hex.tree.gbm

Class GBMModel

java.lang.Object

water.Iced<T>

water.Keyed<T>

water.Lockable<M>

hex.Model<M,P,O>

hex.tree.SharedTreeModel<M,P,O>

hex.tree.SharedTreeModelWithContributions<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>

hex.tree.gbm.GBMModel

All Implemented Interfaces:

hex.Model.Contributions, hex.Model.FeatureFrequencies, hex.Model.GetMostImportantFeatures, hex.Model.LeafNodeAssignment, hex.Model.StagedPredictions, java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, water.Freezable<GBMModel>

public class GBMModel
extends SharedTreeModelWithContributions<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>
implements hex.Model.StagedPredictions

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	GBMModel.GBMOutput
static class	GBMModel.GBMParameters

Nested classes/interfaces inherited from class hex.tree.SharedTreeModelWithContributions

SharedTreeModelWithContributions.ScoreContributionsTask

Nested classes/interfaces inherited from class hex.tree.SharedTreeModel

SharedTreeModel.BufStringDecisionPathTracker, SharedTreeModel.SharedTreeOutput, SharedTreeModel.SharedTreeParameters

Nested classes/interfaces inherited from class hex.Model

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.GLRMArchetypes, hex.Model.GridSortBy, hex.Model.InteractionBuilder, hex.Model.InteractionPair, hex.Model.InteractionSpec, hex.Model.JavaModelStreamWriter, hex.Model.LeafNodeAssignment, hex.Model.Output, hex.Model.Parameters, hex.Model.StagedPredictions

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

hex.Model.LeafNodeAssignment.LeafNodeAssignmentType

Field Summary

Fields inherited from class hex.Model

_dist, _output, _parms, _toDelete, _warnings, _warningsP, scoringInfo

Fields inherited from class water.Lockable

_lockers

Fields inherited from class water.Keyed

_key

Constructor Summary

Constructors

Constructor and Description
GBMModel(water.Key<GBMModel> selfKey, GBMModel.GBMParameters parms, GBMModel.GBMOutput output)

Method Summary

Modifier and Type	Method and Description
GbmMojoWriter	getMojo()
protected SharedTreeModelWithContributions.ScoreContributionsTask	getScoreContributionsTask(SharedTreeModel model)
protected double[]	score0(double[] data, double[] preds, double offset, int ntrees) Bulk scoring API for one row.
protected double[]	score0Incremental(Score.ScoreIncInfo sii, water.fvec.Chunk[] chks, double offset, int row_in_chunk, double[] tmp, double[] preds)
water.fvec.Frame	scoreStagedPredictions(water.fvec.Frame frame, water.Key<water.fvec.Frame> destination_key)
protected void	toJavaUnifyPreds(water.util.SBPrintStream body)

Methods inherited from class hex.tree.SharedTreeModelWithContributions

scoreContributions

Methods inherited from class hex.tree.SharedTreeModel

binomialOpt, deepClone, getMostImportantFeatures, getSharedTreeSubgraph, getToEigenVec, makeAllTreeColumnNames, makeMetricBuilder, postProcessPredictions, readAll_impl, remove_impl, score0, score0, score0, scoreFeatureFrequencies, scoreLeafNodeAssignment, toJavaCheckTooBig, toJavaForestName, toJavaInit, toJavaPredictBody, toJavaTreeName, writeAll_impl

Methods inherited from class hex.Model

adaptTestForTrain, adaptTestForTrain, addMetrics, addModelMetrics, addWarning, addWarningP, auc, checksum_impl, classification_error, compareTo, computeDeviances, containsResponse, data, defaultThreshold, defaultThreshold, deleteCrossValidationFoldAssignment, deleteCrossValidationModels, deleteCrossValidationPreds, deviance, deviance, exportBinaryModel, exportMojo, fetchAll, fillScoringInfo, getDefaultGridSortBy, getPojoInterfaces, haveMojo, havePojo, importBinaryModel, isSupervised, last_scored, lift_top_group, likelihood, logloss, loss, mae, makeBigScoreTask, makeInteraction, makeInteractions, makeInteractions, makeSchema, makeScoringDomains, makeScoringNames, makeScoringNames, mean_per_class_error, modelDescriptor, mse, needsPostProcess, predictScoreImpl, r2, rmsle, score, score, score, score, score, score, score, score0, score0, score0PostProcessSupervised, scoreMetrics, scoring_history, scoringDomains, setupBigScorePredict, testJavaScoring, testJavaScoring, testJavaScoring, testJavaScoring, toJava, toJava, toJava, toJavaNCLASSES, toJavaPROB, toJavaSuper, toJavaTransform, toMojo, toString

Methods inherited from class water.Lockable

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, write_lock, write_lock

Methods inherited from class water.Keyed

checksum, readAll, remove, remove, remove, remove, remove, remove, writeAll

Methods inherited from class water.Iced

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

Methods inherited from class java.lang.Object

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

Constructor Detail

GBMModel

public GBMModel(water.Key<GBMModel> selfKey,
                GBMModel.GBMParameters parms,
                GBMModel.GBMOutput output)

Method Detail

getScoreContributionsTask

protected SharedTreeModelWithContributions.ScoreContributionsTask getScoreContributionsTask(SharedTreeModel model)

Specified by:

getScoreContributionsTask in class SharedTreeModelWithContributions<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>

scoreStagedPredictions

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

Specified by:

scoreStagedPredictions in interface hex.Model.StagedPredictions

score0Incremental

protected final double[] score0Incremental(Score.ScoreIncInfo sii,
                                           water.fvec.Chunk[] chks,
                                           double offset,
                                           int row_in_chunk,
                                           double[] tmp,
                                           double[] preds)

Overrides:

score0Incremental in class SharedTreeModel<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>

score0

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

Bulk scoring API for one row. Chunks are all compatible with the model, and expect the last Chunks are for the final distribution and prediction. Default method is to just load the data into the tmp array, then call subclass scoring logic.

Overrides:

score0 in class SharedTreeModel<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>

toJavaUnifyPreds

protected void toJavaUnifyPreds(water.util.SBPrintStream body)

Specified by:

toJavaUnifyPreds in class SharedTreeModel<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>

getMojo

public GbmMojoWriter getMojo()

Overrides:

getMojo in class hex.Model<GBMModel,GBMModel.GBMParameters,GBMModel.GBMOutput>