class TrainingOptions extends Collection (View source)

Properties

protected $collection_key
string $activationFn
bool $adjustStepChanges
bool $approxGlobalFeatureContrib
bool $autoArima
string $autoArimaMaxOrder
string $autoArimaMinOrder
bool $autoClassWeights
string $batchSize
string $boosterType
$budgetHours
bool $calculatePValues
string $categoryEncodingMethod
bool $cleanSpikesAndDips
string $colorSpace
$colsampleBylevel
$colsampleBynode
$colsampleBytree
string $dartNormalizeType
string $dataFrequency
string $dataSplitColumn
$dataSplitEvalFraction
string $dataSplitMethod
bool $decomposeTimeSeries
string $distanceType
$dropout
bool $earlyStop
bool $enableGlobalExplain
string $feedbackType
bool $fitIntercept
string[] $hiddenUnits
string $holidayRegion
string[] $holidayRegions
string $horizon
string[] $hparamTuningObjectives
bool $includeDrift
$initialLearnRate
string[] $inputLabelColumns
string $instanceWeightColumn
string $integratedGradientsNumSteps
string $itemColumn
string $kmeansInitializationColumn
string $kmeansInitializationMethod
$l1RegActivation
$l1Regularization
$l2Regularization
$labelClassWeights
$learnRate
string $learnRateStrategy
string $lossType
string $maxIterations
string $maxParallelTrials
string $maxTimeSeriesLength
string $maxTreeDepth
$minRelativeProgress
$minSplitLoss
string $minTimeSeriesLength
string $minTreeChildWeight
string $modelRegistry
string $modelUri
protected $nonSeasonalOrderType
protected $nonSeasonalOrderDataType
string $numClusters
string $numFactors
string $numParallelTree
string $numPrincipalComponents
string $numTrials
string $optimizationStrategy
string $optimizer
$pcaExplainedVarianceRatio
string $pcaSolver
string $sampledShapleyNumPaths
bool $scaleFeatures
bool $standardizeFeatures
$subsample
string $tfVersion
string $timeSeriesDataColumn
string $timeSeriesIdColumn
string[] $timeSeriesIdColumns
$timeSeriesLengthFraction
string $timeSeriesTimestampColumn
string $treeMethod
string $trendSmoothingWindowSize
string $userColumn
string[] $vertexAiModelVersionAliases
$walsAlpha
bool $warmStart
string $xgboostVersion

Methods

setActivationFn($activationFn)

No description

string
getActivationFn()

No description

setAdjustStepChanges($adjustStepChanges)

No description

bool
getAdjustStepChanges()

No description

setApproxGlobalFeatureContrib($approxGlobalFeatureContrib)

No description

bool
setAutoArima($autoArima)

No description

bool
getAutoArima()

No description

setAutoArimaMaxOrder($autoArimaMaxOrder)

No description

string
getAutoArimaMaxOrder()

No description

setAutoArimaMinOrder($autoArimaMinOrder)

No description

string
getAutoArimaMinOrder()

No description

setAutoClassWeights($autoClassWeights)

No description

bool
getAutoClassWeights()

No description

setBatchSize($batchSize)

No description

string
getBatchSize()

No description

setBoosterType($boosterType)

No description

string
getBoosterType()

No description

setBudgetHours($budgetHours)

No description

getBudgetHours()

No description

setCalculatePValues($calculatePValues)

No description

bool
getCalculatePValues()

No description

setCategoryEncodingMethod($categoryEncodingMethod)

No description

string
getCategoryEncodingMethod()

No description

setCleanSpikesAndDips($cleanSpikesAndDips)

No description

bool
getCleanSpikesAndDips()

No description

setColorSpace($colorSpace)

No description

string
getColorSpace()

No description

setColsampleBylevel($colsampleBylevel)

No description

getColsampleBylevel()

No description

setColsampleBynode($colsampleBynode)

No description

getColsampleBynode()

No description

setColsampleBytree($colsampleBytree)

No description

getColsampleBytree()

No description

setDartNormalizeType($dartNormalizeType)

No description

string
getDartNormalizeType()

No description

setDataFrequency($dataFrequency)

No description

string
getDataFrequency()

No description

setDataSplitColumn($dataSplitColumn)

No description

string
getDataSplitColumn()

No description

setDataSplitEvalFraction($dataSplitEvalFraction)

No description

getDataSplitEvalFraction()

No description

setDataSplitMethod($dataSplitMethod)

No description

string
getDataSplitMethod()

No description

setDecomposeTimeSeries($decomposeTimeSeries)

No description

bool
getDecomposeTimeSeries()

No description

setDistanceType($distanceType)

