hex.quantile

Class Quantile

java.lang.Object

water.Iced

hex.ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

hex.quantile.Quantile

All Implemented Interfaces:

java.io.Externalizable, java.io.Serializable, java.lang.Cloneable, Freezable

public class Quantile
extends ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

Quantile model builder... building a simple QuantileModel

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	Quantile.StratifiedQuantilesTask

Nested classes/interfaces inherited from class hex.ModelBuilder

ModelBuilder.BuilderVisibility, ModelBuilder.Driver, ModelBuilder.FilterCols, ModelBuilder.ModelTrainingCoordinator, ModelBuilder.ValidationMessage

Field Summary

Fields inherited from class hex.ModelBuilder

_coordinator, _desc, _eventPublisher, _fold, _input_parms, _job, _messages, _nclass, _offset, _orig_projection_array, _origDomains, _origNames, _origTrain, _parms, _priorClassDist, _removedCols, _response, _result, _startUpOnceModelBuilder, _train, _treatment, _valid, _vresponse, _weights

Constructor Summary

Constructors

Constructor and Description
Quantile(QuantileModel.QuantileParameters parms)
Quantile(QuantileModel.QuantileParameters parms, Job job)

Method Summary

Modifier and Type	Method and Description
static double	calcQuantile(Vec v, double quantile)
hex.ModelCategory[]	can_build() List containing the categories of models that this builder can build.
protected int	desiredChunks(Frame original_fr, boolean local) Find desired number of chunks.
boolean	haveMojo()
boolean	havePojo()
void	init(boolean expensive) Initialize the ModelBuilder, validating all arguments and preparing the training frame.
boolean	isSupervised()
protected boolean	logMe()
ModelBuilder.Driver	trainModelImpl() Model-specific implementation of model training

Methods inherited from class hex.ModelBuilder

algoName, algos, builderVisibility, canLearnFromNAs, checkCustomMetricForEarlyStopping, checkDistributions, checkEarlyStoppingReproducibility, checkMemoryFootPrint_impl, checkMemoryFootPrint, checkResponseVariable, clearInitState, clearValidationErrors, computeCrossValidation, computePriorClassDistribution, cv_buildModels, cv_canBuildMainModelInParallel, cv_computeAndSetOptimalParameters, cv_initStoppingParameters, cv_mainModelScores, cv_makeAggregateModelMetrics, cv_scoreCVModels, cv_updateOptimalParameters, defaultKey, dest, error_count, error, get, getMessagesByFieldAndSeverity, getName, getSysProperty, getToEigenVec, hasFoldCol, hasOffsetCol, hasTreatmentCol, hasWeightCol, hide, ignoreBadColumns, ignoreConstColumns, ignoreInvalidColumns, ignoreStringColumns, ignoreUuidColumns, info, init_adaptFrameToTrain, init_getNClass, initWorkspace, isClassifier, isResponseOptional, isStopped, javaName, make, make, make, makeCVMetrics, makeCVModelBuilder, makeParameters, makePojoWriter, message, nclasses, nFoldCV, nFoldWork, nModelsInParallel, nModelsInParallel, nModelsInParallel, numSpecialCols, paramName, raiseReproducibilityWarning, rebalance, remainingTimeSecs, response, schemaDirectory, separateFeatureVecs, setMaxRuntimeSecsForMainModel, setTrain, setValid, shouldReorder, smallDataSize, stop_requested, timeout, train, trainModel, trainModel, trainModelNested, trainModelNested, trainModelOnH2ONode, valid, validateBinaryResponse, validateStoppingMetric, validationErrors, validationWarnings, vresponse, warn

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, toString, wait, wait, wait

Constructor Detail

Quantile

public Quantile(QuantileModel.QuantileParameters parms)

Quantile

public Quantile(QuantileModel.QuantileParameters parms,
                Job job)

Method Detail

logMe

protected boolean logMe()

Overrides:

logMe in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

isSupervised

public boolean isSupervised()

Specified by:

isSupervised in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

trainModelImpl

public ModelBuilder.Driver trainModelImpl()

Description copied from class: ModelBuilder

Model-specific implementation of model training

Specified by:

trainModelImpl in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

Returns:

A F/J Job, which, when executed, does the build. F/J is NOT started.

can_build

public hex.ModelCategory[] can_build()

Description copied from class: ModelBuilder

List containing the categories of models that this builder can build. Each ModelBuilder must have one of these.

Specified by:

can_build in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

desiredChunks

protected int desiredChunks(Frame original_fr,
                            boolean local)

Description copied from class: ModelBuilder

Find desired number of chunks. If fewer, dataset will be rebalanced.

Overrides:

desiredChunks in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

Returns:

Lower bound on number of chunks after rebalancing.

init

public void init(boolean expensive)

Initialize the ModelBuilder, validating all arguments and preparing the training frame. This call is expected to be overridden in the subclasses and each subclass will start with "super.init();". This call is made by the front-end whenever the GUI is clicked, and needs to be fast; heavy-weight prep needs to wait for the trainModel() call. Validate the probs.

Overrides:

init in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

haveMojo

public boolean haveMojo()

Overrides:

haveMojo in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

havePojo

public boolean havePojo()

Overrides:

havePojo in class ModelBuilder<QuantileModel,QuantileModel.QuantileParameters,QuantileModel.QuantileOutput>

calcQuantile

public static double calcQuantile(Vec v,
                                  double quantile)