengthOutOfBounds.run_logic
StringLengthOutOfBounds.to_json
DataDuplicates
DataDuplicates.add_condition
DataDuplicates.add_condition_ratio_less_or_equal
DataDuplicates.clean_conditions
DataDuplicates.conditions_decision
DataDuplicates.config
DataDuplicates.from_config
DataDuplicates.from_json
DataDuplicates.metadata
DataDuplicates.name
DataDuplicates.params
DataDuplicates.remove_condition
DataDuplicates.run
DataDuplicates.run_logic
DataDuplicates.to_json
ConflictingLabels
ConflictingLabels.add_condition
ConflictingLabels.add_condition_ratio_of_conflicting_labels_less_or_equal
ConflictingLabels.clean_conditions
ConflictingLabels.conditions_decision
ConflictingLabels.config
ConflictingLabels.from_config
ConflictingLabels.from_json
ConflictingLabels.metadata
ConflictingLabels.name
ConflictingLabels.params
ConflictingLabels.remove_condition
ConflictingLabels.run
ConflictingLabels.run_logic
ConflictingLabels.to_json
ClassImbalance
ClassImbalance.add_condition
ClassImbalance.add_condition_class_ratio_less_than
ClassImbalance.clean_conditions
ClassImbalance.conditions_decision
ClassImbalance.config
ClassImbalance.from_config
ClassImbalance.from_json
ClassImbalance.metadata
ClassImbalance.name
ClassImbalance.params
ClassImbalance.remove_condition
ClassImbalance.run
ClassImbalance.run_logic
ClassImbalance.to_json
OutlierSampleDetection
OutlierSampleDetection.add_condition
OutlierSampleDetection.add_condition_no_outliers
OutlierSampleDetection.add_condition_outlier_ratio_less_or_equal
OutlierSampleDetection.clean_conditions
OutlierSampleDetection.conditions_decision
OutlierSampleDetection.config
OutlierSampleDetection.from_config
OutlierSampleDetection.from_json
OutlierSampleDetection.metadata
OutlierSampleDetection.name
OutlierSampleDetection.params
OutlierSampleDetection.remove_condition
OutlierSampleDetection.run
OutlierSampleDetection.run_logic
OutlierSampleDetection.to_json
FeatureLabelCorrelation
FeatureLabelCorrelation.add_condition
FeatureLabelCorrelation.add_condition_feature_pps_less_than
FeatureLabelCorrelation.clean_conditions
FeatureLabelCorrelation.conditions_decision
FeatureLabelCorrelation.config
FeatureLabelCorrelation.from_config
FeatureLabelCorrelation.from_json
FeatureLabelCorrelation.metadata
FeatureLabelCorrelation.name
FeatureLabelCorrelation.params
FeatureLabelCorrelation.remove_condition
FeatureLabelCorrelation.run
FeatureLabelCorrelation.run_logic
FeatureLabelCorrelation.to_json
FeatureFeatureCorrelation
FeatureFeatureCorrelation.add_condition
FeatureFeatureCorrelation.add_condition_max_number_of_pairs_above_threshold
FeatureFeatureCorrelation.clean_conditions
FeatureFeatureCorrelation.conditions_decision
FeatureFeatureCorrelation.config
FeatureFeatureCorrelation.from_config
FeatureFeatureCorrelation.from_json
FeatureFeatureCorrelation.metadata
FeatureFeatureCorrelation.name
FeatureFeatureCorrelation.params
FeatureFeatureCorrelation.remove_condition
FeatureFeatureCorrelation.run
FeatureFeatureCorrelation.run_logic
FeatureFeatureCorrelation.to_json
IdentifierLabelCorrelation
IdentifierLabelCorrelation.add_condition
IdentifierLabelCorrelation.add_condition_pps_less_or_equal
IdentifierLabelCorrelation.clean_conditions
IdentifierLabelCorrelation.conditions_decision
IdentifierLabelCorrelation.config
IdentifierLabelCorrelation.from_config
IdentifierLabelCorrelation.from_json
IdentifierLabelCorrelation.metadata
IdentifierLabelCorrelation.name
IdentifierLabelCorrelation.params
IdentifierLabelCorrelation.remove_condition
IdentifierLabelCorrelation.run
IdentifierLabelCorrelation.run_logic
IdentifierLabelCorrelation.to_json
PercentOfNulls
PercentOfNulls.add_condition
PercentOfNulls.add_condition_percent_of_nulls_not_greater_than
PercentOfNulls.clean_conditions
PercentOfNulls.conditions_decision
PercentOfNulls.config
PercentOfNulls.feature_reduce
PercentOfNulls.from_config
PercentOfNulls.from_json
PercentOfNulls.metadata
PercentOfNulls.name
PercentOfNulls.params
PercentOfNulls.reduce_output
PercentOfNulls.remove_condition
PercentOfNulls.run
PercentOfNulls.run_logic
PercentOfNulls.to_json
train_test_validation
CategoryMismatchTrainTest
CategoryMismatchTrainTest.add_condition
CategoryMismatchTrainTest.add_condition_new_categories_less_or_equal
