Uses of Annotation Interface
org.tribuo.protos.ProtoSerializableClass

Packages that use ProtoSerializableClass

Package	Description
org.tribuo	Provides the core interfaces and classes for using Tribuo.
org.tribuo.anomaly	Provides classes and infrastructure for anomaly detection problems.
org.tribuo.classification	Provides classes and infrastructure for multiclass classification problems.
org.tribuo.classification.sequence.viterbi	Provides an implementation of Viterbi for generating structured outputs, which can sit on top of any Label based classification model.
org.tribuo.classification.xgboost	Provides an interface to XGBoost for classification problems.
org.tribuo.clustering	Provides classes and infrastructure for working with clustering problems.
org.tribuo.hash	Provides the base interface and implementations of the Model hashing which obscures the feature names stored in a model.
org.tribuo.interop.oci	Code for uploading models to Oracle Cloud Infrastructure Data Science, and also for scoring models deployed in Oracle Cloud Infrastructure Data Science.
org.tribuo.interop.onnx	This package contains a Tribuo wrapper around ONNX Runtime.
org.tribuo.interop.tensorflow	Provides an interface to TensorFlow, allowing the training of non-sequential models using any supported Tribuo output type.
org.tribuo.math	Contains the implementation of Tribuo's math library, it's gradient descent optimisers, kernels and a set of math related utils.
org.tribuo.math.kernel	Provides a Kernel interface for Mercer kernels, along with implementations of standard kernels.
org.tribuo.math.neighbour.bruteforce	Provides a brute-force nearest neighbour query implementation.
org.tribuo.math.neighbour.kdtree	Provides a k-d tree nearest neighbour query implementation.
org.tribuo.multilabel	Provides classes and infrastructure for working with multi-label classification problems.
org.tribuo.regression.xgboost	Provides an interface to XGBoost for regression problems.
org.tribuo.sequence	Provides core classes for working with sequences of Examples.
org.tribuo.transform.transformations	Provides implementations of standard transformations like binning, scaling, taking logs and exponents.

Uses of ProtoSerializableClass in org.tribuo

Classes in org.tribuo with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	CategoricalIDInfo	Same as a CategoricalInfo, but with an additional int id field.
class	CategoricalInfo	Stores information about Categorical features.
class	ImmutableFeatureMap	ImmutableFeatureMap is used when unknown features should not be added to the FeatureMap.
class	MutableFeatureMap	A feature map that can record new feature value observations.
class	Prediction<T extends Output<T>>	A prediction made by a Model.
class	RealIDInfo	Same as a RealInfo, but with an additional int id field.
class	RealInfo	Stores information about real valued features.
final class	SelectedFeatureSet	A record-like class for a selected feature set.

Uses of ProtoSerializableClass in org.tribuo.anomaly

Classes in org.tribuo.anomaly with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	ImmutableAnomalyInfo	An ImmutableOutputInfo object for Events.
final class	MutableAnomalyInfo	An MutableOutputInfo object for Events.

Uses of ProtoSerializableClass in org.tribuo.classification

Classes in org.tribuo.classification with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	Label	An immutable multi-class classification label.
class	MutableLabelInfo	A mutable LabelInfo.

Uses of ProtoSerializableClass in org.tribuo.classification.sequence.viterbi

Classes in org.tribuo.classification.sequence.viterbi with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	DefaultFeatureExtractor	A label feature extractor that produces several kinds of label-based features.
class	NoopFeatureExtractor	A label feature extractor that doesn't produce any label based features.

Uses of ProtoSerializableClass in org.tribuo.classification.xgboost

Classes in org.tribuo.classification.xgboost with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	XGBoostClassificationConverter	Converts XGBoost outputs into Label Predictions.

Uses of ProtoSerializableClass in org.tribuo.clustering

Classes in org.tribuo.clustering with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	ClusterID	A clustering id.
class	ImmutableClusteringInfo	An ImmutableOutputInfo object for ClusterIDs.
class	MutableClusteringInfo	A mutable ClusteringInfo.

