trait LightGBMBase[TrainedModel <: Model[TrainedModel]] extends Estimator[TrainedModel] with LightGBMParams with HasFeaturesCol with HasLabelCol with LightGBMPerformance with SynapseMLLogging

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Inherited
  1. LightGBMBase
  2. SynapseMLLogging
  3. LightGBMPerformance
  4. HasLabelCol
  5. HasFeaturesCol
  6. LightGBMParams
  7. LightGBMCategoricalParams
  8. LightGBMSeedParams
  9. LightGBMObjectiveParams
  10. LightGBMPredictionParams
  11. LightGBMDartParams
  12. LightGBMDatasetParams
  13. LightGBMLearnerParams
  14. LightGBMBinParams
  15. LightGBMFractionParams
  16. LightGBMSlotParams
  17. LightGBMExecutionParams
  18. HasInitScoreCol
  19. HasValidationIndicatorCol
  20. HasWeightCol
  21. DefaultParamsWritable
  22. MLWritable
  23. Wrappable
  24. DotnetWrappable
  25. RWrappable
  26. PythonWrappable
  27. BaseWrappable
  28. Estimator
  29. PipelineStage
  30. Logging
  31. Params
  32. Serializable
  33. Serializable
  34. Identifiable
  35. AnyRef
  36. Any
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Visibility
  1. Public
  2. All

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Estimator[TrainedModel]
    Definition Classes
    Estimator → PipelineStage → Params
  2. abstract def fit(dataset: Dataset[_]): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  3. abstract def transformSchema(schema: StructType): StructType
    Definition Classes
    PipelineStage
  4. abstract val uid: String
    Definition Classes
    SynapseMLLogging

