Uses of Interface
org.tribuo.provenance.TrainerProvenance
Package
Description
Provides simple baseline multiclass classifiers.
Provides implementations of decision trees for classification problems.
Provides majority vote ensemble combiners for classification
along with an implementation of multiclass Adaboost.
Provides an implementation of multinomial naive bayes (i.e., naive bayes for non-negative count data).
Provides an implementation of Viterbi for generating structured outputs, which can sit on top of any
Label
based classification model.Provides an implementation of a linear chain CRF trained using Stochastic Gradient Descent.
Provides a SGD implementation of a Kernel SVM using the Pegasos algorithm.
Provides an interface to XGBoost for classification problems.
Provides an implementation of HDBSCAN*.
Provides a multithreaded implementation of K-Means, with a
configurable distance function.
Provides base classes for using liblinear from Tribuo.
The base interface to LibSVM.
Provides a K-Nearest Neighbours implementation which works across
all Tribuo
Output
types.Provides the base classes for models trained with stochastic gradient descent.
Provides common functionality for building decision trees, irrespective
of the predicted
Output
.Provides abstract classes for interfacing with XGBoost abstracting away all the
Output
dependent parts.Provides an interface for model prediction combinations,
two base classes for ensemble models, a base class for
ensemble excuses, and a Bagging implementation.
Provides the base interface and implementations of the
Model
hashing
which obscures the feature names stored in a model.This package contains the abstract implementation of an external model
trained by something outside of Tribuo.
Provides an interface to TensorFlow, allowing the training of non-sequential models using any supported
Tribuo output type.
Provides an interface for working with TensorFlow sequence models, using Tribuo's
SequenceModel
abstraction.Provides implementations of binary relevance based multi-label classification
algorithms.
Provides a multi-label ensemble combiner that performs a (possibly
weighted) majority vote among each label independently, along with an
implementation of classifier chain ensembles.
Provides Tribuo specific infrastructure for the
Provenance
system which
tracks models and datasets.Provides internal implementations for empty provenance classes and TrainerProvenance.
Provides simple baseline regression predictors.
Provides an implementation of decision trees for regression problems.
Provides implementations of sparse linear regression using various forms of regularisation penalty.
Provides an interface to XGBoost for regression problems.
Provides core classes for working with sequences of
Example
s.Provides infrastructure for applying transformations to a
Dataset
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Uses of TrainerProvenance in org.tribuo.classification.baseline
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Uses of TrainerProvenance in org.tribuo.classification.dtree
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Uses of TrainerProvenance in org.tribuo.classification.ensemble
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Uses of TrainerProvenance in org.tribuo.classification.mnb
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Uses of TrainerProvenance in org.tribuo.classification.sequence.viterbi
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Uses of TrainerProvenance in org.tribuo.classification.sgd.crf
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Uses of TrainerProvenance in org.tribuo.classification.sgd.kernel
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Uses of TrainerProvenance in org.tribuo.classification.xgboost
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Uses of TrainerProvenance in org.tribuo.clustering.hdbscan
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Uses of TrainerProvenance in org.tribuo.clustering.kmeans
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Uses of TrainerProvenance in org.tribuo.common.liblinear
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Uses of TrainerProvenance in org.tribuo.common.libsvm
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Uses of TrainerProvenance in org.tribuo.common.nearest
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Uses of TrainerProvenance in org.tribuo.common.sgd
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Uses of TrainerProvenance in org.tribuo.common.tree
Modifier and TypeClassDescriptionprotected static class
Deprecated. -
Uses of TrainerProvenance in org.tribuo.common.xgboost
Modifier and TypeClassDescriptionprotected static class
Deprecated. -
Uses of TrainerProvenance in org.tribuo.ensemble
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Uses of TrainerProvenance in org.tribuo.hash