Uses of ProtoSerializableClass in org.tribuo.hash

Classes in org.tribuo.hash with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	HashCodeHasher	Hashes names using String.hashCode().
final class	HashedFeatureMap	A FeatureMap used by the HashingTrainer to provide feature name hashing and guarantee that the Model does not contain feature name information, but still works with unhashed features names.
final class	MessageDigestHasher	Hashes Strings using the supplied MessageDigest type.
final class	ModHashCodeHasher	Hashes names using String.hashCode(), then reduces the dimension.

Uses of ProtoSerializableClass in org.tribuo.interop.oci

Classes in org.tribuo.interop.oci with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	OCILabelConverter	A converter for DenseMatrix and DenseVector into Label Predictions.
final class	OCIMultiLabelConverter	A converter for DenseMatrix and DenseVector into MultiLabel Predictions.
final class	OCIRegressorConverter	A converter for DenseMatrix and DenseVector into Regressor Predictions.

Uses of ProtoSerializableClass in org.tribuo.interop.onnx

Classes in org.tribuo.interop.onnx with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	DenseTransformer	Converts a sparse Tribuo example into a dense float vector, then wraps it in an OnnxTensor.
class	ImageTransformer	Image transformer.
final class	LabelOneVOneTransformer	Can convert an OnnxValue into a Prediction or a Label.
class	LabelTransformer	Can convert an OnnxValue into a Prediction or a Label.
class	MultiLabelTransformer	Can convert an OnnxValue into a Prediction or a MultiLabel.
class	RegressorTransformer	Can convert an OnnxValue into a Prediction or Regressor.

Uses of ProtoSerializableClass in org.tribuo.interop.tensorflow

Classes in org.tribuo.interop.tensorflow with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	DenseFeatureConverter	Converts a sparse example into a dense float vector, then wraps it in a TFloat32.
class	ImageConverter	Image converter.
class	LabelConverter	Can convert a Label into a Tensor containing one hot encoding of the label and can convert a TFloat16 or TFloat32 into a Prediction or a Label.
class	MultiLabelConverter	Can convert a MultiLabel into a Tensor containing a binary encoding of the label vector and can convert a TFloat16 or TFloat32 into a Prediction or a MultiLabel.
class	RegressorConverter	Can convert a Regressor to a TFloat32 vector and a TFloat32 into a Prediction or Regressor.

Uses of ProtoSerializableClass in org.tribuo.math

Classes in org.tribuo.math with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	LinearParameters	A Parameters for producing linear models.

Uses of ProtoSerializableClass in org.tribuo.math.kernel

Classes in org.tribuo.math.kernel with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	Polynomial	A polynomial kernel, (gamma*u.dot(v) + intercept)^degree.
class	RBF	A Radial Basis Function (RBF) kernel, exp(-gamma*|u-v|^2).
class	Sigmoid	A sigmoid kernel, tanh(gamma*u.dot(v) + intercept).

Uses of ProtoSerializableClass in org.tribuo.math.neighbour.bruteforce

Classes in org.tribuo.math.neighbour.bruteforce with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	NeighboursBruteForceFactory	A factory which creates brute-force nearest neighbour query objects.

Uses of ProtoSerializableClass in org.tribuo.math.neighbour.kdtree

Classes in org.tribuo.math.neighbour.kdtree with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	KDTreeFactory	A factory which creates k-d tree nearest neighbour query objects.

Uses of ProtoSerializableClass in org.tribuo.multilabel

Classes in org.tribuo.multilabel with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	MutableMultiLabelInfo	A MutableOutputInfo for working with multi-label tasks.

Uses of ProtoSerializableClass in org.tribuo.regression.xgboost

Classes in org.tribuo.regression.xgboost with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
final class	XGBoostRegressionConverter	Converts XGBoost outputs into Regressor Predictions.

Uses of ProtoSerializableClass in org.tribuo.sequence

Classes in org.tribuo.sequence with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
class	SequenceExample<T extends Output<T>>	A sequence of examples, used for sequence classification.

Uses of ProtoSerializableClass in org.tribuo.transform.transformations

Classes in org.tribuo.transform.transformations with annotations of type ProtoSerializableClass

Modifier and Type	Class	Description
static final class	BinningTransformation.BinningTransformer	The implementation of a Transformer which splits the input into n bins.
final class	SimpleTransform	This is used for stateless functions such as exp, log, addition or multiplication by a constant.