Serialized Form (Tribuo 4.0.2 API)

Package org.tribuo
- Class org.tribuo.CategoricalIDInfo extends CategoricalInfo implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - id
```
int id
```
- Class org.tribuo.CategoricalInfo extends SkeletalVariableInfo implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - valueCounts
```
Map<K,V> valueCounts
```
      The occurrence counts of each value.
    - observedValue
```
double observedValue
```
      The observed value if it's only seen a single one.
    - observedCount
```
long observedCount
```
      The count of the observed value if it's only seen a single one.
- Class org.tribuo.Dataset extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - data
```
List<E> data
```
      The data in this data set.
    - sourceProvenance
```
DataProvenance sourceProvenance
```
      The provenance of the data source, extracted on construction.
    - outputFactory
```
OutputFactory<T extends Output<T>> outputFactory
```
      A factory for making OutputInfo and Output of the appropriate type.
    - indices
```
int[] indices
```
      The indices of the shuffled order.
- Class org.tribuo.Example extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - output
```
Output<T extends Output<T>> output
```
      The output associated with this example.
    - weight
```
float weight
```
      The weight associated with this example.
    - metadata
```
Map<K,V> metadata
```
      The example metadata.
- Class org.tribuo.Feature extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - name
```
String name
```
      The feature name.
    - value
```
double value
```
      The feature value.
- Class org.tribuo.FeatureMap extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - m
```
Map<K,V> m
```
      Map from the feature names to their info.
- Class org.tribuo.ImmutableDataset extends Dataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - outputIDInfo
```
ImmutableOutputInfo<T extends Output<T>> outputIDInfo
```
      Output information, and id numbers for outputs found in this dataset.
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
      A map from feature names to IDs for the features found in this dataset.
    - dropInvalidExamples
```
boolean dropInvalidExamples
```
      If true, instead of throwing an exception when an invalid Example is encountered, this Dataset will log a warning and drop it.
    - provenance
```
DatasetProvenance provenance
```
- Class org.tribuo.ImmutableFeatureMap extends FeatureMap implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - idMap
```
Map<K,V> idMap
```
      The map from id numbers to the feature infos.
    - size
```
int size
```
      The number of features.
- Class org.tribuo.Model extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - name
```
String name
```
      The model's name.
    - provenance
```
ModelProvenance provenance
```
      The model provenance.
    - provenanceOutput
```
String provenanceOutput
```
      The cached toString of the model provenance.
      Mostly cached so it appears in the serialized output and can be read by grepping the binary.
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
      The features this model knows about.
    - outputIDInfo
```
ImmutableOutputInfo<T extends Output<T>> outputIDInfo
```
      The outputs this model predicts.
    - generatesProbabilities
```
boolean generatesProbabilities
```
      Does this model generate probability distributions in the output.
- Class org.tribuo.MutableDataset extends Dataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - outputMap
```
MutableOutputInfo<T extends Output<T>> outputMap
```
      Information about the outputs in this dataset.
    - featureMap
```
MutableFeatureMap featureMap
```
      A map from feature names to feature info objects.
    - transformProvenances
```
List<E> transformProvenances
```
      The provenances of the transformations applied to this dataset.
    - dense
```
boolean dense
```
      Denotes if this dataset contains implicit zeros or not.
- Class org.tribuo.MutableFeatureMap extends FeatureMap implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - convertHighCardinality
```
boolean convertHighCardinality
```
- Class org.tribuo.Prediction extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - example
```
Example<T extends Output<T>> example
```
      The example which was used to generate this prediction.
    - output
```
Output<T extends Output<T>> output
```
      The output assigned by a classifier.
    - probability
```
boolean probability
```
      Does outputScores contain probabilities or scores?
    - numUsed
```
int numUsed
```
      How many features were used by the model.
    - exampleSize
```
int exampleSize
```
      How many features were set in the example.
    - outputScores
```
Map<K,V> outputScores
```
      A map from output name to output object, which contains the score.
- Class org.tribuo.RealIDInfo extends RealInfo implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - id
```
int id
```
- Class org.tribuo.RealInfo extends SkeletalVariableInfo implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - max
```
double max
```
      The maximum observed feature value.
    - min
```
double min
```
      The minimum observed feature value.
    - mean
```
double mean
```
      The feature mean.
    - sumSquares
```
double sumSquares
```
      The sum of the squared feature values (used to compute the variance).
- Class org.tribuo.SkeletalVariableInfo extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - name
```
String name
```
      The name of the feature.
    - count
```
int count
```
      How often the feature occurs in the dataset.
- Class org.tribuo.SparseModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - activeFeatures
```
Map<K,V> activeFeatures
```
Package org.tribuo.anomaly
- Class org.tribuo.anomaly.AnomalyFactory extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.anomaly.AnomalyFactory.AnomalyFactoryProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.anomaly.AnomalyInfo extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - expectedCount
```
long expectedCount
```
      The number of expected events observed.
    - anomalyCount
```
long anomalyCount
```
      The number of anomalous events observed.
    - unknownCount
```
int unknownCount
```
      The number of unknown events observed (i.e., those without labels).
- Class org.tribuo.anomaly.Event extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - type
```
Event.EventType type
```
    - score
```
double score
```
- Class org.tribuo.anomaly.ImmutableAnomalyInfo extends AnomalyInfo implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.anomaly.MutableAnomalyInfo extends AnomalyInfo implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.anomaly.libsvm
- Class org.tribuo.anomaly.libsvm.LibSVMAnomalyModel extends LibSVMModel<Event> implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.anomaly.libsvm.SVMAnomalyType extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - type
```
SVMAnomalyType.SVMMode type
```
Package org.tribuo.classification
- Class org.tribuo.classification.ImmutableLabelInfo extends LabelInfo implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - idLabelMap
```
Map<K,V> idLabelMap
```
    - labelIDMap
```
Map<K,V> labelIDMap
```
- Class org.tribuo.classification.Label extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - label
```
String label
```
      The name of the label.
    - score
```
double score
```
      The score of the label.
