hex.generic

Class GenericModel

java.lang.Object

water.Iced<T>

water.Keyed<T>

water.Lockable<M>

hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

hex.generic.GenericModel

All Implemented Interfaces:

hex.Model.Contributions, java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, water.api.StreamWriter, water.Freezable<GenericModel>

public class GenericModel
extends hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>
implements hex.Model.Contributions

See Also:

Serialized Form

Nested Class Summary

Nested classes/interfaces inherited from class hex.Model

hex.Model.AdaptFrameParameters, hex.Model.BigScore, hex.Model.BigScoreChunkPredict, hex.Model.BigScorePredict, hex.Model.Contributions, hex.Model.DeepFeatures, hex.Model.ExemplarMembers, hex.Model.FeatureFrequencies, hex.Model.GetMostImportantFeatures, hex.Model.GetNTrees, hex.Model.GLRMArchetypes, hex.Model.GridSortBy, hex.Model.H2OModelDescriptor, hex.Model.InteractionBuilder, hex.Model.InteractionPair, hex.Model.InteractionSpec, hex.Model.JavaModelStreamWriter, hex.Model.JavaScoringOptions, hex.Model.LeafNodeAssignment, hex.Model.Output, hex.Model.Parameters, hex.Model.PredictScoreResult, hex.Model.RowToTreeAssignment, hex.Model.StagedPredictions, hex.Model.UpdateAuxTreeWeights

Nested classes/interfaces inherited from interface hex.Model.Contributions

hex.Model.Contributions.ContributionsOptions, hex.Model.Contributions.ContributionsOutputFormat

Field Summary

Fields inherited from class hex.Model

_dist, _input_parms, _output, _parms, _toDelete, _warnings, _warningsP, EVAL_AUTO_PARAMS_ENABLED, evalAutoParamsEnabled, scoringInfo

Fields inherited from class water.Lockable

_lockers

Fields inherited from class water.Keyed

_key

Constructor Summary

Constructors

Constructor and Description
GenericModel(water.Key<GenericModel> selfKey, GenericModelParameters parms, GenericModelOutput output, hex.genmodel.GenModel pojoModel, water.Key<water.fvec.Frame> pojoSource)
GenericModel(water.Key<GenericModel> selfKey, GenericModelParameters parms, GenericModelOutput output, hex.genmodel.MojoModel mojoModel, water.Key<water.fvec.Frame> mojoSource) Full constructor

Method Summary

Modifier and Type	Method and Description
protected water.fvec.Frame	adaptFrameForScore(water.fvec.Frame fr, boolean computeMetrics)
double	aic(double likelihood)
GenericModelMojoWriter	getMojo()
boolean	havePojo()
boolean	isGeneric()
double	likelihood(double w, double y, double[] f)
protected hex.Model.AdaptFrameParameters	makeAdaptFrameParameters()
protected hex.Model.AdaptFrameParameters	makeAdaptFrameParameters(hex.Model.Parameters.CategoricalEncodingScheme encodingScheme)
hex.ModelMetrics.MetricBuilder	makeMetricBuilder(java.lang.String[] domain)
protected hex.PojoWriter	makePojoWriter()
protected java.lang.String[]	makeScoringNames()
protected boolean	needsPostProcess()
protected hex.Model.PredictScoreResult	predictScoreImpl(water.fvec.Frame fr, water.fvec.Frame adaptFrm, java.lang.String destination_key, water.Job j, boolean computeMetrics, water.udf.CFuncRef customMetricFunc)
protected water.Futures	remove_impl(water.Futures fs, boolean cascade)
protected double[]	score0(double[] data, double[] preds)
protected double[]	score0(double[] data, double[] preds, double offset)
water.fvec.Frame	scoreContributions(water.fvec.Frame frame, water.Key<water.fvec.Frame> destination_key)
water.fvec.Frame	scoreContributions(water.fvec.Frame frame, water.Key<water.fvec.Frame> destination_key, water.Job<water.fvec.Frame> job)
protected hex.Model.BigScorePredict	setupBigScorePredict(hex.Model.BigScore bs)
protected java.lang.String	toJavaAlgo()
protected java.lang.String	toJavaModelClassName()
protected java.lang.String	toJavaUUID()

Methods inherited from class hex.Model

adaptTestForJavaScoring, adaptTestForTrain, adaptTestForTrain, adaptTestForTrain, addMetrics, addModelMetrics, addWarning, auc, AUCPR, checksum_impl, classification_error, compareTo, computeDeviances, containsResponse, data, defaultThreshold, defaultThreshold, deleteCrossValidationFoldAssignment, deleteCrossValidationModels, deleteCrossValidationPreds, deviance, deviance, evaluateAutoModelParameters, exportBinaryModel, exportMojo, fetchAll, fillScoringInfo, getDefaultGridSortBy, getGenModelEncoding, getPojoInterfaces, getToEigenVec, haveMojo, importBinaryModel, initActualParamValues, isDistributionHuber, isFeatureUsedInPredict, isFeatureUsedInPredict, isSupervised, last_scored, lift_top_group, logloss, loss, mae, makeBigScoreTask, makeInteraction, makeInteractions, makeInteractions, makeSchema, makeScoringDomains, makeScoringNames, mean_per_class_error, modelDescriptor, mse, postProcessPredictions, r2, readAll_impl, resetThreshold, result, rmsle, score, score, score, score, score, score, score, score, score0, score0, score0PostProcessSupervised, scoreMetrics, scoring_history, scoringDomains, setInputParms, testJavaScoring, testJavaScoring, testJavaScoring, testJavaScoring, testJavaScoring, toJava, toJava, toJava, toJavaCheckTooBig, toJavaInit, toJavaPredictBody, toJavaTransform, toMojo, toMojo, toString, transform, uploadBinaryModel, writeAll_impl, writeTo