CategoryMismatchTrainTest.add_condition_new_category_ratio_less_or_equal
CategoryMismatchTrainTest.clean_conditions
CategoryMismatchTrainTest.conditions_decision
CategoryMismatchTrainTest.config
CategoryMismatchTrainTest.feature_reduce
CategoryMismatchTrainTest.from_config
CategoryMismatchTrainTest.from_json
CategoryMismatchTrainTest.metadata
CategoryMismatchTrainTest.name
CategoryMismatchTrainTest.params
CategoryMismatchTrainTest.reduce_output
CategoryMismatchTrainTest.remove_condition
CategoryMismatchTrainTest.run
CategoryMismatchTrainTest.run_logic
CategoryMismatchTrainTest.to_json
DatasetsSizeComparison
DatasetsSizeComparison.add_condition
DatasetsSizeComparison.add_condition_test_size_greater_or_equal
DatasetsSizeComparison.add_condition_test_train_size_ratio_greater_than
DatasetsSizeComparison.add_condition_train_dataset_greater_or_equal_test
DatasetsSizeComparison.clean_conditions
DatasetsSizeComparison.conditions_decision
DatasetsSizeComparison.config
DatasetsSizeComparison.from_config
DatasetsSizeComparison.from_json
DatasetsSizeComparison.metadata
DatasetsSizeComparison.name
DatasetsSizeComparison.params
DatasetsSizeComparison.remove_condition
DatasetsSizeComparison.run
DatasetsSizeComparison.run_logic
DatasetsSizeComparison.to_json
DateTrainTestLeakageDuplicates
DateTrainTestLeakageDuplicates.add_condition
DateTrainTestLeakageDuplicates.add_condition_leakage_ratio_less_or_equal
DateTrainTestLeakageDuplicates.clean_conditions
DateTrainTestLeakageDuplicates.conditions_decision
DateTrainTestLeakageDuplicates.config
DateTrainTestLeakageDuplicates.from_config
DateTrainTestLeakageDuplicates.from_json
DateTrainTestLeakageDuplicates.metadata
DateTrainTestLeakageDuplicates.name
DateTrainTestLeakageDuplicates.params
DateTrainTestLeakageDuplicates.remove_condition
DateTrainTestLeakageDuplicates.run
DateTrainTestLeakageDuplicates.run_logic
DateTrainTestLeakageDuplicates.to_json
DateTrainTestLeakageOverlap
DateTrainTestLeakageOverlap.add_condition
DateTrainTestLeakageOverlap.add_condition_leakage_ratio_less_or_equal
DateTrainTestLeakageOverlap.clean_conditions
DateTrainTestLeakageOverlap.conditions_decision
DateTrainTestLeakageOverlap.config
DateTrainTestLeakageOverlap.from_config
DateTrainTestLeakageOverlap.from_json
DateTrainTestLeakageOverlap.metadata
DateTrainTestLeakageOverlap.name
DateTrainTestLeakageOverlap.params
DateTrainTestLeakageOverlap.remove_condition
DateTrainTestLeakageOverlap.run
DateTrainTestLeakageOverlap.run_logic
DateTrainTestLeakageOverlap.to_json
IdentifierLabelCorrelation
IdentifierLabelCorrelation.add_condition
IdentifierLabelCorrelation.add_condition_pps_less_or_equal
IdentifierLabelCorrelation.clean_conditions
IdentifierLabelCorrelation.conditions_decision
IdentifierLabelCorrelation.config
IdentifierLabelCorrelation.from_config
IdentifierLabelCorrelation.from_json
IdentifierLabelCorrelation.metadata
IdentifierLabelCorrelation.name
IdentifierLabelCorrelation.params
IdentifierLabelCorrelation.remove_condition
IdentifierLabelCorrelation.run
IdentifierLabelCorrelation.run_logic
IdentifierLabelCorrelation.to_json
IndexTrainTestLeakage
IndexTrainTestLeakage.add_condition
IndexTrainTestLeakage.add_condition_ratio_less_or_equal
IndexTrainTestLeakage.clean_conditions
IndexTrainTestLeakage.conditions_decision
IndexTrainTestLeakage.config
IndexTrainTestLeakage.from_config
IndexTrainTestLeakage.from_json
IndexTrainTestLeakage.metadata
IndexTrainTestLeakage.name
IndexTrainTestLeakage.params
IndexTrainTestLeakage.remove_condition
IndexTrainTestLeakage.run
IndexTrainTestLeakage.run_logic
IndexTrainTestLeakage.to_json
NewLabelTrainTest
NewLabelTrainTest.add_condition
NewLabelTrainTest.add_condition_new_label_ratio_less_or_equal
NewLabelTrainTest.add_condition_new_labels_number_less_or_equal
NewLabelTrainTest.clean_conditions
NewLabelTrainTest.conditions_decision
NewLabelTrainTest.config
NewLabelTrainTest.from_config
NewLabelTrainTest.from_json
NewLabelTrainTest.metadata
NewLabelTrainTest.name
NewLabelTrainTest.params
NewLabelTrainTest.reduce_output
NewLabelTrainTest.remove_condition
NewLabelTrainTest.run
NewLabelTrainTest.run_logic
NewLabelTrainTest.to_json
FeatureLabelCorrelationChange
