Value Members

1.  final def !=(arg0: Any): Boolean

   Definition Classes

   AnyRef → Any

2.  final def ##(): Int

   Definition Classes

   AnyRef → Any

3.  final def $[T](param: Param[T]): T

   Attributes

   protected

   Definition Classes

   Params

4.  final def ==(arg0: Any): Boolean

   Definition Classes

   AnyRef → Any

5.  def addCustomTrainParams(params: BaseTrainParams, dataset: Dataset[_]): BaseTrainParams

   Attributes

   protected

   Definition Classes

   LightGBMBase

6.  def afterTrainBatch(batchIndex: Int, dataset: Dataset[_], model: LightGBMRegressionModel): Unit

   Definition Classes

   LightGBMBase

7.  val alpha: DoubleParam
8.  final def asInstanceOf[T0]: T0

   Definition Classes

   Any

9.  val baggingFraction: DoubleParam

   Definition Classes

   LightGBMFractionParams

10.  val baggingFreq: IntParam

    Definition Classes

    LightGBMParams

11.  val baggingSeed: IntParam

    Definition Classes

    LightGBMSeedParams

12.  def beforeTrainBatch(batchIndex: Int, dataset: Dataset[_], model: Option[LightGBMRegressionModel]): Unit

    Definition Classes

    LightGBMBase

13.  val binSampleCount: IntParam

    Definition Classes

    LightGBMBinParams

14.  val boostFromAverage: BooleanParam

    Definition Classes

    LightGBMParams

15.  val boostingType: Param[String]

    Definition Classes

    LightGBMParams

16.  def castColumns(dataset: Dataset[_], trainingCols: Array[(String, Seq[DataType])]): DataFrame

    Attributes

    protected

    Definition Classes

    LightGBMBase

17.  val catSmooth: DoubleParam

    Definition Classes

    LightGBMCategoricalParams

18.  val categoricalSlotIndexes: IntArrayParam

    Definition Classes

    LightGBMSlotParams

19.  val categoricalSlotNames: StringArrayParam

    Definition Classes

    LightGBMSlotParams

20.  val catl2: DoubleParam

    Definition Classes

    LightGBMCategoricalParams

21.  val chunkSize: IntParam

    Definition Classes

    LightGBMExecutionParams

22.  lazy val classNameHelper: String

    Attributes

    protected

    Definition Classes

    BaseWrappable

23.  final def clear(param: Param[_]): LightGBMRegressor.this.type

    Definition Classes

    Params

24.  def clone(): AnyRef

    Attributes

    protected[lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( ... ) @native()

25.  def companionModelClassName: String

    Attributes

    protected

    Definition Classes

    BaseWrappable

26.  def copy(extra: ParamMap): LightGBMRegressor

    Definition Classes

    LightGBMRegressor → Predictor → Estimator → PipelineStage → Params

27.  def copyValues[T <: Params](to: T, extra: ParamMap): T

    Attributes

    protected

    Definition Classes

    Params

28.  lazy val copyrightLines: String

    Attributes

    protected

    Definition Classes

    BaseWrappable

29.  val dataRandomSeed: IntParam

    Definition Classes

    LightGBMSeedParams

30.  val dataTransferMode: Param[String]

    Definition Classes

    LightGBMExecutionParams

31.  final def defaultCopy[T <: Params](extra: ParamMap): T

    Attributes

    protected

    Definition Classes

    Params

32.  val defaultListenPort: IntParam

    Definition Classes

    LightGBMExecutionParams

33.  val delegate: Option[LightGBMDelegate]

    Definition Classes

    LightGBMParams

34.  val deterministic: BooleanParam

    Definition Classes

    LightGBMSeedParams

35.  val driverListenPort: IntParam

    Definition Classes

    LightGBMExecutionParams

36.  val dropRate: DoubleParam

    Definition Classes

    LightGBMDartParams

37.  val dropSeed: IntParam

    Definition Classes

    LightGBMSeedParams

38.  val earlyStoppingRound: IntParam

    Definition Classes

    LightGBMLearnerParams

39.  final def eq(arg0: AnyRef): Boolean

    Definition Classes

    AnyRef

40.  def equals(arg0: Any): Boolean

    Definition Classes

    AnyRef → Any

41.  def explainParam(param: Param[_]): String

    Definition Classes

    Params

42.  def explainParams(): String

    Definition Classes

    Params

43.  val extraSeed: IntParam

    Definition Classes

    LightGBMSeedParams

44.  final def extractParamMap(): ParamMap

    Definition Classes

    Params

45.  final def extractParamMap(extra: ParamMap): ParamMap

    Definition Classes

    Params

46.  val featureFraction: DoubleParam

    Definition Classes

    LightGBMFractionParams

47.  val featureFractionByNode: DoubleParam

    Definition Classes

    LightGBMFractionParams

48.  val featureFractionSeed: IntParam

    Definition Classes

    LightGBMSeedParams

49.  final val featuresCol: Param[String]

    Definition Classes

    HasFeaturesCol

50.  val featuresShapCol: Param[String]

