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Overview Tutorials Guide TFX-Addons API
TensorFlow
  • Install
  • Learn
    • More
    • Overview
    • Tutorials
    • Guide
    • TFX-Addons
    • API
  • API
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  • Ecosystem
    • More
  • Community
    • More
  • Why TensorFlow
    • More
  • GitHub
  • TFX API
  • TFX V1
  • tfx.v1
    • Overview
    • components
      • Overview
      • BulkInferrer
      • CsvExampleGen
      • DataAccessor
      • Evaluator
      • ExampleDiff
      • ExampleValidator
      • FnArgs
      • ImportExampleGen
      • ImportSchemaGen
      • InfraValidator
      • Pusher
      • SchemaGen
      • StatisticsGen
      • Trainer
      • Transform
      • Tuner
      • TunerFnResult
    • dsl
      • Overview
      • Artifact
      • Channel
      • Cond
      • ExecutionMode
      • Importer
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      • components
        • Overview
        • AsyncOutputArtifact
        • BeamComponentParameter
        • InputArtifact
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        • OutputDict
        • Parameter
        • component
      • experimental
        • Overview
        • LatestArtifactStrategy
        • LatestBlessedModelStrategy
        • ResolverStrategy
        • RuntimeParameter
        • SpanRangeStrategy
        • create_container_component
      • io
        • Overview
        • fileio
          • Overview
          • NotFoundError
          • PathType
          • copy
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          • glob
          • isdir
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          • makedirs
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          • stat
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      • placeholders
        • Overview
        • exec_property
        • execution_invocation
        • input
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    • extensions
      • Overview
      • google_cloud_ai_platform
        • Overview
        • BulkInferrer
        • Pusher
        • Trainer
        • Tuner
        • experimental
          • Overview
      • google_cloud_big_query
        • Overview
        • BigQueryExampleGen
        • Pusher
    • orchestration
      • Overview
      • LocalDagRunner
      • experimental
        • Overview
        • FinalStatusStr
        • KubeflowDagRunner
        • KubeflowDagRunnerConfig
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        • KubeflowV2DagRunnerConfig
        • exit_handler
        • get_default_kubeflow_metadata_config
      • metadata
        • Overview
        • ConnectionConfigType
        • mysql_metadata_connection_config
        • sqlite_metadata_connection_config
    • proto
      • Overview
      • ClassifyOutput
      • CustomConfig
      • DataSpec
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      • EnvVar
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      • EvalArgs
      • ExampleDiffConfig
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      • Output
      • OutputColumnsSpec
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      • TrainArgs
      • TuneArgs
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      • orchestration
        • Overview
        • RunState
    • testing
      • Overview
      • Channel
    • types
      • Overview
      • BaseBeamComponent
      • BaseChannel
      • BaseComponent
      • BaseComponent.DRIVER_CLASS
      • BaseFunctionalComponent
      • BaseFunctionalComponentFactory
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      • standard_artifacts
        • Overview
        • Boolean
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        • ExampleStatistics.TYPE_ANNOTATION
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        • Examples.TYPE_ANNOTATION
        • Float
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        • Model
        • Model.TYPE_ANNOTATION
        • ModelBlessing
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        • ModelRun
        • PushedModel
        • Schema
        • String
        • TransformCache
        • TransformGraph
    • utils
      • Overview
      • JsonableType
      • parse_pbtxt_file
  • Data Validation
  • tfdv
    • Overview
    • CombinerStatsGenerator
    • CrossFeatureView
    • DatasetListView
    • DatasetView
    • DetectFeatureSkew
    • FeaturePath
    • FeatureView
    • GenerateStatistics
    • MergeDatasetFeatureStatisticsList
    • StatsOptions
    • TransformStatsGenerator
    • WriteStatisticsToBinaryFile
    • WriteStatisticsToRecordsAndBinaryFile
    • WriteStatisticsToTFRecord
    • compare_slices
    • default_sharded_output_suffix
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    • display_anomalies
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    • experimental_get_feature_value_slicer