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Uses of TrainerProvenance in org.tribuo.interop
Modifier and TypeClassDescriptionfinal class
A dummy provenance for a model trained outside Tribuo. -
Uses of TrainerProvenance in org.tribuo.interop.tensorflow
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Uses of TrainerProvenance in org.tribuo.interop.tensorflow.sequence
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Uses of TrainerProvenance in org.tribuo.multilabel.baseline
Modifier and TypeMethodDescriptionClassifierChainTrainer.getProvenance()
IndependentMultiLabelTrainer.getProvenance()
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Uses of TrainerProvenance in org.tribuo.multilabel.ensemble
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Uses of TrainerProvenance in org.tribuo.provenance
Modifier and TypeClassDescriptionclass
The skeleton of a TrainerProvenance that extracts the configured parameters.Modifier and TypeFieldDescriptionprotected final TrainerProvenance
ModelProvenance.trainerProvenance
ModifierConstructorDescriptionEnsembleModelProvenance
(String className, OffsetDateTime time, DatasetProvenance datasetProvenance, TrainerProvenance trainerProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<? extends ModelProvenance> memberProvenance) Creates a provenance for an ensemble model tracking the class name, creation time, dataset provenance and trainer provenance along with the individual model provenances for each ensemble member.EnsembleModelProvenance
(String className, OffsetDateTime time, DatasetProvenance datasetProvenance, TrainerProvenance trainerProvenance, Map<String, com.oracle.labs.mlrg.olcut.provenance.Provenance> instanceProvenance, boolean trackSystem, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<? extends ModelProvenance> memberProvenance) Creates a provenance for an ensemble model tracking the class name, creation time, dataset provenance, trainer provenance and any instance specific provenance along with the individual model provenances for each ensemble member.EnsembleModelProvenance
(String className, OffsetDateTime time, DatasetProvenance datasetProvenance, TrainerProvenance trainerProvenance, Map<String, com.oracle.labs.mlrg.olcut.provenance.Provenance> instanceProvenance, com.oracle.labs.mlrg.olcut.provenance.ListProvenance<? extends ModelProvenance> memberProvenance) Creates a provenance for an ensemble model tracking the class name, creation time, dataset provenance, trainer provenance and any instance specific provenance along with the individual model provenances for each ensemble member.ModelProvenance
(String className, OffsetDateTime time, DatasetProvenance datasetProvenance, TrainerProvenance trainerProvenance) Creates a model provenance tracking the class name, creation time, dataset provenance and trainer provenance.ModelProvenance
(String className, OffsetDateTime time, DatasetProvenance datasetProvenance, TrainerProvenance trainerProvenance, Map<String, com.oracle.labs.mlrg.olcut.provenance.Provenance> instanceProvenance) Creates a model provenance tracking the class name, creation time, dataset provenance, trainer provenance and any instance specific provenance.ModelProvenance
(String className, OffsetDateTime time, DatasetProvenance datasetProvenance, TrainerProvenance trainerProvenance, Map<String, com.oracle.labs.mlrg.olcut.provenance.Provenance> instanceProvenance, boolean trackSystem) Creates a model provenance tracking the class name, creation time, dataset provenance, trainer provenance and any instance specific provenance. -
Uses of TrainerProvenance in org.tribuo.provenance.impl
Modifier and TypeClassDescriptionfinal class
An empty TrainerProvenance, should not be used except by the provenance removal system.final class
A TrainerProvenance with a timestamp, used when there was no trainer involved in model construction (e.g., creating anEnsembleModel
from existing models).final class
An implementation ofTrainerProvenance
that delegates everything toSkeletalTrainerProvenance
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Uses of TrainerProvenance in org.tribuo.regression.baseline
Modifier and TypeClassDescriptionstatic final class
Deprecated. -
Uses of TrainerProvenance in org.tribuo.regression.rtree
Modifier and TypeMethodDescriptionCARTJointRegressionTrainer.getProvenance()
CARTRegressionTrainer.getProvenance()
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Uses of TrainerProvenance in org.tribuo.regression.slm
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Uses of TrainerProvenance in org.tribuo.regression.xgboost
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Uses of TrainerProvenance in org.tribuo.sequence
Modifier and TypeMethodDescriptionHashingSequenceTrainer.getProvenance()
IndependentSequenceTrainer.getProvenance()
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Uses of TrainerProvenance in org.tribuo.transform