int id
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
List<E> data
DataProvenance sourceProvenance
OutputFactory<T extends Output<T>> outputFactory
OutputInfo
and Output
of the appropriate type.int[] indices
String name
double value
ImmutableOutputInfo<T extends Output<T>> outputIDInfo
ImmutableFeatureMap featureIDMap
boolean dropInvalidExamples
Example
is encountered, this Dataset will log a warning and drop it.DatasetProvenance provenance
String name
ModelProvenance provenance
String provenanceOutput
Mostly cached so it appears in the serialized output and can be read by grepping the binary.
ImmutableFeatureMap featureIDMap
ImmutableOutputInfo<T extends Output<T>> outputIDInfo
boolean generatesProbabilities
MutableOutputInfo<T extends Output<T>> outputMap
MutableFeatureMap featureMap
List<E> transformProvenances
boolean dense
boolean convertHighCardinality
Example<T extends Output<T>> example
Output<T extends Output<T>> output
boolean probability
int numUsed
int exampleSize
Map<K,V> outputScores
int id
double max
double min
double mean
double sumSquares
String name
int count
long expectedCount
long anomalyCount
int unknownCount
Event.EventType type
double score
LinearAnomalyType.LinearType type
SVMAnomalyType.SVMMode type
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
String label
double score
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
DummyClassifierTrainer.DummyType dummyType
Label constantLabel
double[] cdf
Random rng
long seed
private void writeObject(ObjectOutputStream stream) throws IOException
IOException
ImmutableOutputInfo<T extends Output<T>> labelIDMap
ImmutableFeatureMap featureIDMap
LabelImpurity impurity
float[] weightedLabelCounts
float weightSum
SparseModel<T extends Output<T>> model
Prediction<T extends Output<T>> prediction
RegressionEvaluation evaluation
LinearClassificationType.LinearType type
SVMClassificationType.SVMMode type
DenseSparseMatrix labelWordProbs
double alpha
int begin
int end
int mostRecentOutcome
int leastRecentOutcome
boolean useBigram
boolean useTrigram
boolean use4gram
Model<T extends Output<T>> model
LabelFeatureExtractor labelFeatureExtractor
int stackSize
ViterbiModel.ScoreAggregation scoreAggregation
CRFParameters parameters
CRFModel.ConfidenceType confidenceType
int numLabels
int numFeatures
Tensor[] weights
DenseVector biases
DenseMatrix featureLabelWeights
DenseMatrix labelLabelWeights
Kernel kernel
SparseVector[] supportVectors
DenseMatrix weights
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
VectorNormalizer normalizer
DenseMatrix weights
int id
double score
DenseVector[] centroidVectors
KMeansTrainer.Distance distanceType
List<E> models
Not final to support deserialization reordering of multidimensional regression models which have an incorrect id mapping. Will be final again in some future version which doesn't maintain serialization compatibility with 4.X.
List<E> models
Not final to support deserialization reordering of multidimensional regression models which have an incorrect id mapping. Will be final again in some future version which doesn't maintain serialization compatibility with 4.X.