Concrete Value Members

  1. def afterTrainBatch(batchIndex: Int, dataset: Dataset[_], model: TrainedModel): Unit
  2. val baggingFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  3. val baggingFreq: IntParam
    Definition Classes
    LightGBMParams
  4. val baggingSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  5. def beforeTrainBatch(batchIndex: Int, dataset: Dataset[_], model: Option[TrainedModel]): Unit
  6. val binSampleCount: IntParam
    Definition Classes
    LightGBMBinParams
  7. val boostFromAverage: BooleanParam
    Definition Classes
    LightGBMParams
  8. val boostingType: Param[String]
    Definition Classes
    LightGBMParams
  9. val catSmooth: DoubleParam
    Definition Classes
    LightGBMCategoricalParams
  10. val categoricalSlotIndexes: IntArrayParam
    Definition Classes
    LightGBMSlotParams
  11. val categoricalSlotNames: StringArrayParam
    Definition Classes
    LightGBMSlotParams
  12. val catl2: DoubleParam
    Definition Classes
    LightGBMCategoricalParams
  13. val chunkSize: IntParam
    Definition Classes
    LightGBMExecutionParams
  14. final def clear(param: Param[_]): LightGBMBase.this.type
    Definition Classes
    Params
  15. val dataRandomSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  16. val defaultListenPort: IntParam
    Definition Classes
    LightGBMExecutionParams
  17. val delegate: Option[LightGBMDelegate]
    Definition Classes
    LightGBMParams
  18. val deterministic: BooleanParam
    Definition Classes
    LightGBMSeedParams
  19. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  20. val driverListenPort: IntParam
    Definition Classes
    LightGBMExecutionParams
  21. val dropRate: DoubleParam
    Definition Classes
    LightGBMDartParams
  22. val dropSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  23. val earlyStoppingRound: IntParam
    Definition Classes
    LightGBMLearnerParams
  24. val executionMode: Param[String]
    Definition Classes
    LightGBMExecutionParams
  25. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  26. def explainParams(): String
    Definition Classes
    Params
  27. val extraSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  28. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  29. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  30. val featureFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  31. val featureFractionByNode: DoubleParam
    Definition Classes
    LightGBMFractionParams
  32. val featureFractionSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  33. final val featuresCol: Param[String]
    Definition Classes
    HasFeaturesCol
  34. val featuresShapCol: Param[String]
    Definition Classes
    LightGBMPredictionParams
  35. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[TrainedModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  36. def fit(dataset: Dataset[_], paramMap: ParamMap): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  37. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  38. val fobj: FObjParam
    Definition Classes
    LightGBMObjectiveParams
  39. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  40. def getAllPerformanceMeasures: Option[Array[InstrumentationMeasures]]
    Definition Classes
    LightGBMPerformance
  41. def getBaggingFraction: Double
    Definition Classes
    LightGBMFractionParams
  42. def getBaggingFreq: Int
    Definition Classes
    LightGBMParams
  43. def getBaggingSeed: Int
    Definition Classes
    LightGBMSeedParams
  44. def getBinSampleCount: Int
    Definition Classes
    LightGBMBinParams
  45. def getBoostFromAverage: Boolean
    Definition Classes
    LightGBMParams
  46. def getBoostingType: String
    Definition Classes
    LightGBMParams
  47. def getCatSmooth: Double
    Definition Classes
    LightGBMCategoricalParams
  48. def getCategoricalSlotIndexes: Array[Int]
    Definition Classes
    LightGBMSlotParams
  49. def getCategoricalSlotNames: Array[String]
    Definition Classes
    LightGBMSlotParams
  50. def getCatl2: Double
    Definition Classes
    LightGBMCategoricalParams
  51. def getChunkSize: Int
    Definition Classes
    LightGBMExecutionParams
  52. def getDataRandomSeed: Int
    Definition Classes
    LightGBMSeedParams
  53. def getDatasetCreationParams(categoricalIndexes: Array[Int], numThreads: Int): String
  54. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  55. def getDefaultListenPort: Int
    Definition Classes
    LightGBMExecutionParams
  56. def getDelegate: Option[LightGBMDelegate]
    Definition Classes
    LightGBMParams
  57. def getDeterministic: Boolean
    Definition Classes
    LightGBMSeedParams
  58. def getDriverListenPort: Int
    Definition Classes
    LightGBMExecutionParams
  59. def getDropRate: Double
    Definition Classes
    LightGBMDartParams
  60. def getDropSeed: Int
    Definition Classes
    LightGBMSeedParams
  61. def getEarlyStoppingRound: Int
    Definition Classes
    LightGBMLearnerParams
  62. def getExecutionMode: String
    Definition Classes
    LightGBMExecutionParams
  63. def getExtraSeed: Int
    Definition Classes
    LightGBMSeedParams
  64. def getFObj: FObjTrait
    Definition Classes
    LightGBMObjectiveParams
  65. def getFeatureFraction: Double
    Definition Classes
    LightGBMFractionParams
  66. def getFeatureFractionByNode: Double
    Definition Classes
    LightGBMFractionParams
  67. def getFeatureFractionSeed: Int
    Definition Classes
    LightGBMSeedParams
  68. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  69. def getFeaturesShapCol: String
    Definition Classes
    LightGBMPredictionParams
  70. def getImprovementTolerance: Double
    Definition Classes
    LightGBMLearnerParams
  71. def getInitScoreCol: String

