Trait

com.microsoft.ml.spark

LightGBMParams

Related Doc: package spark

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trait LightGBMParams extends Wrappable with DefaultParamsWritable with HasWeightCol with HasValidationIndicatorCol

Defines common parameters across all LightGBM learners.

Linear Supertypes
HasValidationIndicatorCol, HasWeightCol, DefaultParamsWritable, MLWritable, Wrappable, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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Inherited
  1. LightGBMParams
  2. HasValidationIndicatorCol
  3. HasWeightCol
  4. DefaultParamsWritable
  5. MLWritable
  6. Wrappable
  7. Params
  8. Serializable
  9. Serializable
  10. Identifiable
  11. AnyRef
  12. Any
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Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params
  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  6. val baggingFraction: DoubleParam

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  7. val baggingFreq: IntParam

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  8. val baggingSeed: IntParam

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  9. val boostFromAverage: BooleanParam

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  10. val boostingType: Param[String]

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  11. val categoricalSlotIndexes: IntArrayParam

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  12. val categoricalSlotNames: StringArrayParam

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  13. final def clear(param: Param[_]): LightGBMParams.this.type

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    Definition Classes
    Params
  14. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
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    Params
  16. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  17. val defaultListenPort: IntParam

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  18. val earlyStoppingRound: IntParam

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  19. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  20. def equals(arg0: Any): Boolean

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    Definition Classes
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  21. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  22. def explainParams(): String

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    Definition Classes
    Params
  23. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  24. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  25. val featureFraction: DoubleParam

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  26. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  27. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  28. def getBaggingFraction: Double

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  29. def getBaggingFreq: Int

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  30. def getBaggingSeed: Int

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  31. def getBoostFromAverage: Boolean

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  32. def getBoostingType: String

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  33. def getCategoricalSlotIndexes: Array[Int]

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  34. def getCategoricalSlotNames: Array[String]

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  35. final def getClass(): Class[_]

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    Definition Classes
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  36. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  37. def getDefaultListenPort: Int

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  38. def getEarlyStoppingRound: Int

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  39. def getFeatureFraction: Double

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  40. def getLambdaL1: Double

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  41. def getLambdaL2: Double

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  42. def getLearningRate: Double

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  43. def getMaxBin: Int

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  44. def getMaxDepth: Int

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  45. def getMinSumHessianInLeaf: Double

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  46. def getModelString: String

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  47. def getNumBatches: Int

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  48. def getNumIterations: Int

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  49. def getNumLeaves: Int

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  50. def getObjective: String

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

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    Definition Classes
    Params
  52. def getParallelism: String

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

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    Definition Classes
    Params
  54. def getTimeout: Double

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  55. def getValidationIndicatorCol: String

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    Definition Classes
    HasValidationIndicatorCol
  56. def getVerbosity: Int

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  57. def getWeightCol: String

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    Definition Classes
    HasWeightCol
  58. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  59. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  60. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  61. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  62. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  63. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  64. val lambdaL1: DoubleParam

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  65. val lambdaL2: DoubleParam

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  66. val learningRate: DoubleParam

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  67. val maxBin: IntParam

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  68. val maxDepth: IntParam

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  69. val minSumHessianInLeaf: DoubleParam

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  70. val modelString: Param[String]

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  71. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  72. final def notify(): Unit

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    Definition Classes
    AnyRef
  73. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  74. val numBatches: IntParam

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  75. val numIterations: IntParam

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  76. val numLeaves: IntParam

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  77. val objective: Param[String]

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  78. val parallelism: Param[String]

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  79. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  80. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  81. final def set(paramPair: ParamPair[_]): LightGBMParams.this.type

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    Attributes
    protected
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  82. final def set(param: String, value: Any): LightGBMParams.this.type

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  83. final def set[T](param: Param[T], value: T): LightGBMParams.this.type

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    Definition Classes
    Params
  84. def setBaggingFraction(value: Double): LightGBMParams.this.type

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  85. def setBaggingFreq(value: Int): LightGBMParams.this.type

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  86. def setBaggingSeed(value: Int): LightGBMParams.this.type

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  87. def setBoostFromAverage(value: Boolean): LightGBMParams.this.type

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  88. def setBoostingType(value: String): LightGBMParams.this.type

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  89. def setCategoricalSlotIndexes(value: Array[Int]): LightGBMParams.this.type

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  90. def setCategoricalSlotNames(value: Array[String]): LightGBMParams.this.type

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  91. final def setDefault(paramPairs: ParamPair[_]*): LightGBMParams.this.type

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    protected
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    Params
  92. final def setDefault[T](param: Param[T], value: T): LightGBMParams.this.type

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    Attributes
    protected
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    Params
  93. def setDefaultListenPort(value: Int): LightGBMParams.this.type

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  94. def setEarlyStoppingRound(value: Int): LightGBMParams.this.type

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  95. def setFeatureFraction(value: Double): LightGBMParams.this.type

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  96. def setLambdaL1(value: Double): LightGBMParams.this.type

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  97. def setLambdaL2(value: Double): LightGBMParams.this.type

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  98. def setLearningRate(value: Double): LightGBMParams.this.type

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  99. def setMaxBin(value: Int): LightGBMParams.this.type

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  100. def setMaxDepth(value: Int): LightGBMParams.this.type

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  101. def setMinSumHessianInLeaf(value: Double): LightGBMParams.this.type

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  102. def setModelString(value: String): LightGBMParams.this.type

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  103. def setNumBatches(value: Int): LightGBMParams.this.type

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  104. def setNumIterations(value: Int): LightGBMParams.this.type

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  105. def setNumLeaves(value: Int): LightGBMParams.this.type

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  106. def setObjective(value: String): LightGBMParams.this.type

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  107. def setParallelism(value: String): LightGBMParams.this.type

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  108. def setTimeout(value: Double): LightGBMParams.this.type

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  109. def setValidationIndicatorCol(value: String): LightGBMParams.this.type

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    Definition Classes
    HasValidationIndicatorCol
  110. def setVerbosity(value: Int): LightGBMParams.this.type

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  111. def setWeightCol(value: String): LightGBMParams.this.type

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    Definition Classes
    HasWeightCol
  112. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  113. val timeout: DoubleParam

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  114. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  115. val validationIndicatorCol: Param[String]

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    The name of the validation indicator column

    The name of the validation indicator column

    Definition Classes
    HasValidationIndicatorCol
  116. val verbosity: IntParam

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  117. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  118. final def wait(arg0: Long, arg1: Int): Unit

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    Annotations
    @throws( ... )
  119. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  120. val weightCol: Param[String]

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    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  121. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from HasValidationIndicatorCol

Inherited from HasWeightCol

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Parameters

A list of parameter keys this algorithm can take. Users can set and get the parameter values through setters and getters

Parameter setters

Parameter getters

Members