- Class org.tribuo.classification.LabelFactory extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.classification.LabelFactory.LabelFactoryProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.classification.LabelInfo extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - labelCounts
```
Map<K,V> labelCounts
```
      The occurrence counts of each label.
    - unknownCount
```
int unknownCount
```
      The number of unknown labels this LabelInfo has seen.
- Class org.tribuo.classification.MutableLabelInfo extends LabelInfo implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.classification.baseline
- Class org.tribuo.classification.baseline.DummyClassifierModel extends Model<Label> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - dummyType
```
DummyClassifierTrainer.DummyType dummyType
```
    - constantLabel
```
Label constantLabel
```
    - cdf
```
double[] cdf
```
    - rng
```
Random rng
```
    - seed
```
long seed
```
Package org.tribuo.classification.dtree.impl
- Class org.tribuo.classification.dtree.impl.ClassifierTrainingNode extends AbstractTrainingNode<Label> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - writeObject
```
private void writeObject(ObjectOutputStream stream)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - labelIDMap
```
ImmutableOutputInfo<T extends Output<T>> labelIDMap
```
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
    - impurity
```
LabelImpurity impurity
```
    - labelCounts
```
float[] labelCounts
```
Package org.tribuo.classification.ensemble
- Class org.tribuo.classification.ensemble.FullyWeightedVotingCombiner extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.classification.ensemble.VotingCombiner extends Object implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.classification.explanations
Package org.tribuo.classification.explanations.lime
- Class org.tribuo.classification.explanations.lime.LIMEExplanation extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - model
```
SparseModel<T extends Output<T>> model
```
    - prediction
```
Prediction<T extends Output<T>> prediction
```
    - evaluation
```
RegressionEvaluation evaluation
```
Package org.tribuo.classification.liblinear
- Class org.tribuo.classification.liblinear.LibLinearClassificationModel extends LibLinearModel<Label> implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - unobservedLabels
```
Set<E> unobservedLabels
```
      This is used when the model hasn't seen as many outputs as the OutputInfo says are there. It stores the unseen labels to ensure the predict method has the right number of outputs. If there are no unobserved labels it's set to Collections.emptySet.
- Class org.tribuo.classification.liblinear.LinearClassificationType extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - type
```
LinearClassificationType.LinearType type
```
Package org.tribuo.classification.libsvm
- Class org.tribuo.classification.libsvm.LibSVMClassificationModel extends LibSVMModel<Label> implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - unobservedLabels
```
Set<E> unobservedLabels
```
      This is used when the model hasn't seen as many outputs as the OutputInfo says are there. It stores the unseen labels to ensure the predict method has the right number of outputs. If there are no unobserved labels it's set to Collections.emptySet.
- Class org.tribuo.classification.libsvm.SVMClassificationType extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - type
```
SVMClassificationType.SVMMode type
```
Package org.tribuo.classification.mnb
- Class org.tribuo.classification.mnb.MultinomialNaiveBayesModel extends Model<Label> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - labelWordProbs
```
DenseSparseMatrix labelWordProbs
```
    - alpha
```
double alpha
```
Package org.tribuo.classification.sequence
- Class org.tribuo.classification.sequence.ConfidencePredictingSequenceModel extends SequenceModel<Label> implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.classification.sequence.ConfidencePredictingSequenceModel.Subsequence extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - begin
```
int begin
```
    - end
```
int end
```
Package org.tribuo.classification.sequence.viterbi
- Class org.tribuo.classification.sequence.viterbi.DefaultFeatureExtractor extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - mostRecentOutcome
```
int mostRecentOutcome
```
      indicates the position of the first (most recent) outcome to include. For example, the default value of 1 means that if the outcomes produced so far by the classifier were [A, B, C, D], then the first outcome to be used as a feature would be D since it is the most recent.
    - leastRecentOutcome
```
int leastRecentOutcome
```
      indicates the position of the last (least recent) outcome to include. For example, the default value of 3 means that if the outcomes produced so far by the classifier were [A, B, C, D], then the last outcome to be used as a feature would be B since and is considered the least recent.
    - useBigram
```
boolean useBigram
```
      when true indicates that bigrams of outcomes should be included as features
    - useTrigram
```
boolean useTrigram
```
      indicates that trigrams of outcomes should be included as features
    - use4gram
```
boolean use4gram
```
      indicates that 4-grams of outcomes should be included as features
- Class org.tribuo.classification.sequence.viterbi.NoopFeatureExtractor extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.classification.sequence.viterbi.ViterbiModel extends SequenceModel<Label> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - model
```
Model<T extends Output<T>> model
```
    - labelFeatureExtractor
```
LabelFeatureExtractor labelFeatureExtractor
```
    - stackSize
```
int stackSize
```
      Specifies the maximum number of candidate paths to keep track of. In general, this number should be higher than the number of possible classifications at any given point in the sequence. This guarantees that highest-possible scoring sequence will be returned. If, however, the number of possible classifications is quite high and/or you are concerned about throughput performance, then you may want to reduce the number of candidate paths to maintain.
    - scoreAggregation
```
ViterbiModel.ScoreAggregation scoreAggregation
```
      Specifies the score aggregation algorithm.
Package org.tribuo.classification.sgd.crf
- Class org.tribuo.classification.sgd.crf.CRFModel extends ConfidencePredictingSequenceModel implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - parameters
```
CRFParameters parameters
```
    - confidenceType
```
CRFModel.ConfidenceType confidenceType
```
- Class org.tribuo.classification.sgd.crf.CRFParameters extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - numLabels
```
int numLabels
```
    - numFeatures
```
int numFeatures
```
    - weights
```
Tensor[] weights
```
      This variable is an array with 3 elements corresponding to the three weight matrices.
