TrainingOptions
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 | ||
$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 | $xgboostVersion |
Methods
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Details
setActivationFn($activationFn)
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string
getActivationFn()
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setAdjustStepChanges($adjustStepChanges)
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bool
getAdjustStepChanges()
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setApproxGlobalFeatureContrib($approxGlobalFeatureContrib)
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bool
getApproxGlobalFeatureContrib()
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setAutoArima($autoArima)
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bool
getAutoArima()
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setAutoArimaMaxOrder($autoArimaMaxOrder)
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string
getAutoArimaMaxOrder()
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setAutoArimaMinOrder($autoArimaMinOrder)
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string
getAutoArimaMinOrder()
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setAutoClassWeights($autoClassWeights)
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bool
getAutoClassWeights()
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setBatchSize($batchSize)
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string
getBatchSize()
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setBoosterType($boosterType)
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string
getBoosterType()
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setBudgetHours($budgetHours)
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getBudgetHours()
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setCalculatePValues($calculatePValues)
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bool
getCalculatePValues()
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setCategoryEncodingMethod($categoryEncodingMethod)
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string
getCategoryEncodingMethod()
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setCleanSpikesAndDips($cleanSpikesAndDips)
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bool
getCleanSpikesAndDips()
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setColorSpace($colorSpace)
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string
getColorSpace()
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setColsampleBylevel($colsampleBylevel)
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getColsampleBylevel()
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setColsampleBynode($colsampleBynode)
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getColsampleBynode()
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setColsampleBytree($colsampleBytree)
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getColsampleBytree()
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setDartNormalizeType($dartNormalizeType)
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string
getDartNormalizeType()
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setDataFrequency($dataFrequency)
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string
getDataFrequency()
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setDataSplitColumn($dataSplitColumn)
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string
getDataSplitColumn()
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setDataSplitEvalFraction($dataSplitEvalFraction)
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getDataSplitEvalFraction()
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setDataSplitMethod($dataSplitMethod)
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string
getDataSplitMethod()
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setDecomposeTimeSeries($decomposeTimeSeries)
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bool
getDecomposeTimeSeries()
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setDistanceType($distanceType)
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string
getDistanceType()
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setDropout($dropout)
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getDropout()
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setEarlyStop($earlyStop)
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bool
getEarlyStop()
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setEnableGlobalExplain($enableGlobalExplain)
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bool
getEnableGlobalExplain()
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setFeedbackType($feedbackType)
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string
getFeedbackType()
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setFitIntercept($fitIntercept)
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bool
getFitIntercept()
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setHiddenUnits($hiddenUnits)
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string[]
getHiddenUnits()
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setHolidayRegion($holidayRegion)
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string
getHolidayRegion()
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setHolidayRegions($holidayRegions)
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string[]
getHolidayRegions()
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setHorizon($horizon)
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string
getHorizon()
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setHparamTuningObjectives($hparamTuningObjectives)
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string[]
getHparamTuningObjectives()
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setIncludeDrift($includeDrift)
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bool
getIncludeDrift()
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setInitialLearnRate($initialLearnRate)
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getInitialLearnRate()
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setInputLabelColumns($inputLabelColumns)
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string[]
getInputLabelColumns()
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setInstanceWeightColumn($instanceWeightColumn)
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string
getInstanceWeightColumn()
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setIntegratedGradientsNumSteps($integratedGradientsNumSteps)
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string
getIntegratedGradientsNumSteps()
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setItemColumn($itemColumn)
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string
getItemColumn()
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setKmeansInitializationColumn($kmeansInitializationColumn)
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string
getKmeansInitializationColumn()
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setKmeansInitializationMethod($kmeansInitializationMethod)
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string
getKmeansInitializationMethod()
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setL1RegActivation($l1RegActivation)
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getL1RegActivation()
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setL1Regularization($l1Regularization)
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getL1Regularization()
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setL2Regularization($l2Regularization)
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getL2Regularization()
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setLabelClassWeights($labelClassWeights)
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getLabelClassWeights()
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setLearnRate($learnRate)
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getLearnRate()
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setLearnRateStrategy($learnRateStrategy)
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string
getLearnRateStrategy()
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setLossType($lossType)
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string
getLossType()
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setMaxIterations($maxIterations)
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string
getMaxIterations()
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setMaxParallelTrials($maxParallelTrials)
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string
getMaxParallelTrials()
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setMaxTimeSeriesLength($maxTimeSeriesLength)
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string
getMaxTimeSeriesLength()
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setMaxTreeDepth($maxTreeDepth)
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string
getMaxTreeDepth()
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setMinRelativeProgress($minRelativeProgress)
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getMinRelativeProgress()
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setMinSplitLoss($minSplitLoss)
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getMinSplitLoss()
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setMinTimeSeriesLength($minTimeSeriesLength)
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string
getMinTimeSeriesLength()
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setMinTreeChildWeight($minTreeChildWeight)
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string
getMinTreeChildWeight()
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setModelRegistry($modelRegistry)
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string
getModelRegistry()
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setModelUri($modelUri)
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string
getModelUri()
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setNonSeasonalOrder(ArimaOrder $nonSeasonalOrder)
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ArimaOrder
getNonSeasonalOrder()
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setNumClusters($numClusters)
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string
getNumClusters()
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setNumFactors($numFactors)
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string
getNumFactors()
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setNumParallelTree($numParallelTree)
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string
getNumParallelTree()
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setNumPrincipalComponents($numPrincipalComponents)
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string
getNumPrincipalComponents()
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setNumTrials($numTrials)
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string
getNumTrials()
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setOptimizationStrategy($optimizationStrategy)
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string
getOptimizationStrategy()
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setOptimizer($optimizer)
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string
getOptimizer()
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setPcaExplainedVarianceRatio($pcaExplainedVarianceRatio)
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getPcaExplainedVarianceRatio()
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setPcaSolver($pcaSolver)
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string
getPcaSolver()
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setSampledShapleyNumPaths($sampledShapleyNumPaths)
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string
getSampledShapleyNumPaths()
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setScaleFeatures($scaleFeatures)
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bool
getScaleFeatures()
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setStandardizeFeatures($standardizeFeatures)
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bool
getStandardizeFeatures()
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setSubsample($subsample)
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getSubsample()
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setTfVersion($tfVersion)
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string
getTfVersion()
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setTimeSeriesDataColumn($timeSeriesDataColumn)
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string
getTimeSeriesDataColumn()
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setTimeSeriesIdColumn($timeSeriesIdColumn)
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string
getTimeSeriesIdColumn()
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setTimeSeriesIdColumns($timeSeriesIdColumns)
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string[]
getTimeSeriesIdColumns()
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setTimeSeriesLengthFraction($timeSeriesLengthFraction)
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getTimeSeriesLengthFraction()
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setTimeSeriesTimestampColumn($timeSeriesTimestampColumn)
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string
getTimeSeriesTimestampColumn()
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setTreeMethod($treeMethod)
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string
getTreeMethod()
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setTrendSmoothingWindowSize($trendSmoothingWindowSize)
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string
getTrendSmoothingWindowSize()
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setUserColumn($userColumn)
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string
getUserColumn()
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setVertexAiModelVersionAliases($vertexAiModelVersionAliases)
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string[]
getVertexAiModelVersionAliases()
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setWalsAlpha($walsAlpha)
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getWalsAlpha()
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setWarmStart($warmStart)
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bool
getWarmStart()
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setXgboostVersion($xgboostVersion)
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string
getXgboostVersion()
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