Class/Object

org.apache.spark.ml.classification

GBMClassificationModel

Related Docs: object GBMClassificationModel | package classification

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class GBMClassificationModel extends ClassificationModel[Vector, GBMClassificationModel] with GBMClassifierParams with MLWritable

Linear Supertypes
MLWritable, GBMClassifierParams, HasParallelism, GBMParams, HasTol, HasLearningRate, HasBaseLearner, HasSeed, HasWeightCol, HasMaxIter, ClassificationModel[Vector, GBMClassificationModel], ClassifierParams, HasRawPredictionCol, PredictionModel[Vector, GBMClassificationModel], PredictorParams, HasPredictionCol, HasFeaturesCol, HasLabelCol, Model[GBMClassificationModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  2. By Inheritance
Inherited
  1. GBMClassificationModel
  2. MLWritable
  3. GBMClassifierParams
  4. HasParallelism
  5. GBMParams
  6. HasTol
  7. HasLearningRate
  8. HasBaseLearner
  9. HasSeed
  10. HasWeightCol
  11. HasMaxIter
  12. ClassificationModel
  13. ClassifierParams
  14. HasRawPredictionCol
  15. PredictionModel
  16. PredictorParams
  17. HasPredictionCol
  18. HasFeaturesCol
  19. HasLabelCol
  20. Model
  21. Transformer
  22. PipelineStage
  23. Logging
  24. Params
  25. Serializable
  26. Serializable
  27. Identifiable
  28. AnyRef
  29. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new GBMClassificationModel(numClasses: Int, weights: Array[Array[Double]], models: Array[Array[EnsemblePredictionModelType]])

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  2. new GBMClassificationModel(uid: String, numClasses: Int, weights: Array[Array[Double]], models: Array[Array[EnsemblePredictionModelType]])

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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 baseLearner: Param[EnsemblePredictorType]

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    param for the estimator that will be used by the ensemble learner as a base learner

    param for the estimator that will be used by the ensemble learner as a base learner

    Definition Classes
    HasBaseLearner
  7. final def clear(param: Param[_]): GBMClassificationModel.this.type

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    Definition Classes
    Params
  8. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  9. def copy(extra: ParamMap): GBMClassificationModel

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    Definition Classes
    GBMClassificationModel → Model → Transformer → PipelineStage → Params
  10. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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    Attributes
    protected
    Definition Classes
    Params
  12. final def eq(arg0: AnyRef): Boolean

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

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

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    Definition Classes
    Params
  15. def explainParams(): String

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

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

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    Definition Classes
    Params
  18. final val featuresCol: Param[String]

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    Definition Classes
    HasFeaturesCol
  19. def featuresDataType: DataType

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    Attributes
    protected
    Definition Classes
    PredictionModel
  20. def finalize(): Unit

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

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    Definition Classes
    Params
  22. def getBaseLearner: EnsemblePredictorType

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    Definition Classes
    HasBaseLearner
  23. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  24. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  25. final def getFeaturesCol: String

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    Definition Classes
    HasFeaturesCol
  26. final def getLabelCol: String

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    Definition Classes
    HasLabelCol
  27. def getLearningRate: Double

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    Definition Classes
    HasLearningRate
  28. def getLoss: String

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    Definition Classes
    GBMClassifierParams
  29. final def getMaxIter: Int

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    Definition Classes
    HasMaxIter
  30. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  31. def getParallelism: Int

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    Definition Classes
    HasParallelism
  32. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  33. final def getPredictionCol: String

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    Definition Classes
    HasPredictionCol
  34. final def getRawPredictionCol: String

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    Definition Classes
    HasRawPredictionCol
  35. final def getSeed: Long

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    Definition Classes
    HasSeed
  36. final def getTol: Double

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    Definition Classes
    HasTol
  37. final def getWeightCol: String

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

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

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    Definition Classes
    Params
  40. def hasParent: Boolean

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    Definition Classes
    Model
  41. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  42. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  43. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  44. final def isDefined(param: Param[_]): Boolean

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

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

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    Definition Classes
    Params
  47. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  48. final val labelCol: Param[String]

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    Definition Classes
    HasLabelCol
  49. val learningRate: Param[Double]

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    param for the learning rate of the algorithm

    param for the learning rate of the algorithm

    Definition Classes
    HasLearningRate
  50. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging
  51. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  52. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  53. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  54. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  55. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  56. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  57. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging
  58. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  59. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  60. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  61. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  62. val loss: Param[String]

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    Loss function which Boosting tries to minimize.