    - biases
```
DenseVector biases
```
    - featureLabelWeights
```
DenseMatrix featureLabelWeights
```
    - labelLabelWeights
```
DenseMatrix labelLabelWeights
```
Package org.tribuo.classification.sgd.kernel
- Class org.tribuo.classification.sgd.kernel.KernelSVMModel extends Model<Label> implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - kernel
```
Kernel kernel
```
    - supportVectors
```
SparseVector[] supportVectors
```
    - weights
```
DenseMatrix weights
```
Package org.tribuo.classification.sgd.linear
- Class org.tribuo.classification.sgd.linear.LinearSGDModel extends Model<Label> implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - weights
```
DenseMatrix weights
```
    - normalizer
```
VectorNormalizer normalizer
```
Package org.tribuo.classification.xgboost
- Class org.tribuo.classification.xgboost.XGBoostClassificationConverter extends Object implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.clustering
- Class org.tribuo.clustering.ClusterID extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - id
```
int id
```
    - score
```
double score
```
- Class org.tribuo.clustering.ClusteringFactory extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.clustering.ClusteringFactory.ClusteringFactoryProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.clustering.ClusteringInfo extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - clusterCounts
```
Map<K,V> clusterCounts
```
    - unknownCount
```
int unknownCount
```
- Class org.tribuo.clustering.ImmutableClusteringInfo extends ClusteringInfo implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - domain
```
Set<E> domain
```
- Class org.tribuo.clustering.MutableClusteringInfo extends ClusteringInfo implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.clustering.kmeans
- Class org.tribuo.clustering.kmeans.KMeansModel extends Model<ClusterID> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - centroidVectors
```
DenseVector[] centroidVectors
```
    - distanceType
```
KMeansTrainer.Distance distanceType
```
Package org.tribuo.common.liblinear
- Class org.tribuo.common.liblinear.LibLinearModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - models
```
List<E> models
```
      The list of LibLinear models. Multiple models are used by multi-label and multidimensional regression outputs.
Package org.tribuo.common.libsvm
- Class org.tribuo.common.libsvm.LibSVMModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - models
```
List<E> models
```
      The LibSVM models. Multiple models are used for multi-label or multidimensional regression outputs.
- Class org.tribuo.common.libsvm.SVMParameters extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - svmType
```
SVMType<T extends Output<T>> svmType
```
    - kernelType
```
KernelType kernelType
```
    - parameters
```
libsvm.svm_parameter parameters
```

Package org.tribuo.common.nearest

Class org.tribuo.common.nearest.KNNModel extends Model<T extends Output<T>> implements Serializable

serialVersionUID:: 1L

Serialization Methods

readObject

private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException

Throws:: IOException; ClassNotFoundException

Serialized Fields

vectors

com.oracle.labs.mlrg.olcut.util.Pair<T1,T2>[] vectors

k
```
int k
```
distance
```
KNNTrainer.Distance distance
```
numThreads
```
int numThreads
```
parallelBackend
```
KNNModel.Backend parallelBackend
```

combiner

EnsembleCombiner<T extends Output<T>> combiner

Package org.tribuo.common.tree
- Class org.tribuo.common.tree.AbstractCARTTrainer.AbstractCARTTrainerProvenance extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.common.tree.AbstractTrainingNode extends Object implements Serializable
  - Serialized Fields
    - depth
```
int depth
```
    - numExamples
```
int numExamples
```
    - split
```
boolean split
```
    - splitID
```
int splitID
```
    - splitValue
```
double splitValue
```
    - greaterThan
```
AbstractTrainingNode<T extends Output<T>> greaterThan
```
    - lessThanOrEqual
```
AbstractTrainingNode<T extends Output<T>> lessThanOrEqual
```
- Class org.tribuo.common.tree.LeafNode extends Object implements Serializable
  
  serialVersionUID:
  
  4L
  - Serialized Fields
    - impurity
```
double impurity
```
    - output
```
Output<T extends Output<T>> output
```
    - scores
```
Map<K,V> scores
```
    - generatesProbabilities
```
boolean generatesProbabilities
```
- Class org.tribuo.common.tree.SplitNode extends Object implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - greaterThan
```
Node<T extends Output<T>> greaterThan
```
    - lessThanOrEqual
```
Node<T extends Output<T>> lessThanOrEqual
```
    - splitFeature
```
int splitFeature
```
    - splitValue
```
double splitValue
```
    - impurity
```
double impurity
```
- Class org.tribuo.common.tree.TreeModel extends SparseModel<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - root
```
Node<T extends Output<T>> root
```
Package org.tribuo.common.xgboost
- Class org.tribuo.common.xgboost.XGBoostExternalModel extends ExternalModel<T extends Output<T>,ml.dmlc.xgboost4j.java.DMatrix,float[][]> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
    - writeObject
```
private void writeObject(ObjectOutputStream out)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - converter
```
XGBoostOutputConverter<T extends Output<T>> converter
```
- Class org.tribuo.common.xgboost.XGBoostModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  4L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
    - writeObject
```
private void writeObject(ObjectOutputStream out)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - converter
```
XGBoostOutputConverter<T extends Output<T>> converter
```
- Class org.tribuo.common.xgboost.XGBoostTrainer.XGBoostTrainerProvenance extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.data.columnar
- Class org.tribuo.data.columnar.ColumnarFeature extends Feature implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - fieldName
```
String fieldName
```
    - firstFieldName
```
String firstFieldName
```
    - secondFieldName
```
String secondFieldName
```
    - columnEntry
```
String columnEntry
```

Package org.tribuo.data.csv

Class org.tribuo.data.csv.CSVDataSource.CSVDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable

serialVersionUID:

1L
- Serialized Fields
  - fileModifiedTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
```
  - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
  - sha256Hash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
```

Class org.tribuo.data.csv.CSVLoader.CSVLoaderProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className

factoryProvenance

OutputFactoryProvenance factoryProvenance

responseName

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance responseName

separator

com.oracle.labs.mlrg.olcut.provenance.primitives.CharProvenance separator

quote

com.oracle.labs.mlrg.olcut.provenance.primitives.CharProvenance quote

path

com.oracle.labs.mlrg.olcut.provenance.primitives.URLProvenance path

fileModifiedTime

com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime

sha256Hash

com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash

Package org.tribuo.data.sql
- Class org.tribuo.data.sql.SQLDataSource.SQLDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
Package org.tribuo.data.text
- Class org.tribuo.data.text.DirectoryFileSource.DirectoryFileSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - fileModifiedTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
```
    - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
- Class org.tribuo.data.text.TextProcessingException extends Exception implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.data.text.impl
- Class org.tribuo.data.text.impl.SimpleStringDataSource.SimpleStringDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
    - sha256Hash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
```
- Class org.tribuo.data.text.impl.SimpleTextDataSource.SimpleTextDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - fileModifiedTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
```
    - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
    - sha256Hash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
```
Package org.tribuo.dataset
- Class org.tribuo.dataset.DatasetView extends ImmutableDataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - innerDataset
```
Dataset<T extends Output<T>> innerDataset
```
    - size
```
int size
```
    - exampleIndices
```
int[] exampleIndices
```
    - seed
```
long seed
```
    - tag
```
String tag
```
    - sampled
```
boolean sampled
```
    - weighted
```
boolean weighted
```
    - storeIndices
```
boolean storeIndices
```
- Class org.tribuo.dataset.DatasetView.DatasetViewProvenance extends DatasetProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - size
```
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance size
```
    - seed
```
com.oracle.labs.mlrg.olcut.provenance.primitives.LongProvenance seed
```
    - tag
```
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance tag
```
    - weighted
```
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance weighted
```
    - sampled
```
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance sampled
```
    - indices
```
int[] indices
```
- Class org.tribuo.dataset.MinimumCardinalityDataset extends ImmutableDataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - minCardinality
```
int minCardinality
```
    - numExamplesRemoved
```
int numExamplesRemoved
```
    - removed
```
Set<E> removed
```
- Class org.tribuo.dataset.MinimumCardinalityDataset.MinimumCardinalityDatasetProvenance extends DatasetProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - minCardinality
```
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance minCardinality
```

Package org.tribuo.datasource

Class org.tribuo.datasource.AggregateDataSource.AggregateDataSourceProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className

provenances

com.oracle.labs.mlrg.olcut.provenance.ListProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> provenances

Class org.tribuo.datasource.IDXDataSource.IDXDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable

serialVersionUID:: 1L

Serialized Fields

featuresFileModifiedTime

com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance featuresFileModifiedTime

outputFileModifiedTime

com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance outputFileModifiedTime

dataSourceCreationTime

com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime

featuresSHA256Hash

com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance featuresSHA256Hash

outputSHA256Hash

com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance outputSHA256Hash

featureType

com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> featureType

Class org.tribuo.datasource.LibSVMDataSource.LibSVMDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable

serialVersionUID:

1L
- Serialized Fields
  - fileModifiedTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
```
  - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
  - sha256Hash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
```

Package org.tribuo.ensemble
- Class org.tribuo.ensemble.EnsembleModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - models
```
List<E> models
```
- Class org.tribuo.ensemble.WeightedEnsembleModel extends EnsembleModel<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - weights
```
float[] weights
```
    - combiner
```
EnsembleCombiner<T extends Output<T>> combiner
```

Package org.tribuo.evaluation

Class org.tribuo.evaluation.TrainTestSplitter.SplitDataSourceProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className

innerSourceProvenance

DataSourceProvenance innerSourceProvenance

trainProportion

com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance trainProportion

seed

com.oracle.labs.mlrg.olcut.provenance.primitives.LongProvenance seed

size

com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance size

isTrain

com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance isTrain

Package org.tribuo.evaluation.metrics
- Class org.tribuo.evaluation.metrics.MetricID extends com.oracle.labs.mlrg.olcut.util.Pair<MetricTarget<T extends Output<T>>,String> implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.hash
- Class org.tribuo.hash.HashCodeHasher extends Hasher implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
- Class org.tribuo.hash.HashCodeHasher.HashCodeHasherProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.hash.HashedFeatureMap extends ImmutableFeatureMap implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - hasher
```
Hasher hasher
```
- Class org.tribuo.hash.Hasher extends Object implements Serializable
  
  serialVersionUID:
  
  2L
- Class org.tribuo.hash.MessageDigestHasher extends Hasher implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - hashType
```
String hashType
```
    - provenance
```
MessageDigestHasher.MessageDigestHasherProvenance provenance
```
- Class org.tribuo.hash.MessageDigestHasher.MessageDigestHasherProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - hashType
```
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance hashType
```
- Class org.tribuo.hash.ModHashCodeHasher extends Hasher implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - dimension
```
int dimension
```
    - provenance
```
ModHashCodeHasher.ModHashCodeHasherProvenance provenance
```
- Class org.tribuo.hash.ModHashCodeHasher.ModHashCodeHasherProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - dimension
```
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance dimension
```
Package org.tribuo.impl
- Class org.tribuo.impl.ArrayExample extends Example<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - featureNames
```
String[] featureNames
```
    - featureValues
```
double[] featureValues
```
    - size
```
int size
```
- Class org.tribuo.impl.BinaryFeaturesExample extends Example<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - featureNames
```
String[] featureNames
```
    - size
```
int size
```
- Class org.tribuo.impl.IndexedArrayExample extends ArrayExample<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - featureIDs
```
int[] featureIDs
```
    - outputID
```
int outputID
```
    - featureMap
```
ImmutableFeatureMap featureMap
```
    - outputMap
```
ImmutableOutputInfo<T extends Output<T>> outputMap
```
- Class org.tribuo.impl.ListExample extends Example<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - features
```
List<E> features
```
Package org.tribuo.interop
- Class org.tribuo.interop.ExternalDatasetProvenance extends DatasetProvenance implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.interop.ExternalModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - featureForwardMapping
```
int[] featureForwardMapping
```
    - featureBackwardMapping
```
int[] featureBackwardMapping
```
    - batchSize
```
int batchSize
```