No description

string
getDistanceType()

No description

setDropout($dropout)

No description

getDropout()

No description

setEarlyStop($earlyStop)

No description

bool
getEarlyStop()

No description

setEnableGlobalExplain($enableGlobalExplain)

No description

bool
getEnableGlobalExplain()

No description

setFeedbackType($feedbackType)

No description

string
getFeedbackType()

No description

setFitIntercept($fitIntercept)

No description

bool
getFitIntercept()

No description

setHiddenUnits($hiddenUnits)

No description

string[]
getHiddenUnits()

No description

setHolidayRegion($holidayRegion)

No description

string
getHolidayRegion()

No description

setHolidayRegions($holidayRegions)

No description

string[]
getHolidayRegions()

No description

setHorizon($horizon)

No description

string
getHorizon()

No description

setHparamTuningObjectives($hparamTuningObjectives)

No description

string[]
getHparamTuningObjectives()

No description

setIncludeDrift($includeDrift)

No description

bool
getIncludeDrift()

No description

setInitialLearnRate($initialLearnRate)

No description

getInitialLearnRate()

No description

setInputLabelColumns($inputLabelColumns)

No description

string[]
getInputLabelColumns()

No description

setInstanceWeightColumn($instanceWeightColumn)

No description

string
getInstanceWeightColumn()

No description

setIntegratedGradientsNumSteps($integratedGradientsNumSteps)

No description

string
setItemColumn($itemColumn)

No description

string
getItemColumn()

No description

setKmeansInitializationColumn($kmeansInitializationColumn)

No description

string
setKmeansInitializationMethod($kmeansInitializationMethod)

No description

string
setL1RegActivation($l1RegActivation)

No description

getL1RegActivation()

No description

setL1Regularization($l1Regularization)

No description

getL1Regularization()

No description

setL2Regularization($l2Regularization)

No description

getL2Regularization()

No description

setLabelClassWeights($labelClassWeights)

No description

getLabelClassWeights()

No description

setLearnRate($learnRate)

No description

getLearnRate()

No description

setLearnRateStrategy($learnRateStrategy)

No description

string
getLearnRateStrategy()

No description

setLossType($lossType)

No description

string
getLossType()

No description

setMaxIterations($maxIterations)

No description

string
getMaxIterations()

No description

setMaxParallelTrials($maxParallelTrials)

No description

string
getMaxParallelTrials()

No description

setMaxTimeSeriesLength($maxTimeSeriesLength)

No description

string
getMaxTimeSeriesLength()

No description

setMaxTreeDepth($maxTreeDepth)

No description

string
getMaxTreeDepth()

No description

setMinRelativeProgress($minRelativeProgress)

No description

getMinRelativeProgress()

No description

setMinSplitLoss($minSplitLoss)

No description

getMinSplitLoss()

No description

setMinTimeSeriesLength($minTimeSeriesLength)

No description

string
getMinTimeSeriesLength()

No description

setMinTreeChildWeight($minTreeChildWeight)

No description

string
getMinTreeChildWeight()

No description

setModelRegistry($modelRegistry)

No description

string
getModelRegistry()

No description

setModelUri($modelUri)

No description

string
getModelUri()

No description

setNonSeasonalOrder(ArimaOrder $nonSeasonalOrder)

No description

getNonSeasonalOrder()

No description

setNumClusters($numClusters)

No description

string
getNumClusters()

No description

setNumFactors($numFactors)

No description

string
getNumFactors()

No description

setNumParallelTree($numParallelTree)

No description

string
getNumParallelTree()

No description

setNumPrincipalComponents($numPrincipalComponents)

No description

string
getNumPrincipalComponents()

No description

setNumTrials($numTrials)

No description

string
getNumTrials()

No description

setOptimizationStrategy($optimizationStrategy)

No description

string
getOptimizationStrategy()

No description

setOptimizer($optimizer)

No description

string
getOptimizer()

No description

setPcaExplainedVarianceRatio($pcaExplainedVarianceRatio)

No description

getPcaExplainedVarianceRatio()

No description

setPcaSolver($pcaSolver)

No description

string
getPcaSolver()

No description

setSampledShapleyNumPaths($sampledShapleyNumPaths)

No description

string
getSampledShapleyNumPaths()

No description

setScaleFeatures($scaleFeatures)

No description

bool
getScaleFeatures()

No description

setStandardizeFeatures($standardizeFeatures)

No description

bool
getStandardizeFeatures()

No description

setSubsample($subsample)

No description

getSubsample()

No description

setTfVersion($tfVersion)

No description

string
getTfVersion()