    Loss function which Boosting tries to minimize. (case-insensitive) Supported: "lk". (default = lk)

    Definition Classes
    GBMClassifierParams
  63. final val maxIter: IntParam

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    Definition Classes
    HasMaxIter
  64. val models: Array[Array[EnsemblePredictionModelType]]

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

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

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

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    Definition Classes
    AnyRef
  68. val numClasses: Int

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    Definition Classes
    GBMClassificationModel → ClassificationModel
  69. def numFeatures: Int

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    Definition Classes
    PredictionModel
    Annotations
    @Since( "1.6.0" )
  70. val parallelism: IntParam

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    Definition Classes
    HasParallelism
  71. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  72. var parent: Estimator[GBMClassificationModel]

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    Definition Classes
    Model
  73. def predict(features: Vector): Double

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    Definition Classes
    ClassificationModel → PredictionModel
  74. def predictRaw(features: Vector): Vector

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    Definition Classes
    GBMClassificationModel → ClassificationModel
  75. final val predictionCol: Param[String]

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    Definition Classes
    HasPredictionCol
  76. def raw2prediction(rawPrediction: Vector): Double

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    Attributes
    protected
    Definition Classes
    ClassificationModel
  77. final val rawPredictionCol: Param[String]

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    Definition Classes
    HasRawPredictionCol
  78. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  79. final val seed: LongParam

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    Definition Classes
    HasSeed
  80. final def set(paramPair: ParamPair[_]): GBMClassificationModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  81. final def set(param: String, value: Any): GBMClassificationModel.this.type

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

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    Definition Classes
    Params
  83. final def setDefault(paramPairs: ParamPair[_]*): GBMClassificationModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  84. final def setDefault[T](param: Param[T], value: T): GBMClassificationModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  85. def setFeaturesCol(value: String): GBMClassificationModel

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    Definition Classes
    PredictionModel
  86. def setParent(parent: Estimator[GBMClassificationModel]): GBMClassificationModel

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    Definition Classes
    Model
  87. def setPredictionCol(value: String): GBMClassificationModel

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    Definition Classes
    PredictionModel
  88. def setRawPredictionCol(value: String): GBMClassificationModel

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

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    Definition Classes
    AnyRef
  90. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  91. final val tol: DoubleParam

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    Definition Classes
    HasTol
  92. def transform(dataset: Dataset[_]): DataFrame

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    Definition Classes
    ClassificationModel → PredictionModel → Transformer
  93. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  94. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  95. def transformImpl(dataset: Dataset[_]): DataFrame

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    Attributes
    protected
    Definition Classes
    PredictionModel
  96. def transformSchema(schema: StructType): StructType

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    Definition Classes
    PredictionModel → PipelineStage
  97. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  98. val uid: String

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    Definition Classes
    GBMClassificationModel → Identifiable
  99. def validateAndTransformSchema(schema: StructType, fitting: Boolean, featuresDataType: DataType): StructType

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    Attributes
    protected
    Definition Classes
    ClassifierParams → PredictorParams
  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. final val weightCol: Param[String]

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    Definition Classes
    HasWeightCol
  104. val weights: Array[Array[Double]]

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  105. def write: MLWriter

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    Definition Classes
    GBMClassificationModel → MLWritable

Inherited from MLWritable

Inherited from GBMClassifierParams

Inherited from HasParallelism

Inherited from GBMParams

Inherited from HasTol

Inherited from HasLearningRate

Inherited from HasBaseLearner

Inherited from HasSeed

Inherited from HasWeightCol

Inherited from HasMaxIter

Inherited from ClassificationModel[Vector, GBMClassificationModel]

Inherited from ClassifierParams

Inherited from HasRawPredictionCol

Inherited from PredictionModel[Vector, GBMClassificationModel]

Inherited from PredictorParams

Inherited from HasPredictionCol

Inherited from HasFeaturesCol

Inherited from HasLabelCol

Inherited from Model[GBMClassificationModel]

Inherited from Transformer

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

param

Ungrouped