FeatureLabelCorrelationChange.add_condition
FeatureLabelCorrelationChange.add_condition_feature_pps_difference_less_than
FeatureLabelCorrelationChange.add_condition_feature_pps_in_train_less_than
FeatureLabelCorrelationChange.clean_conditions
FeatureLabelCorrelationChange.conditions_decision
FeatureLabelCorrelationChange.config
FeatureLabelCorrelationChange.from_config
FeatureLabelCorrelationChange.from_json
FeatureLabelCorrelationChange.metadata
FeatureLabelCorrelationChange.name
FeatureLabelCorrelationChange.params
FeatureLabelCorrelationChange.remove_condition
FeatureLabelCorrelationChange.run
FeatureLabelCorrelationChange.run_logic
FeatureLabelCorrelationChange.to_json
StringMismatchComparison
StringMismatchComparison.add_condition
StringMismatchComparison.add_condition_no_new_variants
StringMismatchComparison.add_condition_ratio_new_variants_less_or_equal
StringMismatchComparison.clean_conditions
StringMismatchComparison.conditions_decision
StringMismatchComparison.config
StringMismatchComparison.from_config
StringMismatchComparison.from_json
StringMismatchComparison.metadata
StringMismatchComparison.name
StringMismatchComparison.params
StringMismatchComparison.remove_condition
StringMismatchComparison.run
StringMismatchComparison.run_logic
StringMismatchComparison.to_json
TrainTestFeatureDrift
TrainTestFeatureDrift.add_condition
TrainTestFeatureDrift.add_condition_drift_score_less_than
TrainTestFeatureDrift.clean_conditions
TrainTestFeatureDrift.conditions_decision
TrainTestFeatureDrift.config
TrainTestFeatureDrift.feature_reduce
TrainTestFeatureDrift.from_config
TrainTestFeatureDrift.from_json
TrainTestFeatureDrift.metadata
TrainTestFeatureDrift.name
TrainTestFeatureDrift.params
TrainTestFeatureDrift.reduce_output
TrainTestFeatureDrift.remove_condition
TrainTestFeatureDrift.run
TrainTestFeatureDrift.run_logic
TrainTestFeatureDrift.to_json
TrainTestLabelDrift
TrainTestLabelDrift.add_condition
TrainTestLabelDrift.add_condition_drift_score_less_than
TrainTestLabelDrift.clean_conditions
TrainTestLabelDrift.conditions_decision
TrainTestLabelDrift.config
TrainTestLabelDrift.from_config
TrainTestLabelDrift.from_json
TrainTestLabelDrift.metadata
TrainTestLabelDrift.name
TrainTestLabelDrift.params
TrainTestLabelDrift.reduce_output
TrainTestLabelDrift.remove_condition
TrainTestLabelDrift.run
TrainTestLabelDrift.run_logic
TrainTestLabelDrift.to_json
TrainTestSamplesMix
TrainTestSamplesMix.add_condition
TrainTestSamplesMix.add_condition_duplicates_ratio_less_or_equal
TrainTestSamplesMix.clean_conditions
TrainTestSamplesMix.conditions_decision
TrainTestSamplesMix.config
TrainTestSamplesMix.from_config
TrainTestSamplesMix.from_json
TrainTestSamplesMix.metadata
TrainTestSamplesMix.name
TrainTestSamplesMix.params
TrainTestSamplesMix.remove_condition
TrainTestSamplesMix.run
TrainTestSamplesMix.run_logic
TrainTestSamplesMix.to_json
MultivariateDrift
MultivariateDrift.add_condition
MultivariateDrift.add_condition_overall_drift_value_less_than
MultivariateDrift.clean_conditions
MultivariateDrift.conditions_decision
MultivariateDrift.config
MultivariateDrift.from_config
MultivariateDrift.from_json
MultivariateDrift.metadata
MultivariateDrift.name
MultivariateDrift.params
MultivariateDrift.remove_condition
MultivariateDrift.run
MultivariateDrift.run_logic
MultivariateDrift.to_json
WholeDatasetDrift
WholeDatasetDrift.add_condition
WholeDatasetDrift.add_condition_overall_drift_value_less_than
WholeDatasetDrift.clean_conditions
WholeDatasetDrift.conditions_decision
WholeDatasetDrift.config
WholeDatasetDrift.from_config
WholeDatasetDrift.from_json
WholeDatasetDrift.metadata
WholeDatasetDrift.name
WholeDatasetDrift.params
WholeDatasetDrift.remove_condition
WholeDatasetDrift.run
WholeDatasetDrift.run_logic
WholeDatasetDrift.to_json
model_evaluation
BoostingOverfit
BoostingOverfit.add_condition
BoostingOverfit.add_condition_test_score_percent_decline_less_than
BoostingOverfit.clean_conditions
BoostingOverfit.conditions_decision
BoostingOverfit.config
BoostingOverfit.from_config
BoostingOverfit.from_json
BoostingOverfit.metadata
BoostingOverfit.name
BoostingOverfit.params
BoostingOverfit.remove_condition
BoostingOverfit.run
BoostingOverfit.run_logic
BoostingOverfit.to_json
