Uses of Interface
org.tribuo.provenance.DataProvenance

Packages that use DataProvenance

Package	Description
org.tribuo	Provides the core interfaces and classes for using Tribuo.
org.tribuo.anomaly.example	Provides anomaly data generators used for demos and testing implementations.
org.tribuo.classification.example	Provides a multiclass data generator used for testing implementations, along with several synthetic data generators for 2d binary classification problems to be used in demos or tutorials.
org.tribuo.clustering.example	Provides clustering data generators used for demos and testing implementations.
org.tribuo.data.csv	Provides classes which can load columnar data (using a RowProcessor) from a CSV (or other character delimited format) file.
org.tribuo.data.sql	Provides classes which can load columnar data (using a RowProcessor) from a SQL source.
org.tribuo.data.text	Provides interfaces for converting text inputs into Features and Examples.
org.tribuo.data.text.impl	Provides implementations of text data processors.
org.tribuo.dataset	Provides utility datasets which subsample or otherwise transform the wrapped dataset.
org.tribuo.datasource	Simple data sources for ingesting or aggregating data.
org.tribuo.evaluation	Evaluation base classes, along with code for train/test splits and cross validation.
org.tribuo.interop	This package contains the abstract implementation of an external model trained by something outside of Tribuo.
org.tribuo.json	Provides interop with JSON formatted data, along with tools for interacting with JSON provenance objects.
org.tribuo.multilabel.example	Provides a multi-label data generator for testing implementations and a configurable data source suitable for demos and tests.
org.tribuo.provenance	Provides Tribuo specific infrastructure for the Provenance system which tracks models and datasets.
org.tribuo.provenance.impl	Provides internal implementations for empty provenance classes and TrainerProvenance.
org.tribuo.regression.example	Provides some example regression data generators for testing implementations.
org.tribuo.sequence	Provides core classes for working with sequences of Examples.

Uses of DataProvenance in org.tribuo

Fields in org.tribuo declared as DataProvenance

Modifier and Type	Field	Description
protected final DataProvenance	Dataset.sourceProvenance	The provenance of the data source, extracted on construction.

Methods in org.tribuo that return DataProvenance

Modifier and Type	Method	Description
DataProvenance	Dataset.getSourceProvenance()	The provenance of the data this Dataset contains.

Constructors in org.tribuo with parameters of type DataProvenance

Modifier	Constructor	Description
protected	Dataset(DataProvenance provenance, OutputFactory<T> outputFactory)	Creates a dataset.
	ImmutableDataset(Iterable<Example<T>> dataSource, DataProvenance description, OutputFactory<T> outputFactory, FeatureMap featureIDMap, OutputInfo<T> outputIDInfo, boolean dropInvalidExamples)	Creates a dataset from a data source.
	ImmutableDataset(Iterable<Example<T>> dataSource, DataProvenance description, OutputFactory<T> outputFactory, ImmutableFeatureMap featureIDMap, ImmutableOutputInfo<T> outputIDInfo, boolean dropInvalidExamples)	Creates a dataset from a data source.
protected	ImmutableDataset(DataProvenance description, OutputFactory<T> outputFactory)	If you call this it's your job to setup outputMap, featureIDMap and fill it with examples.
protected	ImmutableDataset(DataProvenance description, OutputFactory<T> outputFactory, ImmutableFeatureMap featureIDMap, ImmutableOutputInfo<T> outputIDInfo)	This is dangerous, and should not be used unless you've overridden everything in ImmutableDataset.
	MutableDataset(Iterable<Example<T>> dataSource, DataProvenance provenance, OutputFactory<T> outputFactory)	Creates a dataset from a data source.
	MutableDataset(DataProvenance sourceProvenance, OutputFactory<T> outputFactory)	Creates an empty dataset.

Uses of DataProvenance in org.tribuo.anomaly.example

Classes in org.tribuo.anomaly.example that implement DataProvenance

Modifier and Type	Class	Description
static final class	GaussianAnomalyDataSource.GaussianAnomalyDataSourceProvenance	Provenance for GaussianAnomalyDataSource.

Uses of DataProvenance in org.tribuo.classification.example

Classes in org.tribuo.classification.example that implement DataProvenance

Modifier and Type	Class	Description
static final class	DemoLabelDataSource.DemoLabelDataSourceProvenance	Provenance for DemoLabelDataSource.

Uses of DataProvenance in org.tribuo.clustering.example

Classes in org.tribuo.clustering.example that implement DataProvenance

Modifier and Type	Class	Description
static final class	GaussianClusterDataSource.GaussianClusterDataSourceProvenance	Provenance for GaussianClusterDataSource.

Uses of DataProvenance in org.tribuo.data.csv

Classes in org.tribuo.data.csv that implement DataProvenance

Modifier and Type	Class	Description
static class	CSVDataSource.CSVDataSourceProvenance	Provenance for CSVDataSource.
static final class	CSVLoader.CSVLoaderProvenance	Deprecated. Deprecated in 4.2 as CSVLoader now returns a CSVDataSource.