    Definition Classes

    LightGBMPredictionParams

51.  def finalize(): Unit

    Attributes

    protected[lang]

    Definition Classes

    AnyRef

    Annotations

    @throws( classOf[java.lang.Throwable] )

52.  def fit(dataset: Dataset[_]): LightGBMRegressionModel

    Definition Classes

    Predictor → Estimator

53.  def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[LightGBMRegressionModel]

    Definition Classes

    Estimator

    Annotations

    @Since( "2.0.0" )

54.  def fit(dataset: Dataset[_], paramMap: ParamMap): LightGBMRegressionModel

    Definition Classes

    Estimator

    Annotations

    @Since( "2.0.0" )

55.  def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): LightGBMRegressionModel

    Definition Classes

    Estimator

    Annotations

    @Since( "2.0.0" ) @varargs()

56.  val fobj: FObjParam

    Definition Classes

    LightGBMObjectiveParams

57.  final def get[T](param: Param[T]): Option[T]

    Definition Classes

    Params

58.  def getAllPerformanceMeasures: Option[Array[InstrumentationMeasures]]

    Definition Classes

    LightGBMPerformance

59.  def getAlpha: Double
60.  def getBaggingFraction: Double

    Definition Classes

    LightGBMFractionParams

61.  def getBaggingFreq: Int

    Definition Classes

    LightGBMParams

62.  def getBaggingSeed: Int

    Definition Classes

    LightGBMSeedParams

63.  def getBinSampleCount: Int

    Definition Classes

    LightGBMBinParams

64.  def getBoostFromAverage: Boolean

    Definition Classes

    LightGBMParams

65.  def getBoostingType: String

    Definition Classes

    LightGBMParams

66.  def getCatSmooth: Double

    Definition Classes

    LightGBMCategoricalParams

67.  def getCategoricalIndexes(featuresSchema: StructField): Array[Int]

    Retrieves the categorical indexes in the features column.

    Retrieves the categorical indexes in the features column.

    featuresSchema

    The schema of the features column

    returns

    the categorical indexes in the features column.

    Attributes

    protected

    Definition Classes

    LightGBMBase

68.  def getCategoricalParams: CategoricalParams

    Constructs the CategoricalParams.

    Constructs the CategoricalParams.

    returns

    CategoricalParams object containing the parameters related to LightGBM categorical features.

    Attributes

    protected

    Definition Classes

    LightGBMBase

69.  def getCategoricalSlotIndexes: Array[Int]

    Definition Classes

    LightGBMSlotParams

70.  def getCategoricalSlotNames: Array[String]

    Definition Classes

    LightGBMSlotParams

71.  def getCatl2: Double

    Definition Classes

    LightGBMCategoricalParams

72.  def getChunkSize: Int

    Definition Classes

    LightGBMExecutionParams

73.  final def getClass(): Class[_]

    Definition Classes

    AnyRef → Any

    Annotations

    @native()

74.  def getColumnParams: ColumnParams

    Constructs the ColumnParams.

    Constructs the ColumnParams.

    returns

    ColumnParams object containing the parameters related to LightGBM columns.

    Attributes

    protected

    Definition Classes

    LightGBMBase

75.  def getDartParams: DartModeParams

    Constructs the DartModeParams

    Constructs the DartModeParams

    returns

    DartModeParams object containing parameters related to dart mode.

    Attributes

    protected

    Definition Classes

    LightGBMBase

76.  def getDataRandomSeed: Int

    Definition Classes

    LightGBMSeedParams

77.  def getDataTransferMode: String

    Definition Classes

    LightGBMExecutionParams

78.  def getDatasetCreationParams(categoricalIndexes: Array[Int], numThreads: Int): String

    Attributes

    protected

    Definition Classes

    LightGBMBase

79.  def getDatasetParams: DatasetParams

    Constructs the DatasetParams.

    Constructs the DatasetParams.

    returns

    DatasetParams object containing parameters related to LightGBM Dataset parameters.

    Attributes

    protected

    Definition Classes

    LightGBMBase

80.  final def getDefault[T](param: Param[T]): Option[T]

    Definition Classes

    Params

81.  def getDefaultListenPort: Int

    Definition Classes

    LightGBMExecutionParams

82.  def getDelegate: Option[LightGBMDelegate]

    Definition Classes

    LightGBMParams

83.  def getDeterministic: Boolean

    Definition Classes

    LightGBMSeedParams

84.  def getDriverListenPort: Int

    Definition Classes

    LightGBMExecutionParams

85.  def getDropRate: Double

    Definition Classes

    LightGBMDartParams

86.  def getDropSeed: Int

    Definition Classes

    LightGBMSeedParams

87.  def getEarlyStoppingRound: Int

    Definition Classes

    LightGBMLearnerParams

88.  def getExecutionParams(numTasksPerExec: Int): ExecutionParams

    Constructs the ExecutionParams.

    Constructs the ExecutionParams.

    returns

    ExecutionParams object containing parameters related to LightGBM execution.