CalibrationScore
CalibrationScore.add_condition
CalibrationScore.clean_conditions
CalibrationScore.conditions_decision
CalibrationScore.config
CalibrationScore.from_config
CalibrationScore.from_json
CalibrationScore.metadata
CalibrationScore.name
CalibrationScore.params
CalibrationScore.remove_condition
CalibrationScore.run
CalibrationScore.run_logic
CalibrationScore.to_json
ConfusionMatrixReport
ConfusionMatrixReport.add_condition
ConfusionMatrixReport.clean_conditions
ConfusionMatrixReport.conditions_decision
ConfusionMatrixReport.config
ConfusionMatrixReport.from_config
ConfusionMatrixReport.from_json
ConfusionMatrixReport.metadata
ConfusionMatrixReport.name
ConfusionMatrixReport.params
ConfusionMatrixReport.remove_condition
ConfusionMatrixReport.run
ConfusionMatrixReport.run_logic
ConfusionMatrixReport.to_json
ModelInferenceTime
ModelInferenceTime.add_condition
ModelInferenceTime.add_condition_inference_time_less_than
ModelInferenceTime.clean_conditions
ModelInferenceTime.conditions_decision
ModelInferenceTime.config
ModelInferenceTime.from_config
ModelInferenceTime.from_json
ModelInferenceTime.metadata
ModelInferenceTime.name
ModelInferenceTime.params
ModelInferenceTime.remove_condition
ModelInferenceTime.run
ModelInferenceTime.run_logic
ModelInferenceTime.to_json
ModelInfo
ModelInfo.add_condition
ModelInfo.clean_conditions
ModelInfo.conditions_decision
ModelInfo.config
ModelInfo.from_config
ModelInfo.from_json
ModelInfo.metadata
ModelInfo.name
ModelInfo.params
ModelInfo.remove_condition
ModelInfo.run
ModelInfo.run_logic
ModelInfo.to_json
MultiModelPerformanceReport
MultiModelPerformanceReport.add_condition
MultiModelPerformanceReport.clean_conditions
MultiModelPerformanceReport.conditions_decision
MultiModelPerformanceReport.config
MultiModelPerformanceReport.from_config
MultiModelPerformanceReport.from_json
MultiModelPerformanceReport.metadata
MultiModelPerformanceReport.name
MultiModelPerformanceReport.params
MultiModelPerformanceReport.remove_condition
MultiModelPerformanceReport.run
MultiModelPerformanceReport.run_logic
MultiModelPerformanceReport.to_json
TrainTestPerformance
TrainTestPerformance.add_condition
TrainTestPerformance.add_condition_class_performance_imbalance_ratio_less_than
TrainTestPerformance.add_condition_test_performance_greater_than
TrainTestPerformance.add_condition_train_test_relative_degradation_less_than
TrainTestPerformance.clean_conditions
TrainTestPerformance.conditions_decision
TrainTestPerformance.config
TrainTestPerformance.from_config
TrainTestPerformance.from_json
TrainTestPerformance.metadata
TrainTestPerformance.name
TrainTestPerformance.params
TrainTestPerformance.reduce_output
TrainTestPerformance.remove_condition
TrainTestPerformance.run
TrainTestPerformance.run_logic
TrainTestPerformance.to_json
RegressionErrorDistribution
RegressionErrorDistribution.add_condition
RegressionErrorDistribution.add_condition_kurtosis_greater_than
RegressionErrorDistribution.add_condition_systematic_error_ratio_to_rmse_less_than
RegressionErrorDistribution.clean_conditions
RegressionErrorDistribution.conditions_decision
RegressionErrorDistribution.config
RegressionErrorDistribution.from_config
RegressionErrorDistribution.from_json
RegressionErrorDistribution.metadata
RegressionErrorDistribution.name
RegressionErrorDistribution.params
RegressionErrorDistribution.remove_condition
RegressionErrorDistribution.run
RegressionErrorDistribution.run_logic
RegressionErrorDistribution.to_json
RegressionSystematicError
RegressionSystematicError.add_condition
RegressionSystematicError.add_condition_systematic_error_ratio_to_rmse_less_than
RegressionSystematicError.clean_conditions
RegressionSystematicError.conditions_decision
RegressionSystematicError.config
RegressionSystematicError.from_config
RegressionSystematicError.from_json
RegressionSystematicError.metadata
RegressionSystematicError.name
RegressionSystematicError.params
RegressionSystematicError.remove_condition
RegressionSystematicError.run
RegressionSystematicError.run_logic
RegressionSystematicError.to_json
RocReport
RocReport.add_condition
RocReport.add_condition_auc_greater_than
RocReport.clean_conditions
RocReport.conditions_decision
