All symbols in TensorFlow Model Analysis

Primary symbols

• tfma
• tfma.AddMetricsCallbackType
• tfma.AggregationOptions
• tfma.AggregationOptions.ClassWeightsEntry
• tfma.AttributionsForSlice
• tfma.AttributionsForSlice.AttributionsKeyAndValues
• tfma.AttributionsForSlice.AttributionsKeyAndValues.ValuesEntry
• tfma.BatchedInputsToExtracts
• tfma.BinarizationOptions
• tfma.ConfidenceIntervalOptions
• tfma.CrossSliceMetricThreshold
• tfma.CrossSliceMetricThresholds
• tfma.CrossSlicingSpec
• tfma.EvalConfig
• tfma.EvalResult
• tfma.EvalSharedModel
• tfma.ExampleWeightOptions
• tfma.ExtractAndEvaluate
• tfma.ExtractEvaluateAndWriteResults
• tfma.Extracts
• tfma.FeaturesPredictionsLabels
• tfma.GenericChangeThreshold
• tfma.GenericValueThreshold
• tfma.InputsToExtracts
• tfma.MaterializedColumn
• tfma.MaybeMultipleEvalSharedModels
• tfma.MetricConfig
• tfma.MetricThreshold
• tfma.MetricsForSlice
• tfma.MetricsForSlice.MetricKeyAndValue
• tfma.MetricsForSlice.MetricsEntry
• tfma.MetricsSpec
• tfma.MetricsSpec.CrossSliceThresholdsEntry
• tfma.MetricsSpec.OutputWeightsEntry
• tfma.MetricsSpec.PerSliceThresholdsEntry
• tfma.MetricsSpec.ThresholdsEntry
• tfma.ModelLoader
• tfma.ModelSpec
• tfma.ModelSpec.ExampleWeightKeysEntry
• tfma.ModelSpec.LabelKeysEntry
• tfma.ModelSpec.PredictionKeysEntry
• tfma.Options
• tfma.PaddingOptions
• tfma.PerSliceMetricThreshold
• tfma.PerSliceMetricThresholds
• tfma.PlotsForSlice
• tfma.PlotsForSlice.PlotKeyAndValue
• tfma.PlotsForSlice.PlotsEntry
• tfma.RaggedTensorValue
• tfma.RepeatedInt32Value
• tfma.RepeatedStringValue
• tfma.SlicingSpec
• tfma.SlicingSpec.FeatureValuesEntry
• tfma.SparseTensorValue
• tfma.TensorType
• tfma.TensorTypeMaybeDict
• tfma.TensorValue
• tfma.Validate
• tfma.ValidationResult
• tfma.VarLenTensorValue
• tfma.VarLenTensorValue.DenseRowIterator
• tfma.WriteResults
• tfma.addons
• tfma.analyze_raw_data
• tfma.constants
• tfma.contrib
• tfma.default_eval_shared_model
• tfma.default_evaluators
• tfma.default_extractors
• tfma.default_writers
• tfma.evaluators
• tfma.evaluators.AnalysisTableEvaluator
• tfma.evaluators.Evaluation
• tfma.evaluators.Evaluator
• tfma.evaluators.MetricsAndPlotsEvaluator
• tfma.evaluators.MetricsPlotsAndValidationsEvaluator
• tfma.evaluators.verify_evaluator
• tfma.experimental
• tfma.export
• tfma.export.EvalInputReceiverType
• tfma.export.build_parsing_eval_input_receiver_fn
• tfma.exporter
• tfma.exporter.FinalExporter
• tfma.exporter.LatestExporter
• tfma.exporter.adapt_to_remove_metrics
• tfma.extractors
• tfma.extractors.ExampleWeightsExtractor
• tfma.extractors.Extractor
• tfma.extractors.FeatureExtractor
• tfma.extractors.FeaturesExtractor
• tfma.extractors.Filter
• tfma.extractors.InputExtractor
• tfma.extractors.LabelsExtractor
• tfma.extractors.PredictExtractor
• tfma.extractors.PredictionsExtractor
• tfma.extractors.SliceKeyExtractor
• tfma.extractors.TransformedFeaturesExtractor
• tfma.extractors.UnbatchExtractor
• tfma.is_batched_input
• tfma.is_legacy_estimator
• tfma.load_attributions
• tfma.load_eval_result
• tfma.load_eval_results
• tfma.load_metrics
• tfma.load_plots
• tfma.load_validation_result
• tfma.make_eval_results
• tfma.metrics
• tfma.metrics.AUC
• tfma.metrics.AUCCurve
• tfma.metrics.AUCPrecisionRecall
• tfma.metrics.AUCSummationMethod
• tfma.metrics.AttributionsMetric
• tfma.metrics.BalancedAccuracy
• tfma.metrics.BinaryAccuracy
• tfma.metrics.BinaryCrossEntropy
• tfma.metrics.BooleanFlipRates
• tfma.metrics.COCOAveragePrecision
• tfma.metrics.COCOAverageRecall
• tfma.metrics.COCOMeanAveragePrecision
