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

Methods in org.tribuo that return DataProvenance

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

Constructors in org.tribuo with parameters of type DataProvenance

Constructor and Description
Dataset(DataProvenance provenance, OutputFactory<T> outputFactory) Creates a dataset.
ImmutableDataset(DataProvenance description, OutputFactory<T> outputFactory) If you call this it's your job to setup outputMap, featureIDMap and fill it with examples.
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.
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.
MutableDataset(DataProvenance sourceProvenance, OutputFactory<T> outputFactory) Creates an empty dataset.
MutableDataset(Iterable<Example<T>> dataSource, DataProvenance provenance, OutputFactory<T> outputFactory) Creates a dataset from a data source.

Uses of DataProvenance in org.tribuo.data.csv

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

Modifier and Type	Class and Description
static class	CSVDataSource.CSVDataSourceProvenance Provenance for CSVDataSource.
static class	CSVLoader.CSVLoaderProvenance Provenance for CSVs loaded by CSVLoader.

Uses of DataProvenance in org.tribuo.data.sql

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

Modifier and Type	Class and 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 and 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 and 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 and Description
static 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 and Description
static class	AggregateConfigurableDataSource.AggregateConfigurableDataSourceProvenance Provenance for the AggregateConfigurableDataSource.
static class	AggregateDataSource.AggregateDataSourceProvenance Provenance for the AggregateDataSource.
static class	IDXDataSource.IDXDataSourceProvenance Provenance class for IDXDataSource.
static 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 and 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 and 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.
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.
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.

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

Constructor and 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 and 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 and Description
static class	JsonDataSource.JsonDataSourceProvenance Provenance for JsonDataSource.

Uses of DataProvenance in org.tribuo.provenance

Subinterfaces of DataProvenance in org.tribuo.provenance

Modifier and Type	Interface and 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 and 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 and 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

Constructor and Description
DatasetProvenance(DataProvenance sourceProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<com.oracle.labs.mlrg.olcut.provenance.ObjectProvenance> transformationProvenance, Dataset<T> dataset)
DatasetProvenance(DataProvenance sourceProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<com.oracle.labs.mlrg.olcut.provenance.ObjectProvenance> transformationProvenance, SequenceDataset<T> dataset)
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)
EvaluationProvenance(ModelProvenance modelProvenance, DataProvenance datasetProvenance)

Uses of DataProvenance in org.tribuo.provenance.impl

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

Modifier and Type	Class and Description
class	EmptyDatasetProvenance An empty DatasetProvenance, should not be used except by the provenance removal system.
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 and 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 and Description
static class	MinimumCardinalitySequenceDataset.MinimumCardinalitySequenceDatasetProvenance Provenance for MinimumCardinalitySequenceDataset.

Fields in org.tribuo.sequence declared as DataProvenance

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

Methods in org.tribuo.sequence that return DataProvenance

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

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

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

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

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