RocReport.config
RocReport.from_config
RocReport.from_json
RocReport.metadata
RocReport.name
RocReport.params
RocReport.remove_condition
RocReport.run
RocReport.run_logic
RocReport.to_json
SegmentPerformance
SegmentPerformance.feature_1
SegmentPerformance.feature_2
SegmentPerformance.alternative_scorer
SegmentPerformance.max_segments
SegmentPerformance.add_condition
SegmentPerformance.clean_conditions
SegmentPerformance.conditions_decision
SegmentPerformance.config
SegmentPerformance.from_config
SegmentPerformance.from_json
SegmentPerformance.metadata
SegmentPerformance.name
SegmentPerformance.params
SegmentPerformance.remove_condition
SegmentPerformance.run
SegmentPerformance.run_logic
SegmentPerformance.to_json
SimpleModelComparison
SimpleModelComparison.add_condition
SimpleModelComparison.add_condition_gain_greater_than
SimpleModelComparison.clean_conditions
SimpleModelComparison.conditions_decision
SimpleModelComparison.config
SimpleModelComparison.from_config
SimpleModelComparison.from_json
SimpleModelComparison.metadata
SimpleModelComparison.name
SimpleModelComparison.params
SimpleModelComparison.remove_condition
SimpleModelComparison.run
SimpleModelComparison.run_logic
SimpleModelComparison.to_json
TrainTestPredictionDrift
TrainTestPredictionDrift.add_condition
TrainTestPredictionDrift.add_condition_drift_score_less_than
TrainTestPredictionDrift.clean_conditions
TrainTestPredictionDrift.conditions_decision
TrainTestPredictionDrift.config
TrainTestPredictionDrift.from_config
TrainTestPredictionDrift.from_json
TrainTestPredictionDrift.metadata
TrainTestPredictionDrift.name
TrainTestPredictionDrift.params
TrainTestPredictionDrift.reduce_output
TrainTestPredictionDrift.remove_condition
TrainTestPredictionDrift.run
TrainTestPredictionDrift.run_logic
TrainTestPredictionDrift.to_json
WeakSegmentsPerformance
WeakSegmentsPerformance.add_condition
WeakSegmentsPerformance.add_condition_segments_relative_performance_greater_than
WeakSegmentsPerformance.clean_conditions
WeakSegmentsPerformance.conditions_decision
WeakSegmentsPerformance.config
WeakSegmentsPerformance.from_config
WeakSegmentsPerformance.from_json
WeakSegmentsPerformance.metadata
WeakSegmentsPerformance.name
WeakSegmentsPerformance.params
WeakSegmentsPerformance.remove_condition
WeakSegmentsPerformance.run
WeakSegmentsPerformance.run_logic
WeakSegmentsPerformance.to_json
UnusedFeatures
UnusedFeatures.add_condition
UnusedFeatures.add_condition_number_of_high_variance_unused_features_less_or_equal
UnusedFeatures.clean_conditions
UnusedFeatures.conditions_decision
UnusedFeatures.config
UnusedFeatures.from_config
UnusedFeatures.from_json
UnusedFeatures.metadata
UnusedFeatures.name
UnusedFeatures.params
UnusedFeatures.remove_condition
UnusedFeatures.run
UnusedFeatures.run_logic
UnusedFeatures.to_json
SingleDatasetPerformance
SingleDatasetPerformance.add_condition
SingleDatasetPerformance.add_condition_greater_than
SingleDatasetPerformance.clean_conditions
SingleDatasetPerformance.conditions_decision
SingleDatasetPerformance.config
SingleDatasetPerformance.from_config
SingleDatasetPerformance.from_json
SingleDatasetPerformance.metadata
SingleDatasetPerformance.name
SingleDatasetPerformance.params
SingleDatasetPerformance.reduce_output
SingleDatasetPerformance.remove_condition
SingleDatasetPerformance.run
SingleDatasetPerformance.run_logic
SingleDatasetPerformance.to_json
suites
data_integrity
train_test_validation
model_evaluation
full_suite
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
lending_club
load_data
load_fitted_model
regression
avocado
load_data
load_fitted_model
wine_quality
load_data
load_fitted_model
airbnb
load_data
load_pre_calculated_prediction
load_pre_calculated_feature_importance
deepchecks.vision
checks
data_integrity
ImagePropertyOutliers
ImagePropertyOutliers.add_condition
ImagePropertyOutliers.clean_conditions
ImagePropertyOutliers.compute
ImagePropertyOutliers.conditions_decision
ImagePropertyOutliers.config
ImagePropertyOutliers.draw_image
ImagePropertyOutliers.from_config
ImagePropertyOutliers.from_json
ImagePropertyOutliers.get_default_properties
ImagePropertyOutliers.initialize_run
ImagePropertyOutliers.metadata
ImagePropertyOutliers.name