    Attributes

    protected

    Definition Classes

    LightGBMBase

89.  def getExtraSeed: Int

    Definition Classes

    LightGBMSeedParams

90.  def getFObj: FObjTrait

    Definition Classes

    LightGBMObjectiveParams

91.  def getFeatureFraction: Double

    Definition Classes

    LightGBMFractionParams

92.  def getFeatureFractionByNode: Double

    Definition Classes

    LightGBMFractionParams

93.  def getFeatureFractionSeed: Int

    Definition Classes

    LightGBMSeedParams

94.  final def getFeaturesCol: String

    Definition Classes

    HasFeaturesCol

95.  def getFeaturesShapCol: String

    Definition Classes

    LightGBMPredictionParams

96.  def getGeneralParams(numTasks: Int, featuresSchema: StructField): GeneralParams

    Constructs the GeneralParams.

    Constructs the GeneralParams.

    returns

    GeneralParams object containing parameters related to general LightGBM parameters.

    Attributes

    protected

    Definition Classes

    LightGBMBase

97.  def getImprovementTolerance: Double

    Definition Classes

    LightGBMLearnerParams

98.  def getInitScoreCol: String
    Definition Classes

    HasInitScoreCol

99.  def getIsEnableSparse: Boolean

    Definition Classes

    LightGBMDatasetParams

100.  def getIsProvideTrainingMetric: Boolean

     Definition Classes

     LightGBMParams

101.  final def getLabelCol: String

     Definition Classes

     HasLabelCol

102.  def getLambdaL1: Double

     Definition Classes

     LightGBMParams

103.  def getLambdaL2: Double

     Definition Classes

     LightGBMParams

104.  def getLeafPredictionCol: String

     Definition Classes

     LightGBMPredictionParams

105.  def getLearningRate: Double

     Definition Classes

     LightGBMParams

106.  def getMatrixType: String

     Definition Classes

     LightGBMExecutionParams

107.  def getMaxBin: Int

     Definition Classes

     LightGBMBinParams

108.  def getMaxBinByFeature: Array[Int]

     Definition Classes

     LightGBMParams

109.  def getMaxCatThreshold: Int

     Definition Classes

     LightGBMCategoricalParams

110.  def getMaxCatToOnehot: Int

     Definition Classes

     LightGBMCategoricalParams

111.  def getMaxDeltaStep: Double

     Definition Classes

     LightGBMParams

112.  def getMaxDepth: Int

     Definition Classes

     LightGBMParams

113.  def getMaxDrop: Int

     Definition Classes

     LightGBMDartParams

114.  def getMaxNumClasses: Int

     Definition Classes

     LightGBMParams

115.  def getMaxStreamingOMPThreads: Int

     Definition Classes

     LightGBMExecutionParams

116.  def getMetric: String

     Definition Classes

     LightGBMParams

117.  def getMicroBatchSize: Int

     Definition Classes

     LightGBMExecutionParams

118.  def getMinDataInLeaf: Int

     Definition Classes

     LightGBMParams

119.  def getMinDataPerBin: Int

     Definition Classes

     LightGBMParams

120.  def getMinDataPerGroup: Int

     Definition Classes

     LightGBMCategoricalParams

121.  def getMinGainToSplit: Double

     Definition Classes

     LightGBMParams

122.  def getMinSumHessianInLeaf: Double

     Definition Classes

     LightGBMParams

123.  def getModel(trainParams: BaseTrainParams, lightGBMBooster: LightGBMBooster): LightGBMRegressionModel

     Gets the trained model given the train parameters and booster.

     Gets the trained model given the train parameters and booster.

     returns

     trained model.

     Definition Classes

     LightGBMRegressor → LightGBMBase

124.  def getModelString: String

     Definition Classes

     LightGBMParams

125.  def getMonotoneConstraints: Array[Int]

     Definition Classes

     LightGBMLearnerParams

126.  def getMonotoneConstraintsMethod: String

     Definition Classes

     LightGBMLearnerParams

127.  def getMonotonePenalty: Double

     Definition Classes

     LightGBMLearnerParams

128.  def getNegBaggingFraction: Double

     Definition Classes

     LightGBMFractionParams

129.  def getNumBatches: Int

     Definition Classes

     LightGBMExecutionParams

130.  def getNumIterations: Int

     Definition Classes

     LightGBMParams

131.  def getNumLeaves: Int

     Definition Classes

     LightGBMParams

132.  def getNumTasks: Int

     Definition Classes

     LightGBMExecutionParams

133.  def getNumThreads: Int

     Definition Classes

     LightGBMExecutionParams

134.  def getObjective: String

     Definition Classes

     LightGBMObjectiveParams

135.  def getObjectiveParams: ObjectiveParams

     Constructs the ObjectiveParams.

     Constructs the ObjectiveParams.

     returns

     ObjectiveParams object containing parameters related to the objective function.

     Attributes

     protected

     Definition Classes

     LightGBMBase

136.  def getObjectiveSeed: Int

     Definition Classes

     LightGBMSeedParams

137.  def getOptGroupCol: Option[String]

     Optional group column for Ranking, set to None by default.