No description

setTimeSeriesDataColumn($timeSeriesDataColumn)

No description

string
getTimeSeriesDataColumn()

No description

setTimeSeriesIdColumn($timeSeriesIdColumn)

No description

string
getTimeSeriesIdColumn()

No description

setTimeSeriesIdColumns($timeSeriesIdColumns)

No description

string[]
getTimeSeriesIdColumns()

No description

setTimeSeriesLengthFraction($timeSeriesLengthFraction)

No description

getTimeSeriesLengthFraction()

No description

setTimeSeriesTimestampColumn($timeSeriesTimestampColumn)

No description

string
getTimeSeriesTimestampColumn()

No description

setTreeMethod($treeMethod)

No description

string
getTreeMethod()

No description

setTrendSmoothingWindowSize($trendSmoothingWindowSize)

No description

string
getTrendSmoothingWindowSize()

No description

setUserColumn($userColumn)

No description

string
getUserColumn()

No description

setVertexAiModelVersionAliases($vertexAiModelVersionAliases)

No description

string[]
setWalsAlpha($walsAlpha)

No description

getWalsAlpha()

No description

setWarmStart($warmStart)

No description

bool
getWarmStart()

No description

setXgboostVersion($xgboostVersion)

No description

string
getXgboostVersion()

No description

Details

setActivationFn($activationFn)

No description

Parameters

$activationFn

string getActivationFn()

No description

Return Value

string

setAdjustStepChanges($adjustStepChanges)

No description

Parameters

$adjustStepChanges

bool getAdjustStepChanges()

No description

Return Value

bool

setApproxGlobalFeatureContrib($approxGlobalFeatureContrib)

No description

Parameters

$approxGlobalFeatureContrib

bool getApproxGlobalFeatureContrib()

No description

Return Value

bool

setAutoArima($autoArima)

No description

Parameters

$autoArima

bool getAutoArima()

No description

Return Value

bool

setAutoArimaMaxOrder($autoArimaMaxOrder)

No description

Parameters

$autoArimaMaxOrder

string getAutoArimaMaxOrder()

No description

Return Value

string

setAutoArimaMinOrder($autoArimaMinOrder)

No description

Parameters

$autoArimaMinOrder

string getAutoArimaMinOrder()

No description

Return Value

string

setAutoClassWeights($autoClassWeights)

No description

Parameters

$autoClassWeights

bool getAutoClassWeights()

No description

Return Value

bool

setBatchSize($batchSize)

No description

Parameters

$batchSize

string getBatchSize()

No description

Return Value

string

setBoosterType($boosterType)

No description

Parameters

$boosterType

string getBoosterType()

No description

Return Value

string

setBudgetHours($budgetHours)

No description

Parameters

$budgetHours

getBudgetHours()

No description

setCalculatePValues($calculatePValues)

No description

Parameters

$calculatePValues

bool getCalculatePValues()

No description

Return Value

bool

setCategoryEncodingMethod($categoryEncodingMethod)

No description

Parameters

$categoryEncodingMethod

string getCategoryEncodingMethod()

No description

Return Value

string

setCleanSpikesAndDips($cleanSpikesAndDips)

No description

Parameters

$cleanSpikesAndDips

bool getCleanSpikesAndDips()

No description

Return Value

bool

setColorSpace($colorSpace)

No description

Parameters

$colorSpace

string getColorSpace()

No description

Return Value

string

setColsampleBylevel($colsampleBylevel)

No description

Parameters

$colsampleBylevel

getColsampleBylevel()

No description

setColsampleBynode($colsampleBynode)

No description

Parameters

$colsampleBynode

getColsampleBynode()

No description

setColsampleBytree($colsampleBytree)

No description

Parameters

$colsampleBytree

getColsampleBytree()

No description

setDartNormalizeType($dartNormalizeType)

No description

Parameters

$dartNormalizeType

string getDartNormalizeType()

No description

Return Value

string

setDataFrequency($dataFrequency)

No description

Parameters

$dataFrequency

string getDataFrequency()

No description

Return Value

string

setDataSplitColumn($dataSplitColumn)

No description

Parameters

$dataSplitColumn

string getDataSplitColumn()

No description

Return Value

string

setDataSplitEvalFraction($dataSplitEvalFraction)

No description

Parameters

$dataSplitEvalFraction

getDataSplitEvalFraction()

No description

setDataSplitMethod($dataSplitMethod)

No description

Parameters

$dataSplitMethod

string getDataSplitMethod()

No description

Return Value

string

setDecomposeTimeSeries($decomposeTimeSeries)

No description

Parameters

$decomposeTimeSeries

bool getDecomposeTimeSeries()

