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

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Inherited
  1. LightGBMBase
  2. BasicLogging
  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
    BasicLogging

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 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 getRepartitionByGroupingColumn: Boolean
    Definition Classes
    LightGBMExecutionParams
  116. def getSeed: Int
    Definition Classes
    LightGBMSeedParams
  117. def getSkipDrop: Double
    Definition Classes
    LightGBMDartParams
  118. def getSlotNames: Array[String]
    Definition Classes
    LightGBMSlotParams
  119. def getSlotNamesWithMetadata(featuresSchema: StructField): Option[Array[String]]
  120. def getTimeout: Double
    Definition Classes
    LightGBMExecutionParams
  121. def getTopK: Int
    Definition Classes
    LightGBMExecutionParams
  122. def getTopRate: Double
    Definition Classes
    LightGBMLearnerParams
  123. def getUniformDrop: Boolean
    Definition Classes
    LightGBMDartParams
  124. def getUseBarrierExecutionMode: Boolean
    Definition Classes
    LightGBMExecutionParams
  125. def getUseMissing: Boolean
    Definition Classes
    LightGBMDatasetParams
  126. def getUseSingleDatasetMode: Boolean
    Definition Classes
    LightGBMExecutionParams
  127. def getValidationIndicatorCol: String

    Definition Classes
    HasValidationIndicatorCol
  128. def getVerbosity: Int
    Definition Classes
    LightGBMParams
  129. def getWeightCol: String

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

    The name of the initial score column

    The name of the initial score column

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

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

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

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

    The name of the validation indicator column

    The name of the validation indicator column

    Definition Classes
    HasValidationIndicatorCol
  286. val ver: String
    Definition Classes
    BasicLogging
  287. val verbosity: IntParam
    Definition Classes
    LightGBMParams
  288. val weightCol: Param[String]

    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  289. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  290. val xGBoostDartMode: BooleanParam
    Definition Classes
    LightGBMDartParams
  291. val zeroAsMissing: BooleanParam
    Definition Classes
    LightGBMDatasetParams