     Optional group column for Ranking, set to None by default.

     returns

     None

     Attributes

     protected

     Definition Classes

     LightGBMBase

138.  final def getOrDefault[T](param: Param[T]): T

     Definition Classes

     Params

139.  def getOtherRate: Double

     Definition Classes

     LightGBMLearnerParams

140.  def getParallelism: String

     Definition Classes

     LightGBMExecutionParams

141.  def getParam(paramName: String): Param[Any]

     Definition Classes

     Params

142.  def getParamInfo(p: Param[_]): ParamInfo[_]

     Definition Classes

     BaseWrappable

143.  def getPassThroughArgs: String

     Definition Classes

     LightGBMExecutionParams

144.  def getPayload(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], exception: Option[Exception]): Map[String, String]

     Attributes

     protected

     Definition Classes

     SynapseMLLogging

145.  def getPerformanceMeasures: Option[InstrumentationMeasures]

     In the common case of 1 batch, there is only 1 measure, so this is a convenience method.

     In the common case of 1 batch, there is only 1 measure, so this is a convenience method.

     Definition Classes

     LightGBMPerformance

146.  def getPosBaggingFraction: Double

     Definition Classes

     LightGBMFractionParams

147.  def getPredictDisableShapeCheck: Boolean

     Definition Classes

     LightGBMPredictionParams

148.  final def getPredictionCol: String

     Definition Classes

     HasPredictionCol

149.  def getReferenceDataset: Array[Byte]

     Definition Classes

     LightGBMExecutionParams

150.  def getRepartitionByGroupingColumn: Boolean

     Definition Classes

     LightGBMExecutionParams

151.  def getSamplingMode: String

     Definition Classes

     LightGBMExecutionParams

152.  def getSamplingSubsetSize: Int

     Definition Classes

     LightGBMExecutionParams

153.  def getSeed: Int

     Definition Classes

     LightGBMSeedParams

154.  def getSeedParams: SeedParams

     Constructs the SeedParams.

     Constructs the SeedParams.

     returns

     SeedParams object containing the parameters related to LightGBM seeds and determinism.

     Attributes

     protected

     Definition Classes

     LightGBMBase

155.  def getSkipDrop: Double

     Definition Classes

     LightGBMDartParams

156.  def getSlotNames: Array[String]

     Definition Classes

     LightGBMSlotParams

157.  def getTimeout: Double

     Definition Classes

     LightGBMExecutionParams

158.  def getTopK: Int

     Definition Classes

     LightGBMExecutionParams

159.  def getTopRate: Double

     Definition Classes

     LightGBMLearnerParams

160.  def getTrainParams(numTasks: Int, featuresSchema: StructField, numTasksPerExec: Int): BaseTrainParams

     Gets the training parameters.

     Gets the training parameters.

     numTasks

     The total number of tasks.

     featuresSchema

     The features column schema.

     numTasksPerExec

     The number of tasks per executor.

     returns

     train parameters.

     Definition Classes

     LightGBMRegressor → LightGBMBase

161.  def getTrainingCols: Array[(String, Seq[DataType])]

     Attributes

     protected

     Definition Classes

     LightGBMBase

162.  def getTweedieVariancePower: Double
163.  def getUniformDrop: Boolean

     Definition Classes

     LightGBMDartParams

164.  def getUseBarrierExecutionMode: Boolean

     Definition Classes

     LightGBMExecutionParams

165.  def getUseMissing: Boolean

     Definition Classes

     LightGBMDatasetParams

166.  def getUseSingleDatasetMode: Boolean

     Definition Classes

     LightGBMExecutionParams

167.  def getValidationIndicatorCol: String
     Definition Classes

     HasValidationIndicatorCol

168.  def getVerbosity: Int

     Definition Classes

     LightGBMParams

169.  def getWeightCol: String
     Definition Classes

     HasWeightCol

170.  def getXGBoostDartMode: Boolean

     Definition Classes

     LightGBMDartParams

171.  def getZeroAsMissing: Boolean

     Definition Classes

     LightGBMDatasetParams

172.  final def hasDefault[T](param: Param[T]): Boolean

     Definition Classes

     Params

173.  def hasParam(paramName: String): Boolean

     Definition Classes

     Params

174.  def hashCode(): Int

     Definition Classes

     AnyRef → Any

     Annotations

     @native()

175.  val improvementTolerance: DoubleParam

     Definition Classes

     LightGBMLearnerParams

176.  def initPerformanceMeasures(batchCount: Int): Unit

     Attributes

     protected

     Definition Classes

     LightGBMPerformance

177.  val initScoreCol: Param[String]