No description

Return Value

bool

setDistanceType($distanceType)

No description

Parameters

$distanceType

string getDistanceType()

No description

Return Value

string

setDropout($dropout)

No description

Parameters

$dropout

getDropout()

No description

setEarlyStop($earlyStop)

No description

Parameters

$earlyStop

bool getEarlyStop()

No description

Return Value

bool

setEnableGlobalExplain($enableGlobalExplain)

No description

Parameters

$enableGlobalExplain

bool getEnableGlobalExplain()

No description

Return Value

bool

setFeedbackType($feedbackType)

No description

Parameters

$feedbackType

string getFeedbackType()

No description

Return Value

string

setFitIntercept($fitIntercept)

No description

Parameters

$fitIntercept

bool getFitIntercept()

No description

Return Value

bool

setHiddenUnits($hiddenUnits)

No description

Parameters

$hiddenUnits

string[] getHiddenUnits()

No description

Return Value

string[]

setHolidayRegion($holidayRegion)

No description

Parameters

$holidayRegion

string getHolidayRegion()

No description

Return Value

string

setHolidayRegions($holidayRegions)

No description

Parameters

$holidayRegions

string[] getHolidayRegions()

No description

Return Value

string[]

setHorizon($horizon)

No description

Parameters

$horizon

string getHorizon()

No description

Return Value

string

setHparamTuningObjectives($hparamTuningObjectives)

No description

Parameters

$hparamTuningObjectives

string[] getHparamTuningObjectives()

No description

Return Value

string[]

setIncludeDrift($includeDrift)

No description

Parameters

$includeDrift

bool getIncludeDrift()

No description

Return Value

bool

setInitialLearnRate($initialLearnRate)

No description

Parameters

$initialLearnRate

getInitialLearnRate()

No description

setInputLabelColumns($inputLabelColumns)

No description

Parameters

$inputLabelColumns

string[] getInputLabelColumns()

No description

Return Value

string[]

setInstanceWeightColumn($instanceWeightColumn)

No description

Parameters

$instanceWeightColumn

string getInstanceWeightColumn()

No description

Return Value

string

setIntegratedGradientsNumSteps($integratedGradientsNumSteps)

No description

Parameters

$integratedGradientsNumSteps

string getIntegratedGradientsNumSteps()

No description

Return Value

string

setItemColumn($itemColumn)

No description

Parameters

$itemColumn

string getItemColumn()

No description

Return Value

string

setKmeansInitializationColumn($kmeansInitializationColumn)

No description

Parameters

$kmeansInitializationColumn

string getKmeansInitializationColumn()

No description

Return Value

string

setKmeansInitializationMethod($kmeansInitializationMethod)

No description

Parameters

$kmeansInitializationMethod

string getKmeansInitializationMethod()

No description

Return Value

string

setL1RegActivation($l1RegActivation)

No description

Parameters

$l1RegActivation

getL1RegActivation()

No description

setL1Regularization($l1Regularization)

No description

Parameters

$l1Regularization

getL1Regularization()

No description

setL2Regularization($l2Regularization)

No description

Parameters

$l2Regularization

getL2Regularization()

No description

setLabelClassWeights($labelClassWeights)

No description

Parameters

$labelClassWeights

getLabelClassWeights()

No description

setLearnRate($learnRate)

No description

Parameters

$learnRate

getLearnRate()

No description

setLearnRateStrategy($learnRateStrategy)

No description

Parameters

$learnRateStrategy

string getLearnRateStrategy()

No description

Return Value

string

setLossType($lossType)

No description

Parameters

$lossType

string getLossType()

No description

Return Value

string

setMaxIterations($maxIterations)

No description

Parameters

$maxIterations

string getMaxIterations()

No description

Return Value

string

setMaxParallelTrials($maxParallelTrials)

No description

Parameters

$maxParallelTrials

string getMaxParallelTrials()

No description

Return Value

string

setMaxTimeSeriesLength($maxTimeSeriesLength)

No description

Parameters

$maxTimeSeriesLength

string getMaxTimeSeriesLength()

No description

Return Value

string

setMaxTreeDepth($maxTreeDepth)

No description

Parameters

$maxTreeDepth

string getMaxTreeDepth()

No description

Return Value

string

setMinRelativeProgress($minRelativeProgress)

No description

Parameters

$minRelativeProgress

getMinRelativeProgress()

No description

setMinSplitLoss($minSplitLoss)

No description

Parameters

$minSplitLoss

getMinSplitLoss()

No description

setMinTimeSeriesLength($minTimeSeriesLength)

No description

Parameters

$minTimeSeriesLength

string getMinTimeSeriesLength()