ImagePropertyOutliers.params
ImagePropertyOutliers.remove_condition
ImagePropertyOutliers.run
ImagePropertyOutliers.to_json
ImagePropertyOutliers.update
LabelPropertyOutliers
LabelPropertyOutliers.add_condition
LabelPropertyOutliers.clean_conditions
LabelPropertyOutliers.compute
LabelPropertyOutliers.conditions_decision
LabelPropertyOutliers.config
LabelPropertyOutliers.draw_image
LabelPropertyOutliers.from_config
LabelPropertyOutliers.from_json
LabelPropertyOutliers.get_default_properties
LabelPropertyOutliers.initialize_run
LabelPropertyOutliers.metadata
LabelPropertyOutliers.name
LabelPropertyOutliers.params
LabelPropertyOutliers.remove_condition
LabelPropertyOutliers.run
LabelPropertyOutliers.to_json
LabelPropertyOutliers.update
PropertyLabelCorrelation
PropertyLabelCorrelation.add_condition
PropertyLabelCorrelation.add_condition_property_pps_less_than
PropertyLabelCorrelation.clean_conditions
PropertyLabelCorrelation.compute
PropertyLabelCorrelation.conditions_decision
PropertyLabelCorrelation.config
PropertyLabelCorrelation.from_config
PropertyLabelCorrelation.from_json
PropertyLabelCorrelation.initialize_run
PropertyLabelCorrelation.metadata
PropertyLabelCorrelation.name
PropertyLabelCorrelation.params
PropertyLabelCorrelation.remove_condition
PropertyLabelCorrelation.run
PropertyLabelCorrelation.to_json
PropertyLabelCorrelation.update
train_test_validation
HeatmapComparison
HeatmapComparison.add_condition
HeatmapComparison.clean_conditions
HeatmapComparison.compute
HeatmapComparison.conditions_decision
HeatmapComparison.config
HeatmapComparison.from_config
HeatmapComparison.from_json
HeatmapComparison.initialize_run
HeatmapComparison.metadata
HeatmapComparison.name
HeatmapComparison.params
HeatmapComparison.plot_row_of_heatmaps
HeatmapComparison.remove_condition
HeatmapComparison.run
HeatmapComparison.to_json
HeatmapComparison.update
ImageDatasetDrift
ImageDatasetDrift.add_condition
ImageDatasetDrift.add_condition_drift_score_less_than
ImageDatasetDrift.clean_conditions
ImageDatasetDrift.compute
ImageDatasetDrift.conditions_decision
ImageDatasetDrift.config
ImageDatasetDrift.from_config
ImageDatasetDrift.from_json
ImageDatasetDrift.initialize_run
ImageDatasetDrift.metadata
ImageDatasetDrift.name
ImageDatasetDrift.params
ImageDatasetDrift.remove_condition
ImageDatasetDrift.run
ImageDatasetDrift.to_json
ImageDatasetDrift.update
ImagePropertyDrift
ImagePropertyDrift.add_condition
ImagePropertyDrift.add_condition_drift_score_less_than
ImagePropertyDrift.clean_conditions
ImagePropertyDrift.compute
ImagePropertyDrift.conditions_decision
ImagePropertyDrift.config
ImagePropertyDrift.from_config
ImagePropertyDrift.from_json
ImagePropertyDrift.initialize_run
ImagePropertyDrift.metadata
ImagePropertyDrift.name
ImagePropertyDrift.params
ImagePropertyDrift.property_reduce
ImagePropertyDrift.reduce_output
ImagePropertyDrift.remove_condition
ImagePropertyDrift.run
ImagePropertyDrift.to_json
ImagePropertyDrift.update
NewLabels
NewLabels.add_condition
NewLabels.add_condition_new_label_ratio_less_or_equal
NewLabels.clean_conditions
NewLabels.compute
NewLabels.conditions_decision
NewLabels.config
NewLabels.from_config
NewLabels.from_json
NewLabels.initialize_run
NewLabels.metadata
NewLabels.name
NewLabels.params
NewLabels.reduce_output
NewLabels.remove_condition
NewLabels.run
NewLabels.to_json
NewLabels.update
SimilarImageLeakage
SimilarImageLeakage.add_condition
SimilarImageLeakage.add_condition_similar_images_less_or_equal
SimilarImageLeakage.clean_conditions
SimilarImageLeakage.compute
SimilarImageLeakage.conditions_decision
SimilarImageLeakage.config
SimilarImageLeakage.from_config
SimilarImageLeakage.from_json
SimilarImageLeakage.initialize_run
SimilarImageLeakage.metadata
SimilarImageLeakage.name
SimilarImageLeakage.params
SimilarImageLeakage.remove_condition
SimilarImageLeakage.run
SimilarImageLeakage.to_json
SimilarImageLeakage.update
PropertyLabelCorrelationChange
PropertyLabelCorrelationChange.add_condition
PropertyLabelCorrelationChange.add_condition_property_pps_difference_less_than
PropertyLabelCorrelationChange.add_condition_property_pps_in_train_less_than
PropertyLabelCorrelationChange.clean_conditions
PropertyLabelCorrelationChange.compute
