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. 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 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. 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. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  25. def explainParams(): String
    Definition Classes
    Params
  26. val extraSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  27. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  28. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  29. val featureFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  30. val featureFractionByNode: DoubleParam
    Definition Classes
    LightGBMFractionParams
  31. val featureFractionSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  32. final val featuresCol: Param[String]
    Definition Classes
    HasFeaturesCol
  33. val featuresShapCol: Param[String]
    Definition Classes
    LightGBMPredictionParams
  34. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[TrainedModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  35. def fit(dataset: Dataset[_], paramMap: ParamMap): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  36. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): TrainedModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  37. val fobj: FObjParam
    Definition Classes
    LightGBMObjectiveParams
  38. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  39. def getAllPerformanceMeasures: Option[Array[InstrumentationMeasures]]
    Definition Classes
    LightGBMPerformance
  40. def getBaggingFraction: Double
    Definition Classes
    LightGBMFractionParams
  41. def getBaggingFreq: Int
    Definition Classes
    LightGBMParams
  42. def getBaggingSeed: Int
    Definition Classes
    LightGBMSeedParams
  43. def getBinSampleCount: Int
    Definition Classes
    LightGBMBinParams
  44. def getBoostFromAverage: Boolean
    Definition Classes
    LightGBMParams
  45. def getBoostingType: String
    Definition Classes
    LightGBMParams
  46. def getCatSmooth: Double
    Definition Classes
    LightGBMCategoricalParams
  47. def getCategoricalSlotIndexes: Array[Int]
    Definition Classes
    LightGBMSlotParams
  48. def getCategoricalSlotNames: Array[String]
    Definition Classes
    LightGBMSlotParams
  49. def getCatl2: Double
    Definition Classes
    LightGBMCategoricalParams
  50. def getChunkSize: Int
    Definition Classes
    LightGBMExecutionParams
  51. def getDataRandomSeed: Int
    Definition Classes
    LightGBMSeedParams
  52. def getDataTransferMode: String
    Definition Classes
    LightGBMExecutionParams
  53. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  54. def getDefaultListenPort: Int
    Definition Classes
    LightGBMExecutionParams
  55. def getDelegate: Option[LightGBMDelegate]
    Definition Classes
    LightGBMParams
  56. def getDeterministic: Boolean
    Definition Classes
    LightGBMSeedParams
  57. def getDriverListenPort: Int
    Definition Classes
    LightGBMExecutionParams
  58. def getDropRate: Double
    Definition Classes
    LightGBMDartParams
  59. def getDropSeed: Int
    Definition Classes
    LightGBMSeedParams
  60. def getEarlyStoppingRound: Int
    Definition Classes
    LightGBMLearnerParams
  61. def getExtraSeed: Int
    Definition Classes
    LightGBMSeedParams
  62. def getFObj: FObjTrait
    Definition Classes
    LightGBMObjectiveParams
  63. def getFeatureFraction: Double
    Definition Classes
    LightGBMFractionParams
  64. def getFeatureFractionByNode: Double
    Definition Classes
    LightGBMFractionParams
  65. def getFeatureFractionSeed: Int
    Definition Classes
    LightGBMSeedParams
  66. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  67. def getFeaturesShapCol: String
    Definition Classes
    LightGBMPredictionParams
  68. def getImprovementTolerance: Double
    Definition Classes
    LightGBMLearnerParams
  69. def getInitScoreCol: String

