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

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Inherited
  1. LightGBMBase
  2. SynapseMLLogging
  3. LightGBMPerformance
  4. HasLabelCol
  5. HasFeaturesCol
  6. ComplexParamsWritable
  7. LightGBMParams
  8. LightGBMCategoricalParams
  9. LightGBMSeedParams
  10. LightGBMObjectiveParams
  11. LightGBMPredictionParams
  12. LightGBMDartParams
  13. LightGBMDatasetParams
  14. LightGBMLearnerParams
  15. LightGBMBinParams
  16. LightGBMFractionParams
  17. LightGBMSlotParams
  18. LightGBMExecutionParams
  19. HasInitScoreCol
  20. HasValidationIndicatorCol
  21. HasWeightCol
  22. DefaultParamsWritable
  23. MLWritable
  24. Wrappable
  25. DotnetWrappable
  26. RWrappable
  27. PythonWrappable
  28. BaseWrappable
  29. Estimator
  30. PipelineStage
  31. Logging
  32. Params
  33. Serializable
  34. Serializable
  35. Identifiable
  36. AnyRef
  37. 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 dataTransferMode: Param[String]
    Definition Classes
    LightGBMExecutionParams
  17. val defaultListenPort: IntParam
    Definition Classes
    LightGBMExecutionParams
  18. val delegate: Option[LightGBMDelegate]
    Definition Classes
    LightGBMParams
  19. val deterministic: BooleanParam
    Definition Classes
    LightGBMSeedParams
  20. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  21. val driverListenPort: IntParam
    Definition Classes
    LightGBMExecutionParams
  22. val dropRate: DoubleParam
    Definition Classes
    LightGBMDartParams
  23. val dropSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  24. val earlyStoppingRound: IntParam
    Definition Classes
    LightGBMLearnerParams
  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 getDataTransferMode: String
    Definition Classes
    LightGBMExecutionParams
  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 getExtraSeed: Int
    Definition Classes
    LightGBMSeedParams
  63. def getFObj: FObjTrait
    Definition Classes
    LightGBMObjectiveParams
  64. def getFeatureFraction: Double
    Definition Classes
    LightGBMFractionParams
  65. def getFeatureFractionByNode: Double
    Definition Classes
    LightGBMFractionParams
  66. def getFeatureFractionSeed: Int
    Definition Classes
    LightGBMSeedParams
  67. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  68. def getFeaturesShapCol: String
    Definition Classes
    LightGBMPredictionParams
  69. def getImprovementTolerance: Double
    Definition Classes
    LightGBMLearnerParams
  70. def getInitScoreCol: String

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

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

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

    The name of the initial score column

    The name of the initial score column

    Definition Classes
    HasInitScoreCol
  139. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  140. val isEnableSparse: BooleanParam
    Definition Classes
    LightGBMDatasetParams
  141. val isProvideTrainingMetric: BooleanParam
    Definition Classes
    LightGBMParams
  142. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  143. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  144. val lambdaL1: DoubleParam
    Definition Classes
    LightGBMParams
  145. val lambdaL2: DoubleParam
    Definition Classes
    LightGBMParams
  146. val leafPredictionCol: Param[String]
    Definition Classes
    LightGBMPredictionParams
  147. val learningRate: DoubleParam
    Definition Classes
    LightGBMParams
  148. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  149. def logFit[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: Option[Int] = None): 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 referenceDataset: ByteArrayParam
    Definition Classes
    LightGBMExecutionParams
  193. val repartitionByGroupingColumn: BooleanParam
    Definition Classes
    LightGBMExecutionParams
  194. val samplingMode: Param[String]
    Definition Classes
    LightGBMExecutionParams
  195. val samplingSubsetSize: IntParam
    Definition Classes
    LightGBMExecutionParams
  196. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  197. val seed: IntParam
    Definition Classes
    LightGBMSeedParams
  198. final def set[T](param: Param[T], value: T): LightGBMBase.this.type
    Definition Classes
    Params
  199. def setBaggingFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  200. def setBaggingFreq(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  201. def setBaggingSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  202. def setBinSampleCount(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMBinParams
  203. def setBoostFromAverage(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  204. def setBoostingType(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  205. def setCatSmooth(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  206. def setCategoricalSlotIndexes(value: Array[Int]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  207. def setCategoricalSlotNames(value: Array[String]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  208. def setCatl2(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  209. def setChunkSize(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  210. def setDataRandomSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  211. def setDataTransferMode(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  212. def setDefaultListenPort(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  213. def setDelegate(delegate: LightGBMDelegate): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  214. def setDeterministic(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  215. def setDriverListenPort(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  216. def setDropRate(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  217. def setDropSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  218. def setEarlyStoppingRound(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  219. def setExtraSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  220. def setFObj(value: FObjTrait): LightGBMBase.this.type
    Definition Classes
    LightGBMObjectiveParams
  221. def setFeatureFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  222. def setFeatureFractionByNode(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  223. def setFeatureFractionSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  224. def setFeaturesShapCol(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMPredictionParams
  225. def setImprovementTolerance(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  226. def setInitScoreCol(value: String): LightGBMBase.this.type

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

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

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

    The name of the validation indicator column

    The name of the validation indicator column

    Definition Classes
    HasValidationIndicatorCol
  297. val verbosity: IntParam
    Definition Classes
    LightGBMParams
  298. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  299. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable
  300. val xGBoostDartMode: BooleanParam
    Definition Classes
    LightGBMDartParams
  301. val zeroAsMissing: BooleanParam
    Definition Classes
    LightGBMDatasetParams

Deprecated Value Members

  1. val executionMode: Param[String]
    Definition Classes
    LightGBMExecutionParams
    Annotations
    @deprecated
    Deprecated

    (Since version 0.11.1) Please use 'dataTransferMode'

  2. def setExecutionMode(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
    Annotations
    @deprecated
    Deprecated

    (Since version 0.11.1) Please use 'setDataTransferMode'