PropertyLabelCorrelationChange.conditions_decision
PropertyLabelCorrelationChange.config
PropertyLabelCorrelationChange.from_config
PropertyLabelCorrelationChange.from_json
PropertyLabelCorrelationChange.initialize_run
PropertyLabelCorrelationChange.metadata
PropertyLabelCorrelationChange.name
PropertyLabelCorrelationChange.params
PropertyLabelCorrelationChange.remove_condition
PropertyLabelCorrelationChange.run
PropertyLabelCorrelationChange.to_json
PropertyLabelCorrelationChange.update
TrainTestLabelDrift
TrainTestLabelDrift.add_condition
TrainTestLabelDrift.add_condition_drift_score_less_than
TrainTestLabelDrift.clean_conditions
TrainTestLabelDrift.compute
TrainTestLabelDrift.conditions_decision
TrainTestLabelDrift.config
TrainTestLabelDrift.from_config
TrainTestLabelDrift.from_json
TrainTestLabelDrift.initialize_run
TrainTestLabelDrift.metadata
TrainTestLabelDrift.name
TrainTestLabelDrift.params
TrainTestLabelDrift.property_reduce
TrainTestLabelDrift.reduce_output
TrainTestLabelDrift.remove_condition
TrainTestLabelDrift.run
TrainTestLabelDrift.to_json
TrainTestLabelDrift.update
model_evaluation
TrainTestPredictionDrift
TrainTestPredictionDrift.add_condition
TrainTestPredictionDrift.add_condition_drift_score_less_than
TrainTestPredictionDrift.clean_conditions
TrainTestPredictionDrift.compute
TrainTestPredictionDrift.conditions_decision
TrainTestPredictionDrift.config
TrainTestPredictionDrift.from_config
TrainTestPredictionDrift.from_json
TrainTestPredictionDrift.initialize_run
TrainTestPredictionDrift.metadata
TrainTestPredictionDrift.name
TrainTestPredictionDrift.params
TrainTestPredictionDrift.property_reduce
TrainTestPredictionDrift.reduce_output
TrainTestPredictionDrift.remove_condition
TrainTestPredictionDrift.run
TrainTestPredictionDrift.to_json
TrainTestPredictionDrift.update
ClassPerformance
ClassPerformance.add_condition
ClassPerformance.add_condition_class_performance_imbalance_ratio_less_than
ClassPerformance.add_condition_test_performance_greater_than
ClassPerformance.add_condition_train_test_relative_degradation_less_than
ClassPerformance.clean_conditions
ClassPerformance.compute
ClassPerformance.conditions_decision
ClassPerformance.config
ClassPerformance.from_config
ClassPerformance.from_json
ClassPerformance.initialize_run
ClassPerformance.metadata
ClassPerformance.name
ClassPerformance.params
ClassPerformance.remove_condition
ClassPerformance.run
ClassPerformance.to_json
ClassPerformance.update
ConfusionMatrixReport
ConfusionMatrixReport.add_condition
ConfusionMatrixReport.clean_conditions
ConfusionMatrixReport.compute
ConfusionMatrixReport.conditions_decision
ConfusionMatrixReport.config
ConfusionMatrixReport.from_config
ConfusionMatrixReport.from_json
ConfusionMatrixReport.initialize_run
ConfusionMatrixReport.metadata
ConfusionMatrixReport.name
ConfusionMatrixReport.params
ConfusionMatrixReport.remove_condition
ConfusionMatrixReport.run
ConfusionMatrixReport.to_json
ConfusionMatrixReport.update
ConfusionMatrixReport.update_classification
ConfusionMatrixReport.update_object_detection
ImageSegmentPerformance
ImageSegmentPerformance.add_condition
ImageSegmentPerformance.add_condition_score_from_mean_ratio_greater_than
ImageSegmentPerformance.clean_conditions
ImageSegmentPerformance.compute
ImageSegmentPerformance.conditions_decision
ImageSegmentPerformance.config
ImageSegmentPerformance.from_config
ImageSegmentPerformance.from_json
ImageSegmentPerformance.initialize_run
ImageSegmentPerformance.metadata
ImageSegmentPerformance.name
ImageSegmentPerformance.params
ImageSegmentPerformance.remove_condition
ImageSegmentPerformance.run
ImageSegmentPerformance.to_json
ImageSegmentPerformance.update
MeanAveragePrecisionReport
MeanAveragePrecisionReport.add_condition
MeanAveragePrecisionReport.add_condition_average_mean_average_precision_greater_than
MeanAveragePrecisionReport.add_condition_mean_average_precision_greater_than
MeanAveragePrecisionReport.clean_conditions
MeanAveragePrecisionReport.compute
MeanAveragePrecisionReport.conditions_decision
MeanAveragePrecisionReport.config
MeanAveragePrecisionReport.from_config
MeanAveragePrecisionReport.from_json
MeanAveragePrecisionReport.initialize_run