No description

Return Value

string

setMinTreeChildWeight($minTreeChildWeight)

No description

Parameters

$minTreeChildWeight

string getMinTreeChildWeight()

No description

Return Value

string

setModelRegistry($modelRegistry)

No description

Parameters

$modelRegistry

string getModelRegistry()

No description

Return Value

string

setModelUri($modelUri)

No description

Parameters

$modelUri

string getModelUri()

No description

Return Value

string

setNonSeasonalOrder(ArimaOrder $nonSeasonalOrder)

No description

Parameters

ArimaOrder $nonSeasonalOrder

ArimaOrder getNonSeasonalOrder()

No description

Return Value

ArimaOrder

setNumClusters($numClusters)

No description

Parameters

$numClusters

string getNumClusters()

No description

Return Value

string

setNumFactors($numFactors)

No description

Parameters

$numFactors

string getNumFactors()

No description

Return Value

string

setNumParallelTree($numParallelTree)

No description

Parameters

$numParallelTree

string getNumParallelTree()

No description

Return Value

string

setNumPrincipalComponents($numPrincipalComponents)

No description

Parameters

$numPrincipalComponents

string getNumPrincipalComponents()

No description

Return Value

string

setNumTrials($numTrials)

No description

Parameters

$numTrials

string getNumTrials()

No description

Return Value

string

setOptimizationStrategy($optimizationStrategy)

No description

Parameters

$optimizationStrategy

string getOptimizationStrategy()

No description

Return Value

string

setOptimizer($optimizer)

No description

Parameters

$optimizer

string getOptimizer()

No description

Return Value

string

setPcaExplainedVarianceRatio($pcaExplainedVarianceRatio)

No description

Parameters

$pcaExplainedVarianceRatio

getPcaExplainedVarianceRatio()

No description

setPcaSolver($pcaSolver)

No description

Parameters

$pcaSolver

string getPcaSolver()

No description

Return Value

string

setSampledShapleyNumPaths($sampledShapleyNumPaths)

No description

Parameters

$sampledShapleyNumPaths

string getSampledShapleyNumPaths()

No description

Return Value

string

setScaleFeatures($scaleFeatures)

No description

Parameters

$scaleFeatures

bool getScaleFeatures()

No description

Return Value

bool

setStandardizeFeatures($standardizeFeatures)

No description

Parameters

$standardizeFeatures

bool getStandardizeFeatures()

No description

Return Value

bool

setSubsample($subsample)

No description

Parameters

$subsample

getSubsample()

No description

setTfVersion($tfVersion)

No description

Parameters

$tfVersion

string getTfVersion()

No description

Return Value

string

setTimeSeriesDataColumn($timeSeriesDataColumn)

No description

Parameters

$timeSeriesDataColumn

string getTimeSeriesDataColumn()

No description

Return Value

string

setTimeSeriesIdColumn($timeSeriesIdColumn)

No description

Parameters

$timeSeriesIdColumn

string getTimeSeriesIdColumn()

No description

Return Value

string

setTimeSeriesIdColumns($timeSeriesIdColumns)

No description

Parameters

$timeSeriesIdColumns

string[] getTimeSeriesIdColumns()

No description

Return Value

string[]

setTimeSeriesLengthFraction($timeSeriesLengthFraction)

No description

Parameters

$timeSeriesLengthFraction

getTimeSeriesLengthFraction()

No description

setTimeSeriesTimestampColumn($timeSeriesTimestampColumn)

No description

Parameters

$timeSeriesTimestampColumn

string getTimeSeriesTimestampColumn()

No description

Return Value

string

setTreeMethod($treeMethod)

No description

Parameters

$treeMethod

string getTreeMethod()

No description

Return Value

string

setTrendSmoothingWindowSize($trendSmoothingWindowSize)

No description

Parameters

$trendSmoothingWindowSize

string getTrendSmoothingWindowSize()

No description

Return Value

string

setUserColumn($userColumn)

No description

Parameters

$userColumn

string getUserColumn()

No description

Return Value

string

setVertexAiModelVersionAliases($vertexAiModelVersionAliases)

No description

Parameters

$vertexAiModelVersionAliases

string[] getVertexAiModelVersionAliases()

No description

Return Value

string[]

setWalsAlpha($walsAlpha)

No description

Parameters

$walsAlpha

getWalsAlpha()

No description

setWarmStart($warmStart)

No description

Parameters

$warmStart

bool getWarmStart()

No description

Return Value

bool

setXgboostVersion($xgboostVersion)

No description

Parameters

$xgboostVersion

string getXgboostVersion()

No description

Return Value

string