hex.hglm

Class HGLMModel

java.lang.Object

water.Iced<T>

water.Keyed<T>

water.Lockable<M>

hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

hex.hglm.HGLMModel

All Implemented Interfaces:

java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, water.api.StreamWriter, water.Freezable<HGLMModel>

public class HGLMModel
extends hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	HGLMModel.HGLMModelOutput
static class	HGLMModel.HGLMParameters

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

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
HGLMModel(water.Key<HGLMModel> selfKey, HGLMModel.HGLMParameters parms, HGLMModel.HGLMModelOutput output) the doc = document attached to https://github.com/h2oai/h2o-3/issues/8487, title HGLM_H2O_Implementation.pdf I will be referring to the doc and different parts of it to explain my implementation.

Method Summary

Modifier and Type	Method and Description
hex.ModelMetrics.MetricBuilder	makeMetricBuilder(java.lang.String[] domain)
java.lang.String[]	makeScoringNames()
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.Keyed	readAll_impl(water.AutoBuffer ab, water.Futures fs)
protected water.Futures	remove_impl(water.Futures fs, boolean cascade)
protected double[]	score0(double[] data, double[] preds)
java.lang.String	toString()
protected water.AutoBuffer	writeAll_impl(water.AutoBuffer ab)

Methods inherited from class hex.Model

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

Constructor Detail

HGLMModel

public HGLMModel(water.Key<HGLMModel> selfKey,
                 HGLMModel.HGLMParameters parms,
                 HGLMModel.HGLMModelOutput output)

the doc = document attached to https://github.com/h2oai/h2o-3/issues/8487, title HGLM_H2O_Implementation.pdf I will be referring to the doc and different parts of it to explain my implementation.

Method Detail

makeMetricBuilder

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

Specified by:

makeMetricBuilder in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

makeScoringNames

public java.lang.String[] makeScoringNames()

Overrides:

makeScoringNames in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

score0

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

Specified by:

score0 in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

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<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

remove_impl

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

Overrides:

remove_impl in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

writeAll_impl

protected water.AutoBuffer writeAll_impl(water.AutoBuffer ab)

Overrides:

writeAll_impl in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

readAll_impl

protected water.Keyed readAll_impl(water.AutoBuffer ab,
                                   water.Futures fs)

Overrides:

readAll_impl in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>

toString

public java.lang.String toString()

Overrides:

toString in class hex.Model<HGLMModel,HGLMModel.HGLMParameters,HGLMModel.HGLMModelOutput>