Trait

com.microsoft.ml.spark

LightGBMParams

Related Doc: package spark

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trait LightGBMParams extends Wrappable with DefaultParamsWritable with HasWeightCol

Defines common parameters across all LightGBM learners.

Linear Supertypes
HasWeightCol, DefaultParamsWritable, MLWritable, Wrappable, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. LightGBMParams
  2. HasWeightCol
  3. DefaultParamsWritable
  4. MLWritable
  5. Wrappable
  6. Params
  7. Serializable
  8. Serializable
  9. Identifiable
  10. AnyRef
  11. 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 categoricalSlotIndexes: IntArrayParam

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  11. val categoricalSlotNames: StringArrayParam

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

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    Definition Classes
    Params
  13. def clone(): AnyRef

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

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

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    Attributes
    protected
    Definition Classes
    Params
  16. val defaultListenPort: IntParam

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  17. val earlyStoppingRound: IntParam

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

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

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    Definition Classes
    AnyRef → Any
  20. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  21. def explainParams(): String

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

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

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    Definition Classes
    Params
  24. val featureFraction: DoubleParam

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  25. def finalize(): Unit

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

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    Definition Classes
    Params
  27. def getBaggingFraction: Double

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  28. def getBaggingFreq: Int

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  29. def getBaggingSeed: Int

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  30. def getBoostFromAverage: Boolean

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  31. def getCategoricalSlotIndexes: Array[Int]

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  32. def getCategoricalSlotNames: Array[String]

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

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

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    Definition Classes
    Params
  35. def getDefaultListenPort: Int

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  36. def getEarlyStoppingRound: Int

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  37. def getFeatureFraction: Double

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  38. def getLearningRate: Double

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  39. def getMaxBin: Int

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  40. def getMaxDepth: Int

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  41. def getMinSumHessianInLeaf: Double

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  42. def getModelString: String

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  43. def getNumIterations: Int

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  44. def getNumLeaves: Int

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  45. def getObjective: String

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

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    Definition Classes
    Params
  47. def getParallelism: String

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

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    Definition Classes
    Params
  49. def getTimeout: Double

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  50. def getVerbosity: Int

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  51. def getWeightCol: String

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

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

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    Definition Classes
    Params
  54. def hashCode(): Int

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    Definition Classes
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  55. final def isDefined(param: Param[_]): Boolean

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

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

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    Definition Classes
    Params
  58. val learningRate: DoubleParam

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  59. val maxBin: IntParam

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  60. val maxDepth: IntParam

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  61. val minSumHessianInLeaf: DoubleParam

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  62. val modelString: Param[String]

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

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

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

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    Definition Classes
    AnyRef
  66. val numIterations: IntParam

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  67. val numLeaves: IntParam

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  68. val objective: Param[String]

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  69. val parallelism: Param[String]

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

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

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

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    Params
  73. final def set(param: String, value: Any): LightGBMParams.this.type

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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  96. def setVerbosity(value: Int): LightGBMParams.this.type

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

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

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    Definition Classes
    AnyRef
  99. val timeout: DoubleParam

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  100. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  101. val verbosity: IntParam

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  102. final def wait(): Unit

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

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    Definition Classes
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    Annotations
    @throws( ... )
  104. final def wait(arg0: Long): Unit

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

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    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  106. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

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