    Definition Classes
    HasInitScoreCol
  72. def getIsEnableSparse: Boolean
    Definition Classes
    LightGBMDatasetParams
  73. def getIsProvideTrainingMetric: Boolean
    Definition Classes
    LightGBMParams
  74. final def getLabelCol: String
    Definition Classes
    HasLabelCol
  75. def getLambdaL1: Double
    Definition Classes
    LightGBMParams
  76. def getLambdaL2: Double
    Definition Classes
    LightGBMParams
  77. def getLeafPredictionCol: String
    Definition Classes
    LightGBMPredictionParams
  78. def getLearningRate: Double
    Definition Classes
    LightGBMParams
  79. def getMatrixType: String
    Definition Classes
    LightGBMExecutionParams
  80. def getMaxBin: Int
    Definition Classes
    LightGBMBinParams
  81. def getMaxBinByFeature: Array[Int]
    Definition Classes
    LightGBMParams
  82. def getMaxCatThreshold: Int
    Definition Classes
    LightGBMCategoricalParams
  83. def getMaxCatToOnehot: Int
    Definition Classes
    LightGBMCategoricalParams
  84. def getMaxDeltaStep: Double
    Definition Classes
    LightGBMParams
  85. def getMaxDepth: Int
    Definition Classes
    LightGBMParams
  86. def getMaxDrop: Int
    Definition Classes
    LightGBMDartParams
  87. def getMaxNumClasses: Int
    Definition Classes
    LightGBMParams
  88. def getMaxStreamingOMPThreads: Int
    Definition Classes
    LightGBMExecutionParams
  89. def getMetric: String
    Definition Classes
    LightGBMParams
  90. def getMicroBatchSize: Int
    Definition Classes
    LightGBMExecutionParams
  91. def getMinDataInLeaf: Int
    Definition Classes
    LightGBMParams
  92. def getMinDataPerBin: Int
    Definition Classes
    LightGBMParams
  93. def getMinDataPerGroup: Int
    Definition Classes
    LightGBMCategoricalParams
  94. def getMinGainToSplit: Double
    Definition Classes
    LightGBMParams
  95. def getMinSumHessianInLeaf: Double
    Definition Classes
    LightGBMParams
  96. def getModelString: String
    Definition Classes
    LightGBMParams
  97. def getMonotoneConstraints: Array[Int]
    Definition Classes
    LightGBMLearnerParams
  98. def getMonotoneConstraintsMethod: String
    Definition Classes
    LightGBMLearnerParams
  99. def getMonotonePenalty: Double
    Definition Classes
    LightGBMLearnerParams
  100. def getNegBaggingFraction: Double
    Definition Classes
    LightGBMFractionParams
  101. def getNumBatches: Int
    Definition Classes
    LightGBMExecutionParams
  102. def getNumIterations: Int
    Definition Classes
    LightGBMParams
  103. def getNumLeaves: Int
    Definition Classes
    LightGBMParams
  104. def getNumTasks: Int
    Definition Classes
    LightGBMExecutionParams
  105. def getNumThreads: Int
    Definition Classes
    LightGBMExecutionParams
  106. def getObjective: String
    Definition Classes
    LightGBMObjectiveParams
  107. def getObjectiveSeed: Int
    Definition Classes
    LightGBMSeedParams
  108. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  109. def getOtherRate: Double
    Definition Classes
    LightGBMLearnerParams
  110. def getParallelism: String
    Definition Classes
    LightGBMExecutionParams
  111. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  112. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  113. def getPassThroughArgs: String
    Definition Classes
    LightGBMExecutionParams
  114. 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
  115. def getPosBaggingFraction: Double
    Definition Classes
    LightGBMFractionParams
  116. def getPredictDisableShapeCheck: Boolean
    Definition Classes
    LightGBMPredictionParams
  117. def getRepartitionByGroupingColumn: Boolean
    Definition Classes
    LightGBMExecutionParams
  118. def getSeed: Int
    Definition Classes
    LightGBMSeedParams
  119. def getSkipDrop: Double
    Definition Classes
    LightGBMDartParams
  120. def getSlotNames: Array[String]
    Definition Classes
    LightGBMSlotParams
  121. def getSlotNamesWithMetadata(featuresSchema: StructField): Option[Array[String]]
  122. def getTimeout: Double
    Definition Classes
    LightGBMExecutionParams
  123. def getTopK: Int
    Definition Classes
    LightGBMExecutionParams
  124. def getTopRate: Double
    Definition Classes
    LightGBMLearnerParams
  125. def getUniformDrop: Boolean
    Definition Classes
    LightGBMDartParams
  126. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    LightGBMExecutionParams
  127. def getUseMissing: Boolean
    Definition Classes
    LightGBMDatasetParams
  128. def getUseSingleDatasetMode: Boolean
    Definition Classes
    LightGBMExecutionParams
  129. def getValidationIndicatorCol: String

    Definition Classes
    HasValidationIndicatorCol
  130. def getVerbosity: Int
    Definition Classes
    LightGBMParams
  131. def getWeightCol: String

    Definition Classes
    HasWeightCol
  132. def getXGBoostDartMode: Boolean
    Definition Classes
    LightGBMDartParams
  133. def getZeroAsMissing: Boolean
    Definition Classes
    LightGBMDatasetParams
  134. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  135. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  136. val improvementTolerance: DoubleParam
    Definition Classes
    LightGBMLearnerParams
  137. val initScoreCol: Param[String]