MeanAveragePrecisionReport.metadata
MeanAveragePrecisionReport.name
MeanAveragePrecisionReport.params
MeanAveragePrecisionReport.remove_condition
MeanAveragePrecisionReport.run
MeanAveragePrecisionReport.to_json
MeanAveragePrecisionReport.update
MeanAverageRecallReport
MeanAverageRecallReport.add_condition
MeanAverageRecallReport.add_condition_test_average_recall_greater_than
MeanAverageRecallReport.clean_conditions
MeanAverageRecallReport.compute
MeanAverageRecallReport.conditions_decision
MeanAverageRecallReport.config
MeanAverageRecallReport.from_config
MeanAverageRecallReport.from_json
MeanAverageRecallReport.initialize_run
MeanAverageRecallReport.metadata
MeanAverageRecallReport.name
MeanAverageRecallReport.params
MeanAverageRecallReport.remove_condition
MeanAverageRecallReport.run
MeanAverageRecallReport.to_json
MeanAverageRecallReport.update
ModelErrorAnalysis
ModelErrorAnalysis.add_condition
ModelErrorAnalysis.clean_conditions
ModelErrorAnalysis.compute
ModelErrorAnalysis.conditions_decision
ModelErrorAnalysis.config
ModelErrorAnalysis.from_config
ModelErrorAnalysis.from_json
ModelErrorAnalysis.initialize_run
ModelErrorAnalysis.metadata
ModelErrorAnalysis.name
ModelErrorAnalysis.params
ModelErrorAnalysis.remove_condition
ModelErrorAnalysis.run
ModelErrorAnalysis.to_json
ModelErrorAnalysis.update
RobustnessReport
RobustnessReport.add_condition
RobustnessReport.add_condition_degradation_not_greater_than
RobustnessReport.clean_conditions
RobustnessReport.compute
RobustnessReport.conditions_decision
RobustnessReport.config
RobustnessReport.from_config
RobustnessReport.from_json
RobustnessReport.initialize_run
RobustnessReport.metadata
RobustnessReport.name
RobustnessReport.params
RobustnessReport.remove_condition
RobustnessReport.run
RobustnessReport.to_json
RobustnessReport.update
SimpleModelComparison
SimpleModelComparison.add_condition
SimpleModelComparison.add_condition_gain_greater_than
SimpleModelComparison.clean_conditions
SimpleModelComparison.compute
SimpleModelComparison.conditions_decision
SimpleModelComparison.config
SimpleModelComparison.from_config
SimpleModelComparison.from_json
SimpleModelComparison.initialize_run
SimpleModelComparison.metadata
SimpleModelComparison.name
SimpleModelComparison.params
SimpleModelComparison.remove_condition
SimpleModelComparison.run
SimpleModelComparison.to_json
SimpleModelComparison.update
SingleDatasetPerformance
SingleDatasetPerformance.add_condition
SingleDatasetPerformance.add_condition_greater_than
SingleDatasetPerformance.add_condition_less_than
SingleDatasetPerformance.clean_conditions
SingleDatasetPerformance.compute
SingleDatasetPerformance.conditions_decision
SingleDatasetPerformance.config
SingleDatasetPerformance.from_config
SingleDatasetPerformance.from_json
SingleDatasetPerformance.initialize_run
SingleDatasetPerformance.metadata
SingleDatasetPerformance.name
SingleDatasetPerformance.params
SingleDatasetPerformance.reduce_output
SingleDatasetPerformance.remove_condition
SingleDatasetPerformance.run
SingleDatasetPerformance.to_json
SingleDatasetPerformance.update
suites
data_integrity
train_test_validation
model_evaluation
full_suite
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_inferred_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_inferred_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
static_properties_from_df
deepchecks.utils
dataframes
validate_columns_exist
select_from_dataframe
un_numpy
generalized_corrwith
floatify_dataframe
floatify_series
default_fill_na_per_column_type
is_float_column
ipython
is_notebook
is_headless
create_progress_bar
is_colab_env
is_kaggle_env
is_databricks_env
is_sagemaker_env
is_terminal_interactive_shell
is_zmq_interactive_shell
ProgressBarGroup
ProgressBarGroup.register
ProgressBarGroup.create
ProgressBarGroup.create_dummy
metrics
get_gain
get_scorer_name
averaging_mechanism
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
get_docs_link
typing
Hashable
BasicModel
BasicModel.predict
ClassificationModel
ClassificationModel.predict
ClassificationModel.predict_proba
validation
ensure_hashable_or_mutable_sequence
MNIST.class_to_idx
#
property
MNIST.
class_to_idx
:
Dict
[
str
,
int
]
#
previous
MNIST
next
MNIST.classes