     The name of the initial score column

     The name of the initial score column

     Definition Classes

     HasInitScoreCol

178.  def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

     Attributes

     protected

     Definition Classes

     Logging

179.  def initializeLogIfNecessary(isInterpreter: Boolean): Unit

     Attributes

     protected

     Definition Classes

     Logging

180.  final def isDefined(param: Param[_]): Boolean

     Definition Classes

     Params

181.  val isEnableSparse: BooleanParam

     Definition Classes

     LightGBMDatasetParams

182.  final def isInstanceOf[T0]: Boolean

     Definition Classes

     Any

183.  val isProvideTrainingMetric: BooleanParam

     Definition Classes

     LightGBMParams

184.  final def isSet(param: Param[_]): Boolean

     Definition Classes

     Params

185.  def isTraceEnabled(): Boolean

     Attributes

     protected

     Definition Classes

     Logging

186.  final val labelCol: Param[String]

     Definition Classes

     HasLabelCol

187.  val lambdaL1: DoubleParam

     Definition Classes

     LightGBMParams

188.  val lambdaL2: DoubleParam

     Definition Classes

     LightGBMParams

189.  val leafPredictionCol: Param[String]

     Definition Classes

     LightGBMPredictionParams

190.  val learningRate: DoubleParam

     Definition Classes

     LightGBMParams

191.  def log: Logger

     Attributes

     protected

     Definition Classes

     Logging

192.  def logBase(info: Map[String, String], featureName: Option[String]): Unit

     Attributes

     protected

     Definition Classes

     SynapseMLLogging

193.  def logBase(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], featureName: Option[String]): Unit

     Attributes

     protected

     Definition Classes

     SynapseMLLogging

194.  def logClass(featureName: String): Unit

     Definition Classes

     SynapseMLLogging

195.  def logDebug(msg: ⇒ String, throwable: Throwable): Unit

     Attributes

     protected

     Definition Classes

     Logging

196.  def logDebug(msg: ⇒ String): Unit

     Attributes

     protected

     Definition Classes

     Logging

197.  def logError(msg: ⇒ String, throwable: Throwable): Unit

     Attributes

     protected

     Definition Classes

     Logging

198.  def logError(msg: ⇒ String): Unit

     Attributes

     protected

     Definition Classes

     Logging

199.  def logErrorBase(methodName: String, e: Exception): Unit

     Attributes

     protected

     Definition Classes

     SynapseMLLogging

200.  def logFit[T](f: ⇒ T, columns: Int): T

     Definition Classes

     SynapseMLLogging

201.  def logInfo(msg: ⇒ String, throwable: Throwable): Unit

     Attributes

     protected

     Definition Classes

     Logging

202.  def logInfo(msg: ⇒ String): Unit

     Attributes

     protected

     Definition Classes

     Logging

203.  def logName: String

     Attributes

     protected

     Definition Classes

     Logging

204.  def logTrace(msg: ⇒ String, throwable: Throwable): Unit

     Attributes

     protected

     Definition Classes

     Logging

205.  def logTrace(msg: ⇒ String): Unit

     Attributes

     protected

     Definition Classes

     Logging

206.  def logTransform[T](f: ⇒ T, columns: Int): T

     Definition Classes

     SynapseMLLogging

207.  def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T

     Definition Classes

     SynapseMLLogging

208.  def logWarning(msg: ⇒ String, throwable: Throwable): Unit

     Attributes

     protected

     Definition Classes

     Logging

209.  def logWarning(msg: ⇒ String): Unit

     Attributes

     protected

     Definition Classes

     Logging

210.  def makePyFile(conf: CodegenConfig): Unit

     Definition Classes

     PythonWrappable

211.  def makeRFile(conf: CodegenConfig): Unit

     Definition Classes

     RWrappable

212.  val matrixType: Param[String]

     Definition Classes

     LightGBMExecutionParams

213.  val maxBin: IntParam

     Definition Classes

     LightGBMBinParams

214.  val maxBinByFeature: IntArrayParam

     Definition Classes

     LightGBMParams

215.  val maxCatThreshold: IntParam

     Definition Classes

     LightGBMCategoricalParams

216.  val maxCatToOnehot: IntParam

     Definition Classes

     LightGBMCategoricalParams

217.  val maxDeltaStep: DoubleParam

     Definition Classes

     LightGBMParams

218.  val maxDepth: IntParam

     Definition Classes

     LightGBMParams

219.  val maxDrop: IntParam

     Definition Classes

     LightGBMDartParams

220.  val maxNumClasses: IntParam

     Definition Classes

     LightGBMParams

221.  val maxStreamingOMPThreads: IntParam

     Definition Classes

     LightGBMExecutionParams

222.  val metric: Param[String]

     Definition Classes

     LightGBMParams

223.  val microBatchSize: IntParam

     Definition Classes

     LightGBMExecutionParams

224.  val minDataInLeaf: IntParam

     Definition Classes

     LightGBMParams

225.  val minDataPerBin: IntParam

     Definition Classes

     LightGBMParams

226.  val minDataPerGroup: IntParam

     Definition Classes

     LightGBMCategoricalParams

227.  val minGainToSplit: DoubleParam

     Definition Classes

     LightGBMParams

228.  val minSumHessianInLeaf: DoubleParam

     Definition Classes

     LightGBMParams

229.  val modelString: Param[String]