Methods inherited from class water.Lockable

delete_and_lock, delete_and_lock, delete_and_lock, delete_and_lock, delete, delete, delete, delete, read_lock, read_lock, read_lock, unlock_all, unlock, unlock, unlock, unlock, update, update, update, write_lock_to_read_lock, write_lock, write_lock, write_lock

Methods inherited from class water.Keyed

checksum_impl, checksum, checksum, getKey, readAll, remove_impl, remove_self_key_impl, remove, remove, remove, remove, remove, remove, removeQuietly, writeAll

Methods inherited from class water.Iced

asBytes, clone, copyOver, frozenType, read, readExternal, readJSON, reloadFromBytes, toJsonBytes, toJsonString, write, writeExternal, writeJSON

Methods inherited from class java.lang.Object

equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface hex.Model.Contributions

composeScoreContributionTaskMetadata, scoreContributions, scoreContributions, scoreContributionsWorkEstimate

Constructor Detail

GenericModel

public GenericModel(water.Key<GenericModel> selfKey,
                    GenericModelParameters parms,
                    GenericModelOutput output,
                    hex.genmodel.MojoModel mojoModel,
                    water.Key<water.fvec.Frame> mojoSource)

Full constructor

GenericModel

public GenericModel(water.Key<GenericModel> selfKey,
                    GenericModelParameters parms,
                    GenericModelOutput output,
                    hex.genmodel.GenModel pojoModel,
                    water.Key<water.fvec.Frame> pojoSource)

Method Detail

isGeneric

public boolean isGeneric()

Overrides:

isGeneric in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

makeMetricBuilder

public hex.ModelMetrics.MetricBuilder makeMetricBuilder(java.lang.String[] domain)

Specified by:

makeMetricBuilder in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

adaptFrameForScore

protected water.fvec.Frame adaptFrameForScore(water.fvec.Frame fr,
                                              boolean computeMetrics)

Overrides:

adaptFrameForScore in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

predictScoreImpl

protected hex.Model.PredictScoreResult predictScoreImpl(water.fvec.Frame fr,
                                                        water.fvec.Frame adaptFrm,
                                                        java.lang.String destination_key,
                                                        water.Job j,
                                                        boolean computeMetrics,
                                                        water.udf.CFuncRef customMetricFunc)

Overrides:

predictScoreImpl in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

aic

public double aic(double likelihood)

Overrides:

aic in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

likelihood

public double likelihood(double w,
                         double y,
                         double[] f)

Overrides:

likelihood in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

score0

protected double[] score0(double[] data,
                          double[] preds)

Specified by:

score0 in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

score0

protected double[] score0(double[] data,
                          double[] preds,
                          double offset)

Overrides:

score0 in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

makeAdaptFrameParameters

protected hex.Model.AdaptFrameParameters makeAdaptFrameParameters()

Overrides:

makeAdaptFrameParameters in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

makeAdaptFrameParameters

protected hex.Model.AdaptFrameParameters makeAdaptFrameParameters(hex.Model.Parameters.CategoricalEncodingScheme encodingScheme)

makeScoringNames

protected java.lang.String[] makeScoringNames()

Overrides:

makeScoringNames in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

needsPostProcess

protected boolean needsPostProcess()

Overrides:

needsPostProcess in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

getMojo

public GenericModelMojoWriter getMojo()

Overrides:

getMojo in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

setupBigScorePredict

protected hex.Model.BigScorePredict setupBigScorePredict(hex.Model.BigScore bs)

Overrides:

setupBigScorePredict in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

remove_impl

protected water.Futures remove_impl(water.Futures fs,
                                    boolean cascade)

Overrides:

remove_impl in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

scoreContributions

public water.fvec.Frame scoreContributions(water.fvec.Frame frame,
                                           water.Key<water.fvec.Frame> destination_key)

Specified by:

scoreContributions in interface hex.Model.Contributions

scoreContributions

public water.fvec.Frame scoreContributions(water.fvec.Frame frame,
                                           water.Key<water.fvec.Frame> destination_key,
                                           water.Job<water.fvec.Frame> job)

Specified by:

scoreContributions in interface hex.Model.Contributions

toJavaModelClassName

protected java.lang.String toJavaModelClassName()

Overrides:

toJavaModelClassName in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

toJavaAlgo

protected java.lang.String toJavaAlgo()

Overrides:

toJavaAlgo in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

toJavaUUID

protected java.lang.String toJavaUUID()

Overrides:

toJavaUUID in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

makePojoWriter

protected hex.PojoWriter makePojoWriter()

Overrides:

makePojoWriter in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>

havePojo

public boolean havePojo()

Overrides:

havePojo in class hex.Model<GenericModel,GenericModelParameters,GenericModelOutput>