Uses of DataProvenance in org.tribuo.data.sql

Classes in org.tribuo.data.sql that implement DataProvenance

Modifier and Type	Class	Description
static class	SQLDataSource.SQLDataSourceProvenance	Provenance for SQLDataSource.

Uses of DataProvenance in org.tribuo.data.text

Classes in org.tribuo.data.text that implement DataProvenance

Modifier and Type	Class	Description
static class	DirectoryFileSource.DirectoryFileSourceProvenance	Provenance for DirectoryFileSource.

Uses of DataProvenance in org.tribuo.data.text.impl

Classes in org.tribuo.data.text.impl that implement DataProvenance

Modifier and Type	Class	Description
static class	SimpleStringDataSource.SimpleStringDataSourceProvenance	Provenance for SimpleStringDataSource.
static class	SimpleTextDataSource.SimpleTextDataSourceProvenance	Provenance for SimpleTextDataSource.

Uses of DataProvenance in org.tribuo.dataset

Classes in org.tribuo.dataset that implement DataProvenance

Modifier and Type	Class	Description
static final class	DatasetView.DatasetViewProvenance	Provenance for the DatasetView.
static class	MinimumCardinalityDataset.MinimumCardinalityDatasetProvenance	Provenance for MinimumCardinalityDataset.

Uses of DataProvenance in org.tribuo.datasource

Classes in org.tribuo.datasource that implement DataProvenance

Modifier and Type	Class	Description
static class	AggregateConfigurableDataSource.AggregateConfigurableDataSourceProvenance	Provenance for the AggregateConfigurableDataSource.
static class	AggregateDataSource.AggregateDataSourceProvenance	Provenance for the AggregateDataSource.
static final class	IDXDataSource.IDXDataSourceProvenance	Provenance class for IDXDataSource.
static final class	LibSVMDataSource.LibSVMDataSourceProvenance	The provenance for a LibSVMDataSource.

Uses of DataProvenance in org.tribuo.evaluation

Classes in org.tribuo.evaluation that implement DataProvenance

Modifier and Type	Class	Description
static class	TrainTestSplitter.SplitDataSourceProvenance	Provenance for a split data source.

Methods in org.tribuo.evaluation with parameters of type DataProvenance

Modifier and Type	Method	Description
default OnlineEvaluator<T,E>	Evaluator.createOnlineEvaluator(Model<T> model, DataProvenance provenance)	Creates an online evaluator that maintains a list of all the predictions it has seen and can evaluate them upon request.
final E	AbstractEvaluator.evaluate(Model<T> model, List<Prediction<T>> predictions, DataProvenance dataProvenance)	Produces an evaluation for the supplied model and predictions by aggregating the appropriate statistics.
default E	Evaluator.evaluate(Model<T> model, List<Prediction<T>> predictions, List<T> groundTruth, DataProvenance dataProvenance)	Evaluates the model performance using the supplied predictions, returning an immutable Evaluation of the appropriate type.
E	Evaluator.evaluate(Model<T> model, List<Prediction<T>> predictions, DataProvenance dataProvenance)	Evaluates the model performance using the supplied predictions, returning an immutable Evaluation of the appropriate type.

Constructors in org.tribuo.evaluation with parameters of type DataProvenance

Modifier	Constructor	Description
	OnlineEvaluator(Evaluator<T,E> evaluator, Model<T> model, DataProvenance provenance)	Constructs an OnlineEvaluator which accumulates predictions.

Uses of DataProvenance in org.tribuo.interop

Classes in org.tribuo.interop that implement DataProvenance

Modifier and Type	Class	Description
class	ExternalDatasetProvenance	A dummy provenance used to describe the dataset of external models.

Uses of DataProvenance in org.tribuo.json

Classes in org.tribuo.json that implement DataProvenance

Modifier and Type	Class	Description
static class	JsonDataSource.JsonDataSourceProvenance	Provenance for JsonDataSource.

Uses of DataProvenance in org.tribuo.multilabel.example

Classes in org.tribuo.multilabel.example that implement DataProvenance

Modifier and Type	Class	Description
static class	MultiLabelGaussianDataSource.MultiLabelGaussianDataSourceProvenance	Provenance for MultiLabelGaussianDataSource.

Uses of DataProvenance in org.tribuo.provenance

Subinterfaces of DataProvenance in org.tribuo.provenance

Modifier and Type	Interface	Description
interface	ConfiguredDataSourceProvenance	A tag interface for configurable data source provenance.
interface	DataSourceProvenance	Data source provenance.

Classes in org.tribuo.provenance that implement DataProvenance

Modifier and Type	Class	Description
class	DatasetProvenance	Base class for dataset provenance.
class	SimpleDataSourceProvenance	This class stores a String describing the data source, along with a timestamp.

