Trait

com.microsoft.ml.spark

LightGBMParams

Related Doc: package spark

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trait LightGBMParams extends MMLParams

Defines common parameters across all LightGBM learners.

Linear Supertypes
MMLParams, DefaultParamsWritable, MLWritable, Wrappable, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
LightGBMClassifier, LightGBMRegressor
Ordering
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Inherited
  1. LightGBMParams
  2. MMLParams
  3. DefaultParamsWritable
  4. MLWritable
  5. Wrappable
  6. Params
  7. Serializable
  8. Serializable
  9. Identifiable
  10. AnyRef
  11. Any
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Visibility
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  2. All

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. def BooleanParam(i: Identifiable, name: String, description: String, default: Boolean): BooleanParam

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    Definition Classes
    Wrappable

  6. def BooleanParam(i: Identifiable, name: String, description: String): BooleanParam

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    Definition Classes
    Wrappable

  7. def DoubleParam(i: Identifiable, name: String, description: String, default: Double): DoubleParam

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    Definition Classes
    Wrappable

  8. def DoubleParam(i: Identifiable, name: String, description: String): DoubleParam

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    Definition Classes
    Wrappable

  9. def IntParam(i: Identifiable, name: String, description: String, validation: (Int) ⇒ Boolean): IntParam

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    Definition Classes
    Wrappable

  10. def IntParam(i: Identifiable, name: String, description: String, default: Int): IntParam

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    Definition Classes
    Wrappable

  11. def IntParam(i: Identifiable, name: String, description: String): IntParam

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    Definition Classes
    Wrappable

  12. def LongParam(i: Identifiable, name: String, description: String, default: Long): LongParam

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    Definition Classes
    Wrappable

  13. def LongParam(i: Identifiable, name: String, description: String): LongParam

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    Definition Classes
    Wrappable

  14. def StringParam(i: Identifiable, name: String, description: String, default: String, domain: Seq[String]): Param[String]

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    Definition Classes
    Wrappable

  15. def StringParam(i: Identifiable, name: String, description: String, default: String): Param[String]

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    Definition Classes
    Wrappable

  16. def StringParam(i: Identifiable, name: String, description: String, validation: (String) ⇒ Boolean): Param[String]

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    Definition Classes
    Wrappable

  17. def StringParam(i: Identifiable, name: String, description: String): Param[String]

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    Definition Classes
    Wrappable

  18. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  19. val baggingFraction: DoubleParam

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  20. val baggingFreq: IntParam

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  21. val baggingSeed: IntParam

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  22. def chainedUid(origin: String): String

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    Definition Classes
    Wrappable

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

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    Definition Classes
    Params

  24. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  25. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params

  26. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
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    Params

  27. val defaultListenPort: IntParam

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  28. val earlyStoppingRound: IntParam

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

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    Definition Classes
    AnyRef

  30. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  31. def explainParam(param: Param[_]): String

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    Definition Classes
    Params

  32. def explainParams(): String

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    Definition Classes
    Params

  33. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

  34. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params

  35. val featureFraction: DoubleParam

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  36. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  37. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  38. def getBaggingFraction: Double

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  39. def getBaggingFreq: Int

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  40. def getBaggingSeed: Int

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

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    Definition Classes
    AnyRef → Any

  42. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  43. def getDefaultListenPort: Int

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  44. def getEarlyStoppingRound: Int

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  45. def getFeatureFraction: Double

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  46. def getLearningRate: Double

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  47. def getMaxBin: Int

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  48. def getMaxDepth: Int

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  49. def getMinSumHessianInLeaf: Double

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  50. def getNumIterations: Int

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  51. def getNumLeaves: Int

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  52. def getObjective: String

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

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    Definition Classes
    Params

  54. def getParallelism: String

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

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    Definition Classes
    Params

  56. def getTimeout: Double

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  57. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params

  58. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  59. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  60. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params

  61. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

  62. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params

  63. val learningRate: DoubleParam

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  64. val maxBin: IntParam

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  65. val maxDepth: IntParam

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  66. val minSumHessianInLeaf: DoubleParam

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

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    Definition Classes
    AnyRef

  68. final def notify(): Unit

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    Definition Classes
    AnyRef

  69. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  70. val numIterations: IntParam

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  71. val numLeaves: IntParam

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  72. val objective: Param[String]

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  73. val parallelism: Param[String]

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  74. val paramDomains: Map[String, Seq[String]]

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    Definition Classes
    Wrappable

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

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    Definition Classes
    Params

  76. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  77. final def set(paramPair: ParamPair[_]): LightGBMParams.this.type

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    Attributes
    protected
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    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Definition Classes
    Params

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    Params

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

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

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

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

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

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

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

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

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

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

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

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

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  97. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef

  98. val timeout: DoubleParam

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  99. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  100. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  101. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  102. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  103. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from MMLParams

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

Members