- Class org.tribuo.interop.ExternalTrainerProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - location
```
com.oracle.labs.mlrg.olcut.provenance.primitives.URLProvenance location
```
    - fileModifiedTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
```
    - modelHash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance modelHash
```
Package org.tribuo.interop.onnx
- Class org.tribuo.interop.onnx.DenseTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - warningCount
```
int warningCount
```
- Class org.tribuo.interop.onnx.ImageTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - width
```
int width
```
    - height
```
int height
```
    - channels
```
int channels
```
- Class org.tribuo.interop.onnx.LabelTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.interop.onnx.ONNXExternalModel extends ExternalModel<T extends Output<T>,ai.onnxruntime.OnnxTensor,List<ai.onnxruntime.OnnxValue>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - modelArray
```
byte[] modelArray
```
    - inputName
```
String inputName
```
    - featureTransformer
```
ExampleTransformer featureTransformer
```
    - outputTransformer
```
OutputTransformer<T extends Output<T>> outputTransformer
```
- Class org.tribuo.interop.onnx.RegressorTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.interop.tensorflow
- Class org.tribuo.interop.tensorflow.DenseTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - warningCount
```
int warningCount
```
- Class org.tribuo.interop.tensorflow.ImageTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - width
```
int width
```
    - height
```
int height
```
    - channels
```
int channels
```
- Class org.tribuo.interop.tensorflow.LabelTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.interop.tensorflow.RegressorTransformer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.interop.tensorflow.TensorflowCheckpointModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  100L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
    - writeObject
```
private void writeObject(ObjectOutputStream out)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - checkpointDirectory
```
String checkpointDirectory
```
    - exampleTransformer
```
ExampleTransformer<T extends Output<T>> exampleTransformer
```
    - outputTransformer
```
OutputTransformer<T extends Output<T>> outputTransformer
```
- Class org.tribuo.interop.tensorflow.TensorflowCheckpointTrainer.TensorflowCheckpointTrainerProvenance extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - graphHash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance graphHash
```
    - graphLastModified
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance graphLastModified
```
- Class org.tribuo.interop.tensorflow.TensorflowExternalModel extends ExternalModel<T extends Output<T>,org.tensorflow.Tensor<?>,org.tensorflow.Tensor<?>> implements Serializable
  
  serialVersionUID:
  
  100L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
    - writeObject
```
private void writeObject(ObjectOutputStream out)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - featureTransformer
```
ExampleTransformer<T extends Output<T>> featureTransformer
```
    - outputTransformer
```
OutputTransformer<T extends Output<T>> outputTransformer
```
    - inputName
```
String inputName
```
    - outputName
```
String outputName
```
- Class org.tribuo.interop.tensorflow.TensorflowModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  100L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
    - writeObject
```
private void writeObject(ObjectOutputStream out)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - batchSize
```
int batchSize
```
    - exampleTransformer
```
ExampleTransformer<T extends Output<T>> exampleTransformer
```
    - outputTransformer
```
OutputTransformer<T extends Output<T>> outputTransformer
```
- Class org.tribuo.interop.tensorflow.TensorflowTrainer.TensorflowTrainerProvenance extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - graphHash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance graphHash
```
    - graphLastModified
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance graphLastModified
```
Package org.tribuo.interop.tensorflow.sequence
- Class org.tribuo.interop.tensorflow.sequence.TensorflowSequenceModel extends SequenceModel<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
    - writeObject
```
private void writeObject(ObjectOutputStream out)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - exampleTransformer
```
SequenceExampleTransformer<T extends Output<T>> exampleTransformer
```
    - outputTransformer
```
SequenceOutputTransformer<T extends Output<T>> outputTransformer
```
    - initOp
```
String initOp
```
    - predictOp
```
String predictOp
```
- Class org.tribuo.interop.tensorflow.sequence.TensorflowSequenceTrainer.TensorflowSequenceTrainerProvenance extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - graphHash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance graphHash
```
    - graphLastModified
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance graphLastModified
```
Package org.tribuo.json
- Class org.tribuo.json.JsonDataSource.JsonDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - fileModifiedTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
```
    - dataSourceCreationTime
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
```
    - sha256Hash
```
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
```
Package org.tribuo.math.kernel
- Class org.tribuo.math.kernel.Linear extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.math.kernel.Polynomial extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - gamma
```
double gamma
```
    - intercept
```
double intercept
```
    - degree
```
double degree
```
- Class org.tribuo.math.kernel.RBF extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - gamma
```
double gamma
```
- Class org.tribuo.math.kernel.Sigmoid extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - gamma
```
double gamma
```
    - intercept
```
double intercept
```
Package org.tribuo.math.la
- Class org.tribuo.math.la.DenseMatrix extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - values
```
double[][] values
```
    - dim1
```
int dim1
```
    - dim2
```
int dim2
```
    - shape
```
int[] shape
```
    - numElements
```
int numElements
```
- Class org.tribuo.math.la.DenseSparseMatrix extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - values
```
SparseVector[] values
```
    - dim1
```
int dim1
```
    - dim2
```
int dim2
```
    - shape
```
int[] shape
```
- Class org.tribuo.math.la.DenseVector extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - shape
```
int[] shape
```
    - elements
```
double[] elements
```
- Class org.tribuo.math.la.SparseVector extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - shape
```
int[] shape
```
    - indices
```
int[] indices
```
    - values
```
double[] values
```
    - size
```
int size
```
Package org.tribuo.math.optimisers.util
- Class org.tribuo.math.optimisers.util.ShrinkingMatrix extends DenseMatrix implements Serializable
  - Serialized Fields
    - baseRate
```
double baseRate
```
    - lambdaSqrt
```
double lambdaSqrt
```
    - scaleShrinking
```
boolean scaleShrinking
```
    - reproject
```
boolean reproject
```
    - squaredTwoNorm
```
double squaredTwoNorm
```
    - iteration
```
int iteration
```
    - multiplier
```
double multiplier
```
- Class org.tribuo.math.optimisers.util.ShrinkingVector extends DenseVector implements Serializable
  - Serialized Fields
    - baseRate