     Definition Classes

     LightGBMParams

230.  val monotoneConstraints: IntArrayParam

     Definition Classes

     LightGBMLearnerParams

231.  val monotoneConstraintsMethod: Param[String]

     Definition Classes

     LightGBMLearnerParams

232.  val monotonePenalty: DoubleParam

     Definition Classes

     LightGBMLearnerParams

233.  final def ne(arg0: AnyRef): Boolean

     Definition Classes

     AnyRef

234.  val negBaggingFraction: DoubleParam

     Definition Classes

     LightGBMFractionParams

235.  final def notify(): Unit

     Definition Classes

     AnyRef

     Annotations

     @native()

236.  final def notifyAll(): Unit

     Definition Classes

     AnyRef

     Annotations

     @native()

237.  val numBatches: IntParam

     Definition Classes

     LightGBMExecutionParams

238.  val numIterations: IntParam

     Definition Classes

     LightGBMParams

239.  val numLeaves: IntParam

     Definition Classes

     LightGBMParams

240.  val numTasks: IntParam

     Definition Classes

     LightGBMExecutionParams

241.  val numThreads: IntParam

     Definition Classes

     LightGBMExecutionParams

242.  val objective: Param[String]

     Definition Classes

     LightGBMObjectiveParams

243.  val objectiveSeed: IntParam

     Definition Classes

     LightGBMSeedParams

244.  val otherRate: DoubleParam

     Definition Classes

     LightGBMLearnerParams

245.  val parallelism: Param[String]

     Definition Classes

     LightGBMExecutionParams

246.  lazy val params: Array[Param[_]]

     Definition Classes

     Params

247.  val passThroughArgs: Param[String]

     Definition Classes

     LightGBMExecutionParams

248.  val posBaggingFraction: DoubleParam

     Definition Classes

     LightGBMFractionParams

249.  val predictDisableShapeCheck: BooleanParam

     Definition Classes

     LightGBMPredictionParams

250.  final val predictionCol: Param[String]

     Definition Classes

     HasPredictionCol

251.  def prepareDataframe(dataset: Dataset[_], numTasks: Int): DataFrame

     Attributes

     protected

     Definition Classes

     LightGBMBase

252.  def preprocessData(df: DataFrame): DataFrame

     Allow algorithm specific preprocessing of dataset.

     Allow algorithm specific preprocessing of dataset.

     df

     The dataframe to preprocess prior to training.

     returns

     The preprocessed data.

     Attributes

     protected

     Definition Classes

     LightGBMBase

253.  def pyAdditionalMethods: String

     Definition Classes

     PythonWrappable

254.  lazy val pyClassDoc: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

255.  lazy val pyClassName: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

256.  def pyExtraEstimatorImports: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

257.  def pyExtraEstimatorMethods: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

258.  lazy val pyInheritedClasses: Seq[String]

     Attributes

     protected

     Definition Classes

     PythonWrappable

259.  def pyInitFunc(): String

     Definition Classes

     PythonWrappable

260.  lazy val pyInternalWrapper: Boolean

     Attributes

     protected

     Definition Classes

     PythonWrappable

261.  lazy val pyObjectBaseClass: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

262.  def pyParamArg[T](p: Param[T]): String

     Attributes

     protected

     Definition Classes

     PythonWrappable

263.  def pyParamDefault[T](p: Param[T]): Option[String]

     Attributes

     protected

     Definition Classes

     PythonWrappable

264.  def pyParamGetter(p: Param[_]): String

     Attributes

     protected

     Definition Classes

     PythonWrappable

265.  def pyParamSetter(p: Param[_]): String

     Attributes

     protected

     Definition Classes

     PythonWrappable

266.  def pyParamsArgs: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

267.  def pyParamsDefaults: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

268.  lazy val pyParamsDefinitions: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

269.  def pyParamsGetters: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

270.  def pyParamsSetters: String

     Attributes

     protected

     Definition Classes

     PythonWrappable

271.  def pythonClass(): String

     Attributes

     protected

     Definition Classes

     PythonWrappable

272.  def rClass(): String

     Attributes

     protected

     Definition Classes

     RWrappable

273.  def rDocString: String

     Attributes

     protected

     Definition Classes

     RWrappable

274.  def rExtraBodyLines: String

     Attributes

     protected

     Definition Classes

     RWrappable

275.  def rExtraInitLines: String

     Attributes

     protected

     Definition Classes

     RWrappable

276.  lazy val rFuncName: String

     Attributes

     protected

     Definition Classes

     RWrappable

277.  lazy val rInternalWrapper: Boolean

     Attributes

     protected

     Definition Classes

     RWrappable

278.  def rParamArg[T](p: Param[T]): String

     Attributes

     protected

     Definition Classes

     RWrappable

279.  def rParamsArgs: String

     Attributes

     protected

     Definition Classes

     RWrappable

280.  def rSetterLines: String

     Attributes

     protected

     Definition Classes

     RWrappable

281.  val referenceDataset: ByteArrayParam

     Definition Classes

     LightGBMExecutionParams

282.  val repartitionByGroupingColumn: BooleanParam

     Definition Classes

     LightGBMExecutionParams

283.  val samplingMode: Param[String]

