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

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    Definition Classes
    Params
  10. def clone(): AnyRef

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

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

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    Attributes
    protected
    Definition Classes
    Params
  13. val defaultListenPort: IntParam

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  14. val earlyStoppingRound: IntParam

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

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

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

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    Definition Classes
    Params
  18. def explainParams(): String

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

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

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    Definition Classes
    Params
  21. val featureFraction: DoubleParam

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  22. def finalize(): Unit

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

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    Definition Classes
    Params
  24. def getBaggingFraction: Double

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  25. def getBaggingFreq: Int

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  26. def getBaggingSeed: Int

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

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

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    Definition Classes
    Params
  29. def getDefaultListenPort: Int

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  30. def getEarlyStoppingRound: Int

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  31. def getFeatureFraction: Double

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  32. def getLearningRate: Double

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  33. def getMaxBin: Int

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  34. def getMaxDepth: Int

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  35. def getMinSumHessianInLeaf: Double

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  36. def getModelString: String

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  37. def getNumIterations: Int

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  38. def getNumLeaves: Int

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  39. def getObjective: String

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

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    Definition Classes
    Params
  41. def getParallelism: String

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

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    Definition Classes
    Params
  43. def getTimeout: Double

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  44. def getVerbosity: Int

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  45. def getWeightCol: String

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

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

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    Definition Classes
    Params
  48. def hashCode(): Int

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

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

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

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    Definition Classes
    Params
  52. val learningRate: DoubleParam

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  53. val maxBin: IntParam

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  54. val maxDepth: IntParam

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  55. val minSumHessianInLeaf: DoubleParam

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  56. val modelString: Param[String]

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

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

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

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    Definition Classes
    AnyRef
  60. val numIterations: IntParam

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  61. val numLeaves: IntParam

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  62. val objective: Param[String]

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  63. val parallelism: Param[String]

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Params
  68. final def set[T](param: Param[T], value: T): LightGBMParams.this.type

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    AnyRef
  90. val timeout: DoubleParam

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  91. def toString(): String

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

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  93. final def wait(): Unit

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

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

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

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    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  97. 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