```
double baseRate
```
    - scaleShrinking
```
boolean scaleShrinking
```
    - lambdaSqrt
```
double lambdaSqrt
```
    - reproject
```
boolean reproject
```
    - squaredTwoNorm
```
double squaredTwoNorm
```
    - iteration
```
int iteration
```
    - multiplier
```
double multiplier
```
Package org.tribuo.math.util
- Class org.tribuo.math.util.ExpNormalizer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.math.util.HeapMerger extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.math.util.MatrixHeapMerger extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.math.util.NoopNormalizer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.math.util.Normalizer extends Object implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.multilabel
- Class org.tribuo.multilabel.ImmutableMultiLabelInfo extends MultiLabelInfo implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - idLabelMap
```
Map<K,V> idLabelMap
```
    - labelIDMap
```
Map<K,V> labelIDMap
```
- Class org.tribuo.multilabel.MultiLabel extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - label
```
String label
```
    - score
```
double score
```
    - labels
```
Set<E> labels
```
    - labelStrings
```
Set<E> labelStrings
```
- Class org.tribuo.multilabel.MultiLabelFactory extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.multilabel.MultiLabelFactory.MultiLabelFactoryProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.multilabel.MultiLabelInfo extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - readObject
```
private void readObject(ObjectInputStream in)
                 throws IOException,
                        ClassNotFoundException
```
      Throws:
      
      IOException
      
      ClassNotFoundException
  - Serialized Fields
    - labelCounts
```
Map<K,V> labelCounts
```
    - unknownCount
```
int unknownCount
```
    - totalCount
```
int totalCount
```
- Class org.tribuo.multilabel.MutableMultiLabelInfo extends MultiLabelInfo implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.multilabel.baseline
- Class org.tribuo.multilabel.baseline.IndependentMultiLabelModel extends Model<MultiLabel> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - models
```
List<E> models
```
    - labels
```
List<E> labels
```

Package org.tribuo.provenance

Class org.tribuo.provenance.DatasetProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className
```
String className
```
sourceProvenance
```
DataProvenance sourceProvenance
```

transformationProvenance

com.oracle.labs.mlrg.olcut.provenance.ListProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> transformationProvenance

isDense
```
boolean isDense
```
isSequence
```
boolean isSequence
```
numExamples
```
int numExamples
```
numFeatures
```
int numFeatures
```
numOutputs
```
int numOutputs
```
versionString
```
String versionString
```

Class org.tribuo.provenance.EnsembleModelProvenance extends ModelProvenance implements Serializable

serialVersionUID:

1L
- Serialized Fields
  - memberProvenance
```
com.oracle.labs.mlrg.olcut.provenance.ListProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> memberProvenance
```

Class org.tribuo.provenance.EvaluationProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className

modelProvenance
```
ModelProvenance modelProvenance
```
datasetProvenance
```
DataProvenance datasetProvenance
```

versionString

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance versionString

Class org.tribuo.provenance.ModelProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className
```
String className
```
time
```
OffsetDateTime time
```
datasetProvenance
```
DatasetProvenance datasetProvenance
```
trainerProvenance
```
TrainerProvenance trainerProvenance
```

instanceProvenance

com.oracle.labs.mlrg.olcut.provenance.MapProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> instanceProvenance

versionString
```
String versionString
```

Class org.tribuo.provenance.SimpleDataSourceProvenance extends Object implements Serializable

serialVersionUID:: 1L

Serialized Fields

className
```
String className
```

description

com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance description

creationTime

com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance creationTime

outputFactoryProvenance

OutputFactoryProvenance outputFactoryProvenance

Class org.tribuo.provenance.SkeletalTrainerProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable

serialVersionUID:

1L
- Serialized Fields
  - invocationCount
```
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance invocationCount
```
  - isSequence
```
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance isSequence
```
  - version
```
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance version
```

Package org.tribuo.provenance.impl
- Class org.tribuo.provenance.impl.EmptyDatasetProvenance extends DatasetProvenance implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.provenance.impl.EmptyDataSourceProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.provenance.impl.EmptyTrainerProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.provenance.impl.TrainerProvenanceImpl extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.regression
- Class org.tribuo.regression.ImmutableRegressionInfo extends RegressionInfo implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - idLabelMap
```
Map<K,V> idLabelMap
```
    - labelIDMap
```
Map<K,V> labelIDMap
```
    - domain
```
Set<E> domain
```
- Class org.tribuo.regression.MutableRegressionInfo extends RegressionInfo implements Serializable
  
  serialVersionUID:
  
  2L
- Class org.tribuo.regression.RegressionFactory extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - splitChar
```
char splitChar
```
    - provenance
```
RegressionFactory.RegressionFactoryProvenance provenance
```
- Class org.tribuo.regression.RegressionFactory.RegressionFactoryProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - splitChar
```
char splitChar
```
- Class org.tribuo.regression.RegressionInfo extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - maxMap
```
Map<K,V> maxMap
```
    - minMap
```
Map<K,V> minMap
```
    - meanMap
```
Map<K,V> meanMap
```
    - sumSquaresMap
```
Map<K,V> sumSquaresMap
```
    - countMap
```
Map<K,V> countMap
```
    - overallCount
```
long overallCount
```
    - unknownCount
```
int unknownCount
```
- Class org.tribuo.regression.Regressor extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - names
```
String[] names
```
    - values
```
double[] values
```
    - variances
```
double[] variances
```
    - hashCache
```
boolean hashCache
```
    - hashCode
```
int hashCode
```
- Class org.tribuo.regression.Regressor.DimensionTuple extends Regressor implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - name
```
String name
```
    - value
```
double value
```
    - variance
```
double variance
```
Package org.tribuo.regression.baseline
- Class org.tribuo.regression.baseline.DummyRegressionModel extends Model<Regressor> implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - dummyType
```
DummyRegressionTrainer.DummyType dummyType
```
    - output
```
Regressor output
```
    - seed
```
long seed
```
    - rng
```
Random rng
```
    - means
```
double[] means
```
    - variances
```
double[] variances
```
    - dimensionNames
```
String[] dimensionNames
```
- Class org.tribuo.regression.baseline.DummyRegressionTrainer.DummyRegressionTrainerProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - className
```
String className
```
      Deprecated.