     Definition Classes

     LightGBMExecutionParams

284.  val samplingSubsetSize: IntParam

     Definition Classes

     LightGBMExecutionParams

285.  def save(path: String): Unit

     Definition Classes

     MLWritable

     Annotations

     @Since( "1.6.0" ) @throws( ... )

286.  val seed: IntParam

     Definition Classes

     LightGBMSeedParams

287.  final def set(paramPair: ParamPair[_]): LightGBMRegressor.this.type

     Attributes

     protected

     Definition Classes

     Params

288.  final def set(param: String, value: Any): LightGBMRegressor.this.type

     Attributes

     protected

     Definition Classes

     Params

289.  final def set[T](param: Param[T], value: T): LightGBMRegressor.this.type

     Definition Classes

     Params

290.  def setAlpha(value: Double): LightGBMRegressor.this.type
291.  def setBaggingFraction(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMFractionParams

292.  def setBaggingFreq(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

293.  def setBaggingSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

294.  def setBatchPerformanceMeasure(index: Int, measures: InstrumentationMeasures): Unit

     Attributes

     protected

     Definition Classes

     LightGBMPerformance

295.  def setBatchPerformanceMeasures(measures: Array[Option[InstrumentationMeasures]]): LightGBMRegressor.this.type

     Attributes

     protected

     Definition Classes

     LightGBMPerformance

296.  def setBinSampleCount(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMBinParams

297.  def setBoostFromAverage(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

298.  def setBoostingType(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

299.  def setCatSmooth(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMCategoricalParams

300.  def setCategoricalSlotIndexes(value: Array[Int]): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSlotParams

301.  def setCategoricalSlotNames(value: Array[String]): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSlotParams

302.  def setCatl2(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMCategoricalParams

303.  def setChunkSize(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

304.  def setDataRandomSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

305.  def setDataTransferMode(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

306.  final def setDefault(paramPairs: ParamPair[_]*): LightGBMRegressor.this.type

     Attributes

     protected

     Definition Classes

     Params

307.  final def setDefault[T](param: Param[T], value: T): LightGBMRegressor.this.type

     Attributes

     protected[org.apache.spark.ml]

     Definition Classes

     Params

308.  def setDefaultListenPort(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

309.  def setDelegate(delegate: LightGBMDelegate): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

310.  def setDeterministic(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

311.  def setDriverListenPort(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

312.  def setDropRate(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDartParams

313.  def setDropSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

314.  def setEarlyStoppingRound(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

315.  def setExtraSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

316.  def setFObj(value: FObjTrait): LightGBMRegressor.this.type

     Definition Classes

     LightGBMObjectiveParams

317.  def setFeatureFraction(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMFractionParams

318.  def setFeatureFractionByNode(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMFractionParams

319.  def setFeatureFractionSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

320.  def setFeaturesCol(value: String): LightGBMRegressor

     Definition Classes

     Predictor

321.  def setFeaturesShapCol(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMPredictionParams

322.  def setImprovementTolerance(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

323.  def setInitScoreCol(value: String): LightGBMRegressor.this.type
     Definition Classes

     HasInitScoreCol

324.  def setIsEnableSparse(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDatasetParams

325.  def setIsProvideTrainingMetric(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

326.  def setLabelCol(value: String): LightGBMRegressor

     Definition Classes

     Predictor

327.  def setLambdaL1(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

328.  def setLambdaL2(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

329.  def setLeafPredictionCol(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMPredictionParams

330.  def setLearningRate(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

331.  def setMatrixType(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

332.  def setMaxBin(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMBinParams

333.  def setMaxBinByFeature(value: Array[Int]): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

334.  def setMaxCatThreshold(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMCategoricalParams

335.  def setMaxCatToOnehot(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMCategoricalParams

336.  def setMaxDeltaStep(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

337.  def setMaxDepth(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

338.  def setMaxDrop(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDartParams

339.  def setMaxNumClasses(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

340.  def setMaxStreamingOMPThreads(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

341.  def setMetric(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

342.  def setMicroBatchSize(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

343.  def setMinDataInLeaf(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

344.  def setMinDataPerBin(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

345.  def setMinDataPerGroup(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMCategoricalParams

346.  def setMinGainToSplit(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

347.  def setMinSumHessianInLeaf(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

348.  def setModelString(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

349.  def setMonotoneConstraints(value: Array[Int]): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

350.  def setMonotoneConstraintsMethod(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

351.  def setMonotonePenalty(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

352.  def setNegBaggingFraction(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMFractionParams

353.  def setNumBatches(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

354.  def setNumIterations(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

355.  def setNumLeaves(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

356.  def setNumTasks(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

357.  def setNumThreads(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

358.  def setObjective(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMObjectiveParams

359.  def setObjectiveSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

360.  def setOtherRate(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

361.  def setParallelism(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

362.  def setPassThroughArgs(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

363.  def setPosBaggingFraction(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMFractionParams

364.  def setPredictDisableShapeCheck(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMPredictionParams

365.  def setPredictionCol(value: String): LightGBMRegressor

     Definition Classes

     Predictor

366.  def setReferenceDataset(value: Array[Byte]): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

367.  def setRepartitionByGroupingColumn(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

368.  def setSamplingMode(value: String): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

369.  def setSamplingSubsetSize(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

370.  def setSeed(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSeedParams

371.  def setSkipDrop(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDartParams

372.  def setSlotNames(value: Array[String]): LightGBMRegressor.this.type

     Definition Classes

     LightGBMSlotParams

373.  def setTimeout(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

374.  def setTopK(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

375.  def setTopRate(value: Double): LightGBMRegressor.this.type

     Definition Classes

     LightGBMLearnerParams

376.  def setTweedieVariancePower(value: Double): LightGBMRegressor.this.type
377.  def setUniformDrop(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDartParams

378.  def setUseBarrierExecutionMode(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

379.  def setUseMissing(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDatasetParams

380.  def setUseSingleDatasetMode(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMExecutionParams

381.  def setValidationIndicatorCol(value: String): LightGBMRegressor.this.type
     Definition Classes

     HasValidationIndicatorCol

382.  def setVerbosity(value: Int): LightGBMRegressor.this.type

     Definition Classes

     LightGBMParams

383.  def setWeightCol(value: String): LightGBMRegressor.this.type
     Definition Classes

     HasWeightCol

384.  def setXGBoostDartMode(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDartParams

385.  def setZeroAsMissing(value: Boolean): LightGBMRegressor.this.type

     Definition Classes

     LightGBMDatasetParams

386.  val skipDrop: DoubleParam

     Definition Classes

     LightGBMDartParams

387.  val slotNames: StringArrayParam

     Definition Classes

     LightGBMSlotParams

388.  def stringFromTrainedModel(model: LightGBMRegressionModel): String

     Definition Classes

     LightGBMRegressor → LightGBMBase

389.  final def synchronized[T0](arg0: ⇒ T0): T0

     Definition Classes

     AnyRef

390.  val thisStage: Params

     Attributes

     protected

     Definition Classes

     BaseWrappable

391.  val timeout: DoubleParam

     Definition Classes

     LightGBMExecutionParams

392.  def toString(): String

     Definition Classes

     Identifiable → AnyRef → Any

393.  val topK: IntParam

     Definition Classes

     LightGBMExecutionParams

394.  val topRate: DoubleParam

     Definition Classes

     LightGBMLearnerParams

395.  def train(dataset: Dataset[_]): LightGBMRegressionModel

     Trains the LightGBM model.

     Trains the LightGBM model. If batches are specified, breaks training dataset into batches for training.

     dataset

     The input dataset to train.

     returns

     The trained model.

     Attributes

     protected

     Definition Classes

     LightGBMBase

396.  def transformSchema(schema: StructType): StructType

     Definition Classes

     Predictor → PipelineStage

397.  def transformSchema(schema: StructType, logging: Boolean): StructType

     Attributes

     protected

     Definition Classes

     PipelineStage

     Annotations

     @DeveloperApi()

398.  val tweedieVariancePower: DoubleParam
399.  val uid: String

     Definition Classes

     LightGBMRegressor → SynapseMLLogging → Identifiable

400.  val uniformDrop: BooleanParam

     Definition Classes

     LightGBMDartParams

401.  val useBarrierExecutionMode: BooleanParam

     Definition Classes

     LightGBMExecutionParams

402.  val useMissing: BooleanParam

     Definition Classes

     LightGBMDatasetParams

403.  val useSingleDatasetMode: BooleanParam

     Definition Classes

     LightGBMExecutionParams

404.  def validateAndTransformSchema(schema: StructType, fitting: Boolean, featuresDataType: DataType): StructType

     Attributes

     protected

     Definition Classes

     PredictorParams

405.  val validationIndicatorCol: Param[String]

     The name of the validation indicator column

     The name of the validation indicator column

     Definition Classes

     HasValidationIndicatorCol

406.  val verbosity: IntParam

     Definition Classes

     LightGBMParams

407.  final def wait(): Unit

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

408.  final def wait(arg0: Long, arg1: Int): Unit

     Definition Classes

     AnyRef

     Annotations

     @throws( ... )

409.  final def wait(arg0: Long): Unit

     Definition Classes

     AnyRef

     Annotations

     @throws( ... ) @native()

410.  val weightCol: Param[String]

     The name of the weight column

     The name of the weight column

     Definition Classes

     HasWeightCol

411.  def write: MLWriter

     Definition Classes

     ComplexParamsWritable → MLWritable

412.  val xGBoostDartMode: BooleanParam

     Definition Classes

     LightGBMDartParams

413.  val zeroAsMissing: BooleanParam

     Definition Classes

     LightGBMDatasetParams