    • generate_dummy_schema_with_paths
    • generate_statistics_from_csv
    • generate_statistics_from_dataframe
    • generate_statistics_from_tfrecord
    • get_confusion_count_dataframes
    • get_domain
    • get_feature
    • get_feature_stats
    • get_match_stats_dataframe
    • get_skew_result_dataframe
    • get_slice_stats
    • get_statistics_html
    • infer_schema
    • load_anomalies_text
    • load_schema_text
    • load_sharded_statistics
    • load_statistics
    • load_stats_binary
    • load_stats_text
    • set_domain
    • update_schema
    • validate_corresponding_slices
    • validate_examples_in_csv
    • validate_examples_in_tfrecord
    • validate_statistics
    • visualize_statistics
    • write_anomalies_text
    • write_schema_text
    • write_stats_text
  • Transform
  • tft
    • Overview
    • DatasetMetadata
    • TFTransformOutput
    • TransformFeaturesLayer
    • annotate_asset
    • apply_buckets
    • apply_buckets_with_interpolation
    • apply_pyfunc
    • apply_vocabulary
    • bag_of_words
    • bucketize
    • bucketize_per_key
    • compute_and_apply_vocabulary
    • count_per_key
    • covariance
    • deduplicate_tensor_per_row
    • estimated_probability_density
    • get_analyze_input_columns
    • get_num_buckets_for_transformed_feature
    • get_transform_input_columns
    • hash_strings
    • histogram
    • make_and_track_object
    • max
    • mean
    • min
    • ngrams
    • pca
    • quantiles
    • scale_by_min_max
    • scale_by_min_max_per_key
    • scale_to_0_1
    • scale_to_0_1_per_key
    • scale_to_gaussian
    • scale_to_z_score
    • scale_to_z_score_per_key
    • segment_indices
    • size
    • sparse_tensor_left_align
    • sparse_tensor_to_dense_with_shape
    • sum
    • tfidf
    • tukey_h_params
    • tukey_location
    • tukey_scale
    • var
    • vocabulary
    • word_count
  • tft.coders
    • Overview
    • CsvCoder
    • ExampleProtoCoder
  • tft.experimental
    • Overview
    • CacheablePTransformAnalyzer
    • PTransformAnalyzerCacheCoder
    • SimpleJsonPTransformAnalyzerCacheCoder
    • annotate_sparse_output_shape
    • annotate_true_sparse_output
    • approximate_vocabulary
    • compute_and_apply_approximate_vocabulary
    • document_frequency
    • get_vocabulary_size_by_name
    • idf
    • ptransform_analyzer
  • tft_beam
    • Overview
    • AnalyzeAndTransformDataset
    • AnalyzeDataset
    • AnalyzeDatasetWithCache
    • Context
    • EncodeTransformedDataset
    • ReadTransformFn
    • TransformDataset
    • WriteMetadata
    • WriteTransformFn
  • tft_beam.analyzer_cache
    • Overview
    • BeamAnalysisCache
    • DatasetCache
    • DatasetCacheMetadata
    • DatasetKey
    • ReadAnalysisCacheFromFS
    • WriteAnalysisCacheToFS
    • make_cache_entry_key
    • validate_dataset_keys
  • tft_beam.experimental
    • Overview
    • PTransformAnalyzer
  • Model Analysis
  • tfma
    • Overview
    • AggregationOptions
    • AggregationOptions.ClassWeightsEntry
    • AttributionsForSlice
    • AttributionsForSlice.AttributionsKeyAndValues
    • AttributionsForSlice.AttributionsKeyAndValues.ValuesEntry
    • BatchedInputsToExtracts
    • BinarizationOptions
    • ConfidenceIntervalOptions
    • CrossSliceMetricThreshold
    • CrossSliceMetricThresholds
    • CrossSlicingSpec
    • EvalConfig
    • EvalResult
    • ExampleWeightOptions
    • ExtractAndEvaluate
    • ExtractEvaluateAndWriteResults
    • GenericChangeThreshold
    • GenericValueThreshold
    • InputsToExtracts
    • MetricConfig
    • MetricThreshold
    • MetricsForSlice
    • MetricsForSlice.MetricKeyAndValue
    • MetricsForSlice.MetricsEntry
    • MetricsSpec
    • MetricsSpec.CrossSliceThresholdsEntry
    • MetricsSpec.OutputWeightsEntry
    • MetricsSpec.PerSliceThresholdsEntry
    • MetricsSpec.ThresholdsEntry
    • ModelSpec
    • ModelSpec.ExampleWeightKeysEntry
    • ModelSpec.LabelKeysEntry
    • ModelSpec.PredictionKeysEntry
    • Options
    • PaddingOptions
    • PerSliceMetricThreshold
    • PerSliceMetricThresholds
    • PlotsForSlice
    • PlotsForSlice.PlotKeyAndValue
    • PlotsForSlice.PlotsEntry
    • RepeatedInt32Value
    • RepeatedStringValue
    • SlicingSpec
    • SlicingSpec.FeatureValuesEntry
    • Validate
    • ValidationResult
    • WriteResults
    • analyze_raw_data
    • default_eval_shared_model
    • default_evaluators
    • default_extractors
    • default_writers
    • is_batched_input
    • is_legacy_estimator
    • load_attributions
    • load_eval_result
    • load_eval_results
    • load_metrics
    • load_plots
    • load_validation_result
    • make_eval_results
    • multiple_data_analysis
    • multiple_model_analysis
    • run_model_analysis
  • tfma.addons
    • Overview
  • tfma.constants
    • Overview
  • tfma.contrib
    • Overview
  • tfma.evaluators