    - dummyType
```
DummyRegressionTrainer.DummyType dummyType
```
      Deprecated.
    - seed
```
long seed
```
      Deprecated.
    - constantValue
```
double constantValue
```
      Deprecated.
    - quartile
```
double quartile
```
      Deprecated.
Package org.tribuo.regression.ensemble
- Class org.tribuo.regression.ensemble.AveragingCombiner extends Object implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.regression.example
- Class org.tribuo.regression.example.GaussianDataSource.GaussianDataSourceProvenance extends com.oracle.labs.mlrg.olcut.provenance.impl.SkeletalConfiguredObjectProvenance implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.regression.impl
- Class org.tribuo.regression.impl.SkeletalIndependentRegressionModel extends Model<Regressor> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - dimensions
```
String[] dimensions
```
- Class org.tribuo.regression.impl.SkeletalIndependentRegressionSparseModel extends SparseModel<Regressor> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - dimensions
```
String[] dimensions
```
Package org.tribuo.regression.liblinear
- Class org.tribuo.regression.liblinear.LibLinearRegressionModel extends LibLinearModel<Regressor> implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - dimensionNames
```
String[] dimensionNames
```
- Class org.tribuo.regression.liblinear.LinearRegressionType extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - type
```
LinearRegressionType.LinearType type
```
Package org.tribuo.regression.libsvm
- Class org.tribuo.regression.libsvm.LibSVMRegressionModel extends LibSVMModel<Regressor> implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - dimensionNames
```
String[] dimensionNames
```
- Class org.tribuo.regression.libsvm.SVMRegressionType extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - type
```
SVMRegressionType.SVMMode type
```
Package org.tribuo.regression.rtree
- Class org.tribuo.regression.rtree.IndependentRegressionTreeModel extends TreeModel<Regressor> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - roots
```
Map<K,V> roots
```
Package org.tribuo.regression.rtree.impl
- Class org.tribuo.regression.rtree.impl.JointRegressorTrainingNode extends AbstractTrainingNode<Regressor> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - writeObject
```
private void writeObject(ObjectOutputStream stream)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - normalize
```
boolean normalize
```
    - labelIDMap
```
ImmutableOutputInfo<T extends Output<T>> labelIDMap
```
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
    - impurity
```
RegressorImpurity impurity
```
    - indices
```
int[] indices
```
    - targets
```
float[][] targets
```
    - weights
```
float[] weights
```
- Class org.tribuo.regression.rtree.impl.RegressorTrainingNode extends AbstractTrainingNode<Regressor> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialization Methods
    - writeObject
```
private void writeObject(ObjectOutputStream stream)
                  throws IOException
```
      Throws:
      
      IOException
  - Serialized Fields
    - labelIDMap
```
ImmutableOutputInfo<T extends Output<T>> labelIDMap
```
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
    - impurity
```
RegressorImpurity impurity
```
    - indices
```
int[] indices
```
    - targets
```
float[] targets
```
    - weights
```
float[] weights
```
    - dimName
```
String dimName
```
Package org.tribuo.regression.sgd.linear
- Class org.tribuo.regression.sgd.linear.LinearSGDModel extends Model<Regressor> implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - dimensionNames
```
String[] dimensionNames
```
    - weights
```
DenseMatrix weights
```
Package org.tribuo.regression.slm
- Class org.tribuo.regression.slm.SparseLinearModel extends SkeletalIndependentRegressionSparseModel implements Serializable
  
  serialVersionUID:
  
  3L
  - Serialized Fields
    - weights
```
SparseVector[] weights
```
    - featureMeans
```
DenseVector featureMeans
```
    - featureVariance
```
DenseVector featureVariance
```
    - bias
```
boolean bias
```
    - yMean
```
double[] yMean
```
    - yVariance
```
double[] yVariance
```
Package org.tribuo.regression.xgboost
- Class org.tribuo.regression.xgboost.XGBoostRegressionConverter extends Object implements Serializable
  
  serialVersionUID:
  
  1L
Package org.tribuo.sequence
- Class org.tribuo.sequence.HashingSequenceTrainer.HashingSequenceTrainerProvenance extends SkeletalTrainerProvenance implements Serializable
  
  serialVersionUID:
  
  1L
- Class org.tribuo.sequence.ImmutableSequenceDataset extends SequenceDataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - outputIDInfo
```
ImmutableOutputInfo<T extends Output<T>> outputIDInfo
```
      A map from labels to IDs for the labels found in this dataset.
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
      A map from feature names to IDs for the features found in this dataset.
    - provenance
```
DatasetProvenance provenance
```
- Class org.tribuo.sequence.MinimumCardinalitySequenceDataset extends ImmutableSequenceDataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - minCardinality
```
int minCardinality
```
    - numExamplesRemoved
```
int numExamplesRemoved
```
    - removedFeatureNames
```
Set<E> removedFeatureNames
```
- Class org.tribuo.sequence.MinimumCardinalitySequenceDataset.MinimumCardinalitySequenceDatasetProvenance extends DatasetProvenance implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - minCardinality
```
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance minCardinality
```
- Class org.tribuo.sequence.MutableSequenceDataset extends SequenceDataset<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - outputInfo
```
MutableOutputInfo<T extends Output<T>> outputInfo
```
      A map from labels to IDs for the labels found in this dataset.
    - featureMap
```
MutableFeatureMap featureMap
```
      A map from feature names to IDs for the features found in this dataset.
- Class org.tribuo.sequence.SequenceDataset extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - outputFactory
```
OutputFactory<T extends Output<T>> outputFactory
```
      A factory for making OutputInfo and Output of the appropriate type.