• tfma.metrics.COCOMeanAverageRecall
• tfma.metrics.Calibration
• tfma.metrics.CalibrationPlot
• tfma.metrics.CategoricalCrossEntropy
• tfma.metrics.CoefficientOfDiscrimination
• tfma.metrics.CombinedFeaturePreprocessor
• tfma.metrics.ConfusionMatrixAtThresholds
• tfma.metrics.ConfusionMatrixPlot
• tfma.metrics.DerivedMetricComputation
• tfma.metrics.DiagnosticOddsRatio
• tfma.metrics.ExactMatch
• tfma.metrics.ExampleCount
• tfma.metrics.F1Score
• tfma.metrics.FN
• tfma.metrics.FNR
• tfma.metrics.FP
• tfma.metrics.FPR
• tfma.metrics.FallOut
• tfma.metrics.FalseDiscoveryRate
• tfma.metrics.FalseNegatives
• tfma.metrics.FalseOmissionRate
• tfma.metrics.FalsePositives
• tfma.metrics.FeaturePreprocessor
• tfma.metrics.FowlkesMallowsIndex
• tfma.metrics.Informedness
• tfma.metrics.Markedness
• tfma.metrics.MatthewsCorrelationCoefficient
• tfma.metrics.MaxRecall
• tfma.metrics.Mean
• tfma.metrics.MeanAbsoluteAttributions
• tfma.metrics.MeanAbsoluteError
• tfma.metrics.MeanAbsolutePercentageError
• tfma.metrics.MeanAttributions
• tfma.metrics.MeanLabel
• tfma.metrics.MeanPrediction
• tfma.metrics.MeanSquaredError
• tfma.metrics.MeanSquaredLogarithmicError
• tfma.metrics.Metric
• tfma.metrics.MetricComputation
• tfma.metrics.MetricComputations
• tfma.metrics.MetricKey
• tfma.metrics.MetricsDict
• tfma.metrics.MinLabelPosition
• tfma.metrics.MissRate
• tfma.metrics.MultiClassConfusionMatrixAtThresholds
• tfma.metrics.MultiClassConfusionMatrixPlot
• tfma.metrics.MultiLabelConfusionMatrixPlot
• tfma.metrics.NDCG
• tfma.metrics.NPV
• tfma.metrics.NegativeLikelihoodRatio
• tfma.metrics.NegativePredictiveValue
• tfma.metrics.ObjectDetectionConfusionMatrixPlot
• tfma.metrics.ObjectDetectionMaxRecall
• tfma.metrics.ObjectDetectionPrecision
• tfma.metrics.ObjectDetectionPrecisionAtRecall
• tfma.metrics.ObjectDetectionRecall
• tfma.metrics.ObjectDetectionThresholdAtRecall
• tfma.metrics.PPV
• tfma.metrics.PlotKey
• tfma.metrics.PositiveLikelihoodRatio
• tfma.metrics.Precision
• tfma.metrics.PrecisionAtRecall
• tfma.metrics.Preprocessor
• tfma.metrics.Preprocessor.BundleContextParam
• tfma.metrics.Preprocessor.BundleFinalizerParam
• tfma.metrics.Preprocessor.RestrictionParam
• tfma.metrics.Preprocessor.SetupContextParam
• tfma.metrics.Preprocessor.StateParam
• tfma.metrics.Preprocessor.TimerParam
• tfma.metrics.Preprocessor.WatermarkEstimatorParam
• tfma.metrics.Prevalence
• tfma.metrics.PrevalenceThreshold
• tfma.metrics.QueryStatistics
• tfma.metrics.Recall
• tfma.metrics.RecallAtPrecision
• tfma.metrics.RelativeCoefficientOfDiscrimination
• tfma.metrics.ScoreDistributionPlot
• tfma.metrics.SemanticSegmentationConfusionMatrix
• tfma.metrics.SemanticSegmentationFalsePositive
• tfma.metrics.SemanticSegmentationTruePositive
• tfma.metrics.SensitivityAtSpecificity
• tfma.metrics.SetMatchPrecision
• tfma.metrics.SetMatchRecall
• tfma.metrics.Specificity
• tfma.metrics.SpecificityAtSensitivity
• tfma.metrics.SquaredPearsonCorrelation
• tfma.metrics.StandardMetricInputs
• tfma.metrics.SubKey
• tfma.metrics.SymmetricPredictionDifference
• tfma.metrics.TN
• tfma.metrics.TNR
• tfma.metrics.TP
• tfma.metrics.TPR
• tfma.metrics.ThreatScore
• tfma.metrics.TotalAbsoluteAttributions
• tfma.metrics.TotalAttributions
• tfma.metrics.TrueNegatives
• tfma.metrics.TruePositives
• tfma.metrics.WeightedExampleCount
• tfma.metrics.default_binary_classification_specs
• tfma.metrics.default_multi_class_classification_specs
• tfma.metrics.default_regression_specs
• tfma.metrics.has_attributions_metrics