    Definition Classes
    HasInitScoreCol
  70. def getIsEnableSparse: Boolean
    Definition Classes
    LightGBMDatasetParams
  71. def getIsProvideTrainingMetric: Boolean
    Definition Classes
    LightGBMParams
  72. final def getLabelCol: String
    Definition Classes
    HasLabelCol
  73. def getLambdaL1: Double
    Definition Classes
    LightGBMParams
  74. def getLambdaL2: Double
    Definition Classes
    LightGBMParams
  75. def getLeafPredictionCol: String
    Definition Classes
    LightGBMPredictionParams
  76. def getLearningRate: Double
    Definition Classes
    LightGBMParams
  77. def getMatrixType: String
    Definition Classes
    LightGBMExecutionParams
  78. def getMaxBin: Int
    Definition Classes
    LightGBMBinParams
  79. def getMaxBinByFeature: Array[Int]
    Definition Classes
    LightGBMParams
  80. def getMaxCatThreshold: Int
    Definition Classes
    LightGBMCategoricalParams
  81. def getMaxCatToOnehot: Int
    Definition Classes
    LightGBMCategoricalParams
  82. def getMaxDeltaStep: Double
    Definition Classes
    LightGBMParams
  83. def getMaxDepth: Int
    Definition Classes
    LightGBMParams
  84. def getMaxDrop: Int
    Definition Classes
    LightGBMDartParams
  85. def getMaxNumClasses: Int
    Definition Classes
    LightGBMParams
  86. def getMaxStreamingOMPThreads: Int
    Definition Classes
    LightGBMExecutionParams
  87. def getMetric: String
    Definition Classes
    LightGBMParams
  88. def getMicroBatchSize: Int
    Definition Classes
    LightGBMExecutionParams
  89. def getMinDataInLeaf: Int
    Definition Classes
    LightGBMParams
  90. def getMinDataPerBin: Int
    Definition Classes
    LightGBMParams
  91. def getMinDataPerGroup: Int
    Definition Classes
    LightGBMCategoricalParams
  92. def getMinGainToSplit: Double
    Definition Classes
    LightGBMParams
  93. def getMinSumHessianInLeaf: Double
    Definition Classes
    LightGBMParams
  94. def getModelString: String
    Definition Classes
    LightGBMParams
  95. def getMonotoneConstraints: Array[Int]
    Definition Classes
    LightGBMLearnerParams
  96. def getMonotoneConstraintsMethod: String
    Definition Classes
    LightGBMLearnerParams
  97. def getMonotonePenalty: Double
    Definition Classes
    LightGBMLearnerParams
  98. def getNegBaggingFraction: Double
    Definition Classes
    LightGBMFractionParams
  99. def getNumBatches: Int
    Definition Classes
    LightGBMExecutionParams
  100. def getNumIterations: Int
    Definition Classes
    LightGBMParams
  101. def getNumLeaves: Int
    Definition Classes
    LightGBMParams
  102. def getNumTasks: Int
    Definition Classes
    LightGBMExecutionParams
  103. def getNumThreads: Int
    Definition Classes
    LightGBMExecutionParams
  104. def getObjective: String
    Definition Classes
    LightGBMObjectiveParams
  105. def getObjectiveSeed: Int
    Definition Classes
    LightGBMSeedParams
  106. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  107. def getOtherRate: Double
    Definition Classes
    LightGBMLearnerParams
  108. def getParallelism: String
    Definition Classes
    LightGBMExecutionParams
  109. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  110. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  111. def getPassThroughArgs: String
    Definition Classes
    LightGBMExecutionParams
  112. 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
  113. def getPosBaggingFraction: Double
    Definition Classes
    LightGBMFractionParams
  114. def getPredictDisableShapeCheck: Boolean
    Definition Classes
    LightGBMPredictionParams
  115. def getReferenceDataset: Array[Byte]
    Definition Classes
    LightGBMExecutionParams
  116. def getRepartitionByGroupingColumn: Boolean
    Definition Classes
    LightGBMExecutionParams
  117. def getSamplingMode: String
    Definition Classes
    LightGBMExecutionParams
  118. def getSamplingSubsetSize: Int
    Definition Classes
    LightGBMExecutionParams
  119. def getSeed: Int
    Definition Classes
    LightGBMSeedParams
  120. def getSkipDrop: Double
    Definition Classes
    LightGBMDartParams
  121. def getSlotNames: Array[String]
    Definition Classes
    LightGBMSlotParams
  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(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  148. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  149. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  150. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  151. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  152. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  153. val matrixType: Param[String]
    Definition Classes
    LightGBMExecutionParams
  154. val maxBin: IntParam
    Definition Classes
    LightGBMBinParams
  155. val maxBinByFeature: IntArrayParam
    Definition Classes
    LightGBMParams
  156. val maxCatThreshold: IntParam
    Definition Classes
    LightGBMCategoricalParams
  157. val maxCatToOnehot: IntParam
    Definition Classes
    LightGBMCategoricalParams
  158. val maxDeltaStep: DoubleParam
    Definition Classes
    LightGBMParams
  159. val maxDepth: IntParam
    Definition Classes
    LightGBMParams
  160. val maxDrop: IntParam
    Definition Classes
    LightGBMDartParams
  161. val maxNumClasses: IntParam
    Definition Classes
    LightGBMParams
  162. val maxStreamingOMPThreads: IntParam
    Definition Classes
    LightGBMExecutionParams
  163. val metric: Param[String]
    Definition Classes
    LightGBMParams
  164. val microBatchSize: IntParam
    Definition Classes
    LightGBMExecutionParams
  165. val minDataInLeaf: IntParam
    Definition Classes
    LightGBMParams
  166. val minDataPerBin: IntParam
    Definition Classes
    LightGBMParams