SVMType<T extends Output<T>> svmType
KernelType kernelType
libsvm.svm_parameter parameters
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
com.oracle.labs.mlrg.olcut.util.Pair<T1,T2>[] vectors
int k
KNNTrainer.Distance distance
int numThreads
KNNModel.Backend parallelBackend
EnsembleCombiner<T extends Output<T>> combiner
FeedForwardParameters modelParameters
boolean addBias
int depth
int numExamples
AbstractTrainingNode.LeafDeterminer leafDeterminer
boolean split
int splitID
double splitValue
double impurityScore
Node<T extends Output<T>> greaterThan
Node<T extends Output<T>> lessThanOrEqual
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void writeObject(ObjectOutputStream out) throws IOException
IOException
XGBoostOutputConverter<T extends Output<T>> converter
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void writeObject(ObjectOutputStream out) throws IOException
IOException
XGBoostOutputConverter<T extends Output<T>> converter
boolean regression41MappingFix
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className
OutputFactoryProvenance factoryProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance responseName
com.oracle.labs.mlrg.olcut.provenance.primitives.CharProvenance separator
com.oracle.labs.mlrg.olcut.provenance.primitives.CharProvenance quote
com.oracle.labs.mlrg.olcut.provenance.primitives.URLProvenance path
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance size
com.oracle.labs.mlrg.olcut.provenance.primitives.LongProvenance seed
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance tag
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance weighted
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance sampled
int[] indices
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance minCardinality
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className
com.oracle.labs.mlrg.olcut.provenance.ListProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> provenances
com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> orderProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance featuresFileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance outputFileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance featuresSHA256Hash
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance outputSHA256Hash
com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> featureType
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
float[] weights
EnsembleCombiner<T extends Output<T>> combiner
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className
DataSourceProvenance innerSourceProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance trainProportion
com.oracle.labs.mlrg.olcut.provenance.primitives.LongProvenance seed
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance size
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance isTrain
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
Hasher hasher
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
String hashType
MessageDigestHasher.MessageDigestHasherProvenance provenance
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance hashType
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
int dimension
ModHashCodeHasher.ModHashCodeHasherProvenance provenance
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance dimension
String[] featureNames
double[] featureValues
int size
String[] featureNames
int size
int[] featureIDs
int outputID
ImmutableFeatureMap featureMap
ImmutableOutputInfo<T extends Output<T>> outputMap
int[] featureForwardMapping
int[] featureBackwardMapping
int batchSize
com.oracle.labs.mlrg.olcut.provenance.primitives.URLProvenance location
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance modelHash
int warningCount
int width
int height
int channels
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
byte[] modelArray
String inputName
ExampleTransformer featureTransformer
OutputTransformer<T extends Output<T>> outputTransformer
int warningCount
String inputName
String inputName
int width
int height
int channels
int totalPixels
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void writeObject(ObjectOutputStream out) throws IOException
IOException
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void writeObject(ObjectOutputStream out) throws IOException
IOException
FeatureConverter featureConverter
OutputConverter<T extends Output<T>> outputConverter
String inputName
String outputName
int batchSize
String outputName
FeatureConverter featureConverter
OutputConverter<T extends Output<T>> outputConverter
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void writeObject(ObjectOutputStream out) throws IOException
IOException
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
String modelDirectory
FeatureConverter featureConverter
OutputConverter<T extends Output<T>> outputConverter
String outputName
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance graphHash
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance graphLastModified
String className
long[] shape
byte[] data
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void writeObject(ObjectOutputStream out) throws IOException
IOException
SequenceFeatureConverter featureConverter
SequenceOutputConverter<T extends Output<T>> outputConverter
String predictOp
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance graphHash
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance graphLastModified
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance fileModifiedTime
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance dataSourceCreationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.HashProvenance sha256Hash
Tensor[] weights
DenseMatrix weightMatrix