    The name of the initial score column

    The name of the initial score column

    Definition Classes
    HasInitScoreCol
  138. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  139. val isEnableSparse: BooleanParam
    Definition Classes
    LightGBMDatasetParams
  140. val isProvideTrainingMetric: BooleanParam
    Definition Classes
    LightGBMParams
  141. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  142. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  143. val lambdaL1: DoubleParam
    Definition Classes
    LightGBMParams
  144. val lambdaL2: DoubleParam
    Definition Classes
    LightGBMParams
  145. val leafPredictionCol: Param[String]
    Definition Classes
    LightGBMPredictionParams
  146. val learningRate: DoubleParam
    Definition Classes
    LightGBMParams
  147. def logClass(): Unit
    Definition Classes
    SynapseMLLogging
  148. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  149. def logTrain[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  150. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  151. def logVerb[T](verb: String, f: ⇒ T, columns: Int = -1): T
    Definition Classes
    SynapseMLLogging
  152. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  153. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  154. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  155. val matrixType: Param[String]
    Definition Classes
    LightGBMExecutionParams
  156. val maxBin: IntParam
    Definition Classes
    LightGBMBinParams
  157. val maxBinByFeature: IntArrayParam
    Definition Classes
    LightGBMParams
  158. val maxCatThreshold: IntParam
    Definition Classes
    LightGBMCategoricalParams
  159. val maxCatToOnehot: IntParam
    Definition Classes
    LightGBMCategoricalParams
  160. val maxDeltaStep: DoubleParam
    Definition Classes
    LightGBMParams
  161. val maxDepth: IntParam
    Definition Classes
    LightGBMParams
  162. val maxDrop: IntParam
    Definition Classes
    LightGBMDartParams
  163. val maxNumClasses: IntParam
    Definition Classes
    LightGBMParams
  164. val maxStreamingOMPThreads: IntParam
    Definition Classes
    LightGBMExecutionParams
  165. val metric: Param[String]
    Definition Classes
    LightGBMParams
  166. val microBatchSize: IntParam
    Definition Classes
    LightGBMExecutionParams
  167. val minDataInLeaf: IntParam
    Definition Classes
    LightGBMParams
  168. val minDataPerBin: IntParam
    Definition Classes
    LightGBMParams
  169. val minDataPerGroup: IntParam
    Definition Classes
    LightGBMCategoricalParams
  170. val minGainToSplit: DoubleParam
    Definition Classes
    LightGBMParams
  171. val minSumHessianInLeaf: DoubleParam
    Definition Classes
    LightGBMParams
  172. val modelString: Param[String]
    Definition Classes
    LightGBMParams
  173. val monotoneConstraints: IntArrayParam
    Definition Classes
    LightGBMLearnerParams
  174. val monotoneConstraintsMethod: Param[String]
    Definition Classes
    LightGBMLearnerParams
  175. val monotonePenalty: DoubleParam
    Definition Classes
    LightGBMLearnerParams
  176. val negBaggingFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  177. val numBatches: IntParam
    Definition Classes
    LightGBMExecutionParams
  178. val numIterations: IntParam
    Definition Classes
    LightGBMParams
  179. val numLeaves: IntParam
    Definition Classes
    LightGBMParams
  180. val numTasks: IntParam
    Definition Classes
    LightGBMExecutionParams
  181. val numThreads: IntParam
    Definition Classes
    LightGBMExecutionParams
  182. val objective: Param[String]
    Definition Classes
    LightGBMObjectiveParams
  183. val objectiveSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  184. val otherRate: DoubleParam
    Definition Classes
    LightGBMLearnerParams
  185. val parallelism: Param[String]
    Definition Classes
    LightGBMExecutionParams
  186. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  187. val passThroughArgs: Param[String]
    Definition Classes
    LightGBMExecutionParams
  188. val posBaggingFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  189. val predictDisableShapeCheck: BooleanParam
    Definition Classes
    LightGBMPredictionParams
  190. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  191. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  192. val repartitionByGroupingColumn: BooleanParam
    Definition Classes
    LightGBMExecutionParams
  193. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  194. val seed: IntParam
    Definition Classes
    LightGBMSeedParams
  195. final def set[T](param: Param[T], value: T): LightGBMBase.this.type
    Definition Classes
    Params
  196. def setBaggingFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  197. def setBaggingFreq(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  198. def setBaggingSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  199. def setBinSampleCount(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMBinParams
  200. def setBoostFromAverage(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  201. def setBoostingType(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  202. def setCatSmooth(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  203. def setCategoricalSlotIndexes(value: Array[Int]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  204. def setCategoricalSlotNames(value: Array[String]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  205. def setCatl2(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  206. def setChunkSize(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  207. def setDataRandomSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  208. def setDefaultListenPort(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  209. def setDelegate(delegate: LightGBMDelegate): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  210. def setDeterministic(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  211. def setDriverListenPort(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  212. def setDropRate(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  213. def setDropSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  214. def setEarlyStoppingRound(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  215. def setExecutionMode(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  216. def setExtraSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  217. def setFObj(value: FObjTrait): LightGBMBase.this.type
    Definition Classes
    LightGBMObjectiveParams
  218. def setFeatureFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  219. def setFeatureFractionByNode(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  220. def setFeatureFractionSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  221. def setFeaturesShapCol(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMPredictionParams
  222. def setImprovementTolerance(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  223. def setInitScoreCol(value: String): LightGBMBase.this.type