• tfma.metrics.merge_per_key_computations
• tfma.metrics.metric_thresholds_from_metrics_specs
• tfma.metrics.specs_from_metrics
• tfma.metrics.to_label_prediction_example_weight
• tfma.metrics.to_standard_metric_inputs
• tfma.model_agnostic_eval
• tfma.multiple_data_analysis
• tfma.multiple_model_analysis
• tfma.post_export_metrics
• tfma.post_export_metrics.auc
• tfma.post_export_metrics.auc_plots
• tfma.post_export_metrics.calibration
• tfma.post_export_metrics.calibration_plot_and_prediction_histogram
• tfma.post_export_metrics.confusion_matrix_at_thresholds
• tfma.post_export_metrics.example_count
• tfma.post_export_metrics.example_weight
• tfma.post_export_metrics.fairness_auc
• tfma.post_export_metrics.fairness_indicators
• tfma.post_export_metrics.mean_absolute_error
• tfma.post_export_metrics.mean_squared_error
• tfma.post_export_metrics.precision_at_k
• tfma.post_export_metrics.recall_at_k
• tfma.post_export_metrics.root_mean_squared_error
• tfma.post_export_metrics.squared_pearson_correlation
• tfma.run_model_analysis
• tfma.sdk
• tfma.types
• tfma.types.AddMetricsCallbackType
• tfma.types.DictOfFetchedTensorValues
• tfma.types.DictOfTensorType
• tfma.types.DictOfTensorTypeMaybeDict
• tfma.types.DictOfTensorValue
• tfma.types.DictOfTensorValueMaybeDict
• tfma.types.DictOfTypeSpec
• tfma.types.DictOfTypeSpecMaybeDict
• tfma.types.EvalSharedModel
• tfma.types.Extracts
• tfma.types.FPLKeyType
• tfma.types.FeaturesPredictionsLabels
• tfma.types.MaterializedColumn
• tfma.types.MaybeMultipleEvalSharedModels
• tfma.types.MetricValueType
• tfma.types.MetricVariablesType
• tfma.types.ModelLoader
• tfma.types.PrimitiveMetricValueType
• tfma.types.RaggedTensorValue
• tfma.types.SparseTensorValue
• tfma.types.StructuredMetricValue
• tfma.types.TensorOrOperationType
• tfma.types.TensorType
• tfma.types.TensorTypeMaybeDict
• tfma.types.TensorTypeMaybeMultiLevelDict
• tfma.types.TensorValue
• tfma.types.TensorValueMaybeDict
• tfma.types.TensorValueMaybeMultiLevelDict
• tfma.types.TypeSpecMaybeDict
• tfma.types.TypeSpecMaybeMultiLevelDict
• tfma.types.ValueWithTDistribution
• tfma.types.VarLenTensorValue
• tfma.types.VarLenTensorValue.DenseRowIterator
• tfma.utils
• tfma.utils.CombineFnWithModels
• tfma.utils.DoFnWithModels
• tfma.utils.DoFnWithModels.BundleContextParam
• tfma.utils.DoFnWithModels.BundleFinalizerParam
• tfma.utils.DoFnWithModels.RestrictionParam
• tfma.utils.DoFnWithModels.SetupContextParam
• tfma.utils.DoFnWithModels.StateParam
• tfma.utils.DoFnWithModels.TimerParam
• tfma.utils.DoFnWithModels.WatermarkEstimatorParam
• tfma.utils.calculate_confidence_interval
• tfma.utils.compound_key
• tfma.utils.create_keys_key
• tfma.utils.create_values_key
• tfma.utils.get_baseline_model_spec
• tfma.utils.get_by_keys
• tfma.utils.get_model_spec
• tfma.utils.get_model_type
• tfma.utils.get_non_baseline_model_specs
• tfma.utils.has_change_threshold
• tfma.utils.merge_extracts
• tfma.utils.model_construct_fn
• tfma.utils.unique_key
• tfma.utils.update_eval_config_with_defaults
• tfma.utils.verify_and_update_eval_shared_models
• tfma.utils.verify_eval_config
• tfma.validators
• tfma.validators.Validation
• tfma.validators.Validator
• tfma.version
• tfma.view
• tfma.view.SlicedMetrics
• tfma.view.SlicedPlots
• tfma.view.render_plot
• tfma.view.render_slicing_attributions
• tfma.view.render_slicing_metrics
• tfma.view.render_time_series
• tfma.writers
• tfma.writers.EvalConfigWriter
• tfma.writers.MetricsPlotsAndValidationsWriter
• tfma.writers.Write
• tfma.writers.Writer
• tfma.writers.convert_slice_metrics_to_proto