double gamma
double intercept
double degree
double gamma
double gamma
double intercept
double[][] values
int dim1
int dim2
int[] shape
int numElements
SparseVector[] values
int dim1
int dim2
int[] shape
int[] shape
double[] elements
int[] shape
int[] indices
double[] values
int size
double baseRate
double lambdaSqrt
boolean scaleShrinking
boolean reproject
double squaredTwoNorm
int iteration
double multiplier
double baseRate
boolean scaleShrinking
double lambdaSqrt
boolean reproject
double squaredTwoNorm
int iteration
double multiplier
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
VectorNormalizer normalizer
double threshold
String className
DataProvenance sourceProvenance
com.oracle.labs.mlrg.olcut.provenance.ListProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> transformationProvenance
boolean isDense
boolean isSequence
int numExamples
int numFeatures
int numOutputs
String versionString
com.oracle.labs.mlrg.olcut.provenance.ListProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> memberProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance className
ModelProvenance modelProvenance
DataProvenance datasetProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance versionString
String className
OffsetDateTime time
DatasetProvenance datasetProvenance
TrainerProvenance trainerProvenance
com.oracle.labs.mlrg.olcut.provenance.MapProvenance<T extends com.oracle.labs.mlrg.olcut.provenance.Provenance> instanceProvenance
String versionString
String javaVersionString
String osString
String archString
String className
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance description
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance creationTime
OutputFactoryProvenance outputFactoryProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance invocationCount
com.oracle.labs.mlrg.olcut.provenance.primitives.BooleanProvenance isSequence
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance version
com.oracle.labs.mlrg.olcut.provenance.primitives.DateTimeProvenance creationTime
com.oracle.labs.mlrg.olcut.provenance.primitives.StringProvenance version
char splitChar
RegressionFactory.RegressionFactoryProvenance provenance
char splitChar
String[] names
double[] values
double[] variances
boolean hashCache
int hashCode
String name
double value
double variance
DummyRegressionTrainer.DummyType dummyType
Regressor output
long seed
Random rng
double[] means
double[] variances
String[] dimensionNames
String className
DummyRegressionTrainer.DummyType dummyType
long seed
double constantValue
double quartile
String[] dimensions
String[] dimensions
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
String[] dimensionNames
int[] mapping
LinearRegressionType.LinearType type
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
String[] dimensionNames
double[] means
double[] variances
boolean standardized
int[] mapping
SVMRegressionType.SVMMode type
private void writeObject(ObjectOutputStream stream) throws IOException
IOException
boolean normalize
ImmutableOutputInfo<T extends Output<T>> labelIDMap
ImmutableFeatureMap featureIDMap
RegressorImpurity impurity
int[] indices
float[][] targets
float[] weights
float weightSum
private void writeObject(ObjectOutputStream stream) throws IOException
IOException
ImmutableOutputInfo<T extends Output<T>> labelIDMap
ImmutableFeatureMap featureIDMap
RegressorImpurity impurity
int[] indices
float[] targets
float[] weights
String dimName
float weightSum
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
String[] dimensionNames
DenseMatrix weights
private void readObject(ObjectInputStream in) throws IOException, ClassNotFoundException
IOException
ClassNotFoundException
SparseVector[] weights
DenseVector featureMeans
DenseVector featureVariance
boolean bias
double[] yMean
double[] yVariance
boolean enet41MappingFix
ImmutableOutputInfo<T extends Output<T>> outputIDInfo
ImmutableFeatureMap featureIDMap
DatasetProvenance provenance
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance minCardinality
MutableOutputInfo<T extends Output<T>> outputInfo
MutableFeatureMap featureMap
boolean dense
OutputFactory<T extends Output<T>> outputFactory
OutputInfo
and Output
of the appropriate type.List<E> data
DataProvenance sourceProvenance
String name
ModelProvenance provenance
String provenanceOutput
ImmutableFeatureMap featureIDMap
ImmutableOutputInfo<T extends Output<T>> outputIDMap
Map<K,V> map
DatasetProvenance datasetProvenance
com.oracle.labs.mlrg.olcut.provenance.ConfiguredObjectProvenance transformationMapProvenance
String className
com.oracle.labs.mlrg.olcut.provenance.ConfiguredObjectProvenance transformationMapProvenance
DatasetProvenance datasetProvenance
com.oracle.labs.mlrg.olcut.provenance.primitives.IntProvenance numBins
com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> type
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetMin
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetMax
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetMean
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance targetStdDev
SimpleTransform.Operation op
double operand
double secondOperand
org.tribuo.transform.transformations.SimpleTransform.SerializableDoubleUnaryOperator operation
com.oracle.labs.mlrg.olcut.provenance.primitives.EnumProvenance<E extends Enum> op
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance operand
com.oracle.labs.mlrg.olcut.provenance.primitives.DoubleProvenance secondOperand
double max
double min
double mean
double sumSquares
long count
int cachedHash
CachedPair<T1,T2> ab
CachedPair<T1,T2> ac
CachedPair<T1,T2> bc
Object a
Object b
Object c
int cachedHash
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