    Definition Classes
    HasInitScoreCol
  224. def setIsEnableSparse(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMDatasetParams
  225. def setIsProvideTrainingMetric(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  226. def setLambdaL1(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  227. def setLambdaL2(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  228. def setLeafPredictionCol(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMPredictionParams
  229. def setLearningRate(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  230. def setMatrixType(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  231. def setMaxBin(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMBinParams
  232. def setMaxBinByFeature(value: Array[Int]): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  233. def setMaxCatThreshold(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  234. def setMaxCatToOnehot(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  235. def setMaxDeltaStep(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  236. def setMaxDepth(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  237. def setMaxDrop(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  238. def setMaxNumClasses(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  239. def setMaxStreamingOMPThreads(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  240. def setMetric(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  241. def setMicroBatchSize(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  242. def setMinDataInLeaf(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  243. def setMinDataPerBin(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  244. def setMinDataPerGroup(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  245. def setMinGainToSplit(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  246. def setMinSumHessianInLeaf(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  247. def setModelString(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  248. def setMonotoneConstraints(value: Array[Int]): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  249. def setMonotoneConstraintsMethod(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  250. def setMonotonePenalty(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  251. def setNegBaggingFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  252. def setNumBatches(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  253. def setNumIterations(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  254. def setNumLeaves(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  255. def setNumTasks(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  256. def setNumThreads(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  257. def setObjective(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMObjectiveParams
  258. def setObjectiveSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  259. def setOtherRate(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  260. def setParallelism(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  261. def setPassThroughArgs(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  262. def setPosBaggingFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  263. def setPredictDisableShapeCheck(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMPredictionParams
  264. def setRepartitionByGroupingColumn(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  265. def setSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  266. def setSkipDrop(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  267. def setSlotNames(value: Array[String]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  268. def setTimeout(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  269. def setTopK(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  270. def setTopRate(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  271. def setUniformDrop(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  272. def setUseBarrierExecutionMode(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  273. def setUseMissing(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMDatasetParams
  274. def setUseSingleDatasetMode(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  275. def setValidationIndicatorCol(value: String): LightGBMBase.this.type

    Definition Classes
    HasValidationIndicatorCol
  276. def setVerbosity(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  277. def setWeightCol(value: String): LightGBMBase.this.type

    Definition Classes
    HasWeightCol
  278. def setXGBoostDartMode(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  279. def setZeroAsMissing(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMDatasetParams
  280. val skipDrop: DoubleParam
    Definition Classes
    LightGBMDartParams
  281. val slotNames: StringArrayParam
    Definition Classes
    LightGBMSlotParams
  282. val timeout: DoubleParam
    Definition Classes
    LightGBMExecutionParams
  283. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  284. val topK: IntParam
    Definition Classes
    LightGBMExecutionParams
  285. val topRate: DoubleParam
    Definition Classes
    LightGBMLearnerParams
  286. val uniformDrop: BooleanParam
    Definition Classes
    LightGBMDartParams
  287. val useBarrierExecutionMode: BooleanParam
    Definition Classes
    LightGBMExecutionParams
  288. val useMissing: BooleanParam
    Definition Classes
    LightGBMDatasetParams
  289. val useSingleDatasetMode: BooleanParam
    Definition Classes
    LightGBMExecutionParams
  290. val validationIndicatorCol: Param[String]

    The name of the validation indicator column

    The name of the validation indicator column

    Definition Classes
    HasValidationIndicatorCol
  291. val verbosity: IntParam
    Definition Classes
    LightGBMParams
  292. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  293. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  294. val xGBoostDartMode: BooleanParam
    Definition Classes
    LightGBMDartParams
  295. val zeroAsMissing: BooleanParam
    Definition Classes
    LightGBMDatasetParams