    - data
```
List<E> data
```
      The data in this data set.
    - sourceProvenance
```
DataProvenance sourceProvenance
```
      The provenance of the data source, extracted on construction.
- Class org.tribuo.sequence.SequenceExample extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - examples
```
List<E> examples
```
    - weight
```
float weight
```
- Class org.tribuo.sequence.SequenceModel extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - name
```
String name
```
    - provenance
```
ModelProvenance provenance
```
    - provenanceOutput
```
String provenanceOutput
```
    - featureIDMap
```
ImmutableFeatureMap featureIDMap
```
    - outputIDMap
```
ImmutableOutputInfo<T extends Output<T>> outputIDMap
```
Package org.tribuo.transform
- Class org.tribuo.transform.TransformedModel extends Model<T extends Output<T>> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - innerModel
```
Model<T extends Output<T>> innerModel
```
    - transformerMap
```
TransformerMap transformerMap
```
    - densify
```
boolean densify
```
    - featureNames
```
ArrayList<E> featureNames
```
- Class org.tribuo.transform.TransformerMap extends Object implements Serializable
  
  serialVersionUID:
  
  2L
  - Serialized Fields
    - map
```
Map<K,V> map
```
    - datasetProvenance
```
DatasetProvenance datasetProvenance
```
    - transformationMapProvenance
```
com.oracle.labs.mlrg.olcut.provenance.ConfiguredObjectProvenance transformationMapProvenance
```
- Class org.tribuo.transform.TransformerMap.TransformerMapProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - className
```
String className
```
    - transformationMapProvenance
```
com.oracle.labs.mlrg.olcut.provenance.ConfiguredObjectProvenance transformationMapProvenance
```
    - datasetProvenance
```
DatasetProvenance datasetProvenance
```
Package org.tribuo.transform.transformations
- Class org.tribuo.transform.transformations.BinningTransformation.BinningTransformationProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - numBins
```
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance numBins
```
    - type
```
com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> type
```
- Class org.tribuo.transform.transformations.LinearScalingTransformation.LinearScalingTransformationProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - targetMin
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetMin
```
    - targetMax
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetMax
```
- Class org.tribuo.transform.transformations.MeanStdDevTransformation.MeanStdDevTransformationProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - targetMean
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetMean
```
    - targetStdDev
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetStdDev
```
- Class org.tribuo.transform.transformations.SimpleTransform extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - op
```
SimpleTransform.Operation op
```
    - operand
```
double operand
```
    - secondOperand
```
double secondOperand
```
    - operation
```
org.tribuo.transform.transformations.SimpleTransform.SerializableDoubleUnaryOperator operation
```
- Class org.tribuo.transform.transformations.SimpleTransform.SimpleTransformProvenance extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - op
```
com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> op
```
    - operand
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance operand
```
    - secondOperand
```
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance secondOperand
```
Package org.tribuo.util.infotheory.impl
- Class org.tribuo.util.infotheory.impl.CachedPair extends com.oracle.labs.mlrg.olcut.util.Pair<T1,T2> implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - cachedHash
```
int cachedHash
```
- Class org.tribuo.util.infotheory.impl.CachedTriple extends Object implements Serializable
  
  serialVersionUID:
  
  1L
  - Serialized Fields
    - ab
```
CachedPair<T1,T2> ab
```
    - ac
```
CachedPair<T1,T2> ac
```
    - bc
```
CachedPair<T1,T2> bc
```
    - a
```
Object a
```
    - b
```
Object b
```
    - c
```
Object c
```
    - cachedHash
```
int cachedHash
```
Package org.tribuo.util.tokens
- Class org.tribuo.util.tokens.TokenizationException extends RuntimeException implements Serializable
  
  serialVersionUID:
  
  1L

Serialized Form

Package org.tribuo

Class org.tribuo.CategoricalIDInfo extends CategoricalInfo implements Serializable

Serialized Fields

id

Class org.tribuo.CategoricalInfo extends SkeletalVariableInfo implements Serializable

Serialization Methods

readObject

Serialized Fields

valueCounts

observedValue

observedCount

Class org.tribuo.Dataset extends Object implements Serializable

Serialized Fields

data

sourceProvenance

outputFactory

indices

Class org.tribuo.Example extends Object implements Serializable

Serialized Fields

output

weight

metadata

Class org.tribuo.Feature extends Object implements Serializable

Serialized Fields

name

value

Class org.tribuo.FeatureMap extends Object implements Serializable

Serialized Fields

m

Class org.tribuo.ImmutableDataset extends Dataset<T extends Output<T>> implements Serializable

Serialized Fields

outputIDInfo

featureIDMap

dropInvalidExamples

provenance

Class org.tribuo.ImmutableFeatureMap extends FeatureMap implements Serializable

Serialized Fields

idMap

size

Class org.tribuo.Model extends Object implements Serializable

Serialized Fields

name

provenance

provenanceOutput

featureIDMap

outputIDInfo

generatesProbabilities

Class org.tribuo.MutableDataset extends Dataset<T extends Output<T>> implements Serializable

Serialized Fields

outputMap

featureMap

transformProvenances

dense

Class org.tribuo.MutableFeatureMap extends FeatureMap implements Serializable

Serialized Fields

convertHighCardinality

Class org.tribuo.Prediction extends Object implements Serializable

Serialized Fields

example

output

probability

numUsed

exampleSize

outputScores

Class org.tribuo.RealIDInfo extends RealInfo implements Serializable

Serialized Fields

id

Class org.tribuo.RealInfo extends SkeletalVariableInfo implements Serializable

Serialized Fields

max

min

mean

sumSquares

Class org.tribuo.SkeletalVariableInfo extends Object implements Serializable

Serialized Fields

name

count

Class org.tribuo.SparseModel extends Model<T extends Output<T>> implements Serializable

Serialized Fields