Methods in org.tribuo.provenance that return DataProvenance

Modifier and Type	Method	Description
DataProvenance	DatasetProvenance.getSourceProvenance()	The input data provenance.
DataProvenance	EvaluationProvenance.getTestDatasetProvenance()	The test dataset provenance.

Constructors in org.tribuo.provenance with parameters of type DataProvenance

Modifier	Constructor	Description
protected	DatasetProvenance(DataProvenance sourceProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<com.oracle.labs.mlrg.olcut.provenance.ObjectProvenance> transformationProvenance, String datasetClassName, boolean isDense, boolean isSequence, int numExamples, int numFeatures, int numOutputs)	Constructs a dataset provenance using the supplied information.
	DatasetProvenance(DataProvenance sourceProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<com.oracle.labs.mlrg.olcut.provenance.ObjectProvenance> transformationProvenance, Dataset<T> dataset)	Creates a dataset provenance from the supplied dataset.
	DatasetProvenance(DataProvenance sourceProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<com.oracle.labs.mlrg.olcut.provenance.ObjectProvenance> transformationProvenance, SequenceDataset<T> dataset)	Creates a dataset provenance from the supplied sequence dataset.
	EvaluationProvenance(ModelProvenance modelProvenance, DataProvenance datasetProvenance)	Constructs an evaluation provenance from the supplied provenances.

Uses of DataProvenance in org.tribuo.provenance.impl

Classes in org.tribuo.provenance.impl that implement DataProvenance

Modifier and Type	Class	Description
final class	EmptyDatasetProvenance	An empty DatasetProvenance, should not be used except by the provenance removal system.
final class	EmptyDataSourceProvenance	An empty DataSourceProvenance, should not be used except by the provenance removal system.

Uses of DataProvenance in org.tribuo.regression.example

Classes in org.tribuo.regression.example that implement DataProvenance

Modifier and Type	Class	Description
static class	GaussianDataSource.GaussianDataSourceProvenance	Provenance for GaussianDataSource.
static class	NonlinearGaussianDataSource.NonlinearGaussianDataSourceProvenance	Provenance for NonlinearGaussianDataSource.

Uses of DataProvenance in org.tribuo.sequence

Classes in org.tribuo.sequence that implement DataProvenance

Modifier and Type	Class	Description
static class	MinimumCardinalitySequenceDataset.MinimumCardinalitySequenceDatasetProvenance	Provenance for MinimumCardinalitySequenceDataset.

Fields in org.tribuo.sequence declared as DataProvenance

Modifier and Type	Field	Description
protected final DataProvenance	SequenceDataset.sourceProvenance	The provenance of the data source, extracted on construction.

Methods in org.tribuo.sequence that return DataProvenance

Modifier and Type	Method	Description
DataProvenance	SequenceDataset.getSourceProvenance()	Returns the source provenance.

Methods in org.tribuo.sequence with parameters of type DataProvenance

Modifier and Type	Method	Description
final E	AbstractSequenceEvaluator.evaluate(SequenceModel<T> model, List<List<Prediction<T>>> predictions, DataProvenance dataProvenance)	Produces an evaluation for the supplied model and predictions by aggregating the appropriate statistics.
E	SequenceEvaluator.evaluate(SequenceModel<T> model, List<List<Prediction<T>>> predictions, DataProvenance dataProvenance)	Evaluates the supplied model and predictions by aggregating the appropriate statistics.

Constructors in org.tribuo.sequence with parameters of type DataProvenance

Modifier	Constructor	Description
	ImmutableSequenceDataset(Iterable<SequenceExample<T>> dataSource, DataProvenance sourceProvenance, FeatureMap featureIDMap, OutputInfo<T> outputIDInfo, OutputFactory<T> outputFactory)	Creates a dataset from a data source.
	ImmutableSequenceDataset(Iterable<SequenceExample<T>> dataSource, DataProvenance sourceProvenance, ImmutableFeatureMap featureIDMap, ImmutableOutputInfo<T> outputIDInfo, OutputFactory<T> outputFactory)	Creates a dataset from a data source.
protected	ImmutableSequenceDataset(DataProvenance sourceProvenance, ImmutableFeatureMap featureIDMap, ImmutableOutputInfo<T> outputIDInfo)	This is dangerous, and should not be used unless you've overridden everything in ImmutableSequenceDataset.
protected	ImmutableSequenceDataset(DataProvenance sourceProvenance, OutputFactory<T> outputFactory)	If you call this it's your job to setup outputIDInfo and featureIDMap.
	MutableSequenceDataset(Iterable<SequenceExample<T>> dataSource, DataProvenance sourceProvenance, OutputFactory<T> outputFactory)	Creates a dataset from a data source.
	MutableSequenceDataset(DataProvenance sourceProvenance, OutputFactory<T> outputFactory)	Creates an empty sequence dataset.
protected	SequenceDataset(DataProvenance sourceProvenance, OutputFactory<T> outputFactory)