  167. val minDataPerGroup: IntParam
    Definition Classes
    LightGBMCategoricalParams
  168. val minGainToSplit: DoubleParam
    Definition Classes
    LightGBMParams
  169. val minSumHessianInLeaf: DoubleParam
    Definition Classes
    LightGBMParams
  170. val modelString: Param[String]
    Definition Classes
    LightGBMParams
  171. val monotoneConstraints: IntArrayParam
    Definition Classes
    LightGBMLearnerParams
  172. val monotoneConstraintsMethod: Param[String]
    Definition Classes
    LightGBMLearnerParams
  173. val monotonePenalty: DoubleParam
    Definition Classes
    LightGBMLearnerParams
  174. val negBaggingFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  175. val numBatches: IntParam
    Definition Classes
    LightGBMExecutionParams
  176. val numIterations: IntParam
    Definition Classes
    LightGBMParams
  177. val numLeaves: IntParam
    Definition Classes
    LightGBMParams
  178. val numTasks: IntParam
    Definition Classes
    LightGBMExecutionParams
  179. val numThreads: IntParam
    Definition Classes
    LightGBMExecutionParams
  180. val objective: Param[String]
    Definition Classes
    LightGBMObjectiveParams
  181. val objectiveSeed: IntParam
    Definition Classes
    LightGBMSeedParams
  182. val otherRate: DoubleParam
    Definition Classes
    LightGBMLearnerParams
  183. val parallelism: Param[String]
    Definition Classes
    LightGBMExecutionParams
  184. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  185. val passThroughArgs: Param[String]
    Definition Classes
    LightGBMExecutionParams
  186. val posBaggingFraction: DoubleParam
    Definition Classes
    LightGBMFractionParams
  187. val predictDisableShapeCheck: BooleanParam
    Definition Classes
    LightGBMPredictionParams
  188. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  189. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  190. val referenceDataset: ByteArrayParam
    Definition Classes
    LightGBMExecutionParams
  191. val repartitionByGroupingColumn: BooleanParam
    Definition Classes
    LightGBMExecutionParams
  192. val samplingMode: Param[String]
    Definition Classes
    LightGBMExecutionParams
  193. val samplingSubsetSize: IntParam
    Definition Classes
    LightGBMExecutionParams
  194. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  195. val seed: IntParam
    Definition Classes
    LightGBMSeedParams
  196. final def set[T](param: Param[T], value: T): LightGBMBase.this.type
    Definition Classes
    Params
  197. def setBaggingFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  198. def setBaggingFreq(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  199. def setBaggingSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  200. def setBinSampleCount(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMBinParams
  201. def setBoostFromAverage(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  202. def setBoostingType(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  203. def setCatSmooth(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  204. def setCategoricalSlotIndexes(value: Array[Int]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  205. def setCategoricalSlotNames(value: Array[String]): LightGBMBase.this.type
    Definition Classes
    LightGBMSlotParams
  206. def setCatl2(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMCategoricalParams
  207. def setChunkSize(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  208. def setDataRandomSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  209. def setDataTransferMode(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  210. def setDefaultListenPort(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  211. def setDelegate(delegate: LightGBMDelegate): LightGBMBase.this.type
    Definition Classes
    LightGBMParams
  212. def setDeterministic(value: Boolean): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  213. def setDriverListenPort(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMExecutionParams
  214. def setDropRate(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMDartParams
  215. def setDropSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  216. def setEarlyStoppingRound(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  217. def setExtraSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  218. def setFObj(value: FObjTrait): LightGBMBase.this.type
    Definition Classes
    LightGBMObjectiveParams
  219. def setFeatureFraction(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  220. def setFeatureFractionByNode(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMFractionParams
  221. def setFeatureFractionSeed(value: Int): LightGBMBase.this.type
    Definition Classes
    LightGBMSeedParams
  222. def setFeaturesShapCol(value: String): LightGBMBase.this.type
    Definition Classes
    LightGBMPredictionParams
  223. def setImprovementTolerance(value: Double): LightGBMBase.this.type
    Definition Classes
    LightGBMLearnerParams
  224. def setInitScoreCol(value: String): LightGBMBase.this.type

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

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

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

    The name of the validation indicator column

    The name of the validation indicator column

    Definition Classes
    HasValidationIndicatorCol
  295. val verbosity: IntParam
    Definition Classes
    LightGBMParams
  296. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  297. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable
  298. val xGBoostDartMode: BooleanParam
    Definition Classes
    LightGBMDartParams
  299. 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'