Class/Object

org.apache.spark.ml.h2o.models

H2OGBM

Related Docs: object H2OGBM | package models

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class H2OGBM extends H2OAlgorithm[GBMParameters, H2OGBMModel] with H2OGBMParams

Linear Supertypes
H2OGBMParams, H2OTreeParams[GBMParameters], H2OAlgorithm[GBMParameters, H2OGBMModel], H2OParams[GBMParameters], MLWritable, Estimator[H2OGBMModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  2. By Inheritance
Inherited
  1. H2OGBM
  2. H2OGBMParams
  3. H2OTreeParams
  4. H2OAlgorithm
  5. H2OParams
  6. MLWritable
  7. Estimator
  8. PipelineStage
  9. Logging
  10. Params
  11. Serializable
  12. Serializable
  13. Identifiable
  14. AnyRef
  15. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGBM(parameters: GBMParameters, uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  2. new H2OGBM(parameters: GBMParameters)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  3. new H2OGBM()(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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  4. new H2OGBM(parameters: Option[GBMParameters], uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

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Type Members

  1. type H2O_SCHEMA = GBMParametersV3

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    Definition Classes
    H2OGBMParamsH2OParams
  2. type SELF = H2OGBM

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    Definition Classes
    H2OGBMH2OAlgorithm

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 allStringVecToCategorical(hf: H2OFrame): H2OFrame

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    Definition Classes
    H2OAlgorithm
  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  7. def booleanParam(name: String): BooleanParam

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    Definition Classes
    H2OParams
  8. final val buildTreeOneNode: BooleanParam

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    Definition Classes
    H2OTreeParams
  9. final def clear(param: Param[_]): H2OGBM.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. final val colSampleRate: DoubleParam

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    Definition Classes
    H2OGBMParams
  12. def copy(extra: ParamMap): H2OGBM.this.type

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    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params
  13. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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    Attributes
    protected
    Definition Classes
    Params
  15. def defaultFileName: String

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    Definition Classes
    H2OGBMH2OAlgorithm
  16. def doc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OParams
  17. def doubleParam(name: String): DoubleParam

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    Definition Classes
    H2OParams
  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. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  25. def fit(dataset: Dataset[_]): H2OGBMModel

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    Definition Classes
    H2OAlgorithm → Estimator
  26. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OGBMModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  27. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OGBMModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  28. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OGBMModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  29. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  30. final def getClass(): Class[_]

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

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    Definition Classes
    Params
  32. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  33. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  34. def getParams: GBMParameters

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    Definition Classes
    H2OParams
  35. def getTrainKey: String

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    Definition Classes
    H2OParams
  36. def getValidKey: String

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    Definition Classes
    H2OParams
  37. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  39. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  40. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  41. def intParam(name: String): IntParam

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    Definition Classes
    H2OParams
  42. final def isDefined(param: Param[_]): Boolean

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

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

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    Definition Classes
    Params
  45. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  46. final val learnRate: DoubleParam

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    All parameters should be set here along with their documentation and explained default values

    All parameters should be set here along with their documentation and explained default values

    Definition Classes
    H2OGBMParams
  47. final val learnRateAnnealing: DoubleParam

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    Definition Classes
    H2OGBMParams
  48. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  55. def logName: String

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  60. def longParam(name: String): LongParam

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    Definition Classes
    H2OParams
  61. final val maxAbsLeafnodePred: DoubleParam

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    Definition Classes
    H2OGBMParams
  62. final val maxDepth: IntParam

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    Definition Classes
    H2OTreeParams
  63. final val minRows: DoubleParam

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    Definition Classes
    H2OTreeParams
  64. final val minSplitImprovement: DoubleParam

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    Definition Classes
    H2OTreeParams
  65. final val nbins: IntParam

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    Definition Classes
    H2OTreeParams
  66. final val nbinsCat: IntParam

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    Definition Classes
    H2OTreeParams
  67. final val nbinsTopLevel: IntParam

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    Definition Classes
    H2OTreeParams
  68. final def ne(arg0: AnyRef): Boolean

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

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

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    Definition Classes
    AnyRef
  71. final val ntrees: IntParam

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    Definition Classes
    H2OTreeParams
  72. def param[T](name: String): Param[T]

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    Definition Classes
    H2OParams
  73. def paramTag: ClassTag[GBMParameters]

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    Attributes
    protected
    Definition Classes
    H2OGBMParamsH2OParams
  74. var parameters: GBMParameters

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    Attributes
    protected
    Definition Classes
    H2OParams
  75. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  76. final val r2Stopping: DoubleParam

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    Definition Classes
    H2OTreeParams
  77. final val responseColumn: Param[String]

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    Definition Classes
    H2OGBMParams
  78. final val sampleRate: DoubleParam

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    Definition Classes
    H2OTreeParams
  79. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  80. def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OGBMParamsH2OParams
  81. final val scoreTreeInterval: IntParam

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    Definition Classes
    H2OTreeParams
  82. final val seed: LongParam

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    Definition Classes
    H2OTreeParams
  83. final def set[T](param: Param[T], value: T)(f: ⇒ Unit): SELF

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    Set the param and execute custom piece of code

    Set the param and execute custom piece of code

    Attributes
    protected
    Definition Classes
    H2OAlgorithm
  84. final def set(paramPair: ParamPair[_]): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params
  85. final def set(param: String, value: Any): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params
  86. final def set[T](param: Param[T], value: T): H2OGBM.this.type

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    Definition Classes
    Params
  87. final def setDefault(paramPairs: ParamPair[_]*): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params
  88. final def setDefault[T](param: Param[T], value: T): H2OGBM.this.type

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    Attributes
    protected
    Definition Classes
    Params
  89. def setParams(params: GBMParameters): Unit

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    Definition Classes
    H2OParams
  90. def setTrainKey(value: Key[Frame]): SELF

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    Definition Classes
    H2OAlgorithm
  91. def setTrainKey(value: String): SELF

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    Definition Classes
    H2OAlgorithm
  92. def setValidKey(value: Key[Frame]): SELF

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    Definition Classes
    H2OAlgorithm
  93. def setValidKey(value: String): SELF

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    Definition Classes
    H2OAlgorithm
  94. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  95. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  96. final val trainKey: H2OKeyParam[Frame]

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    Definition Classes
    H2OParams
  97. def trainModel(params: GBMParameters): H2OGBMModel

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    Definition Classes
    H2OGBMH2OAlgorithm
  98. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()
  99. def transformSchema(schema: StructType, logging: Boolean): StructType

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

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    Definition Classes
    H2OGBM → Identifiable
  101. final val validKey: H2OKeyParam[Frame]

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    Definition Classes
    H2OParams
  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
    AnyRef
    Annotations
    @throws( ... )
  104. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  105. def write: MLWriter

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    Definition Classes
    H2OAlgorithm → MLWritable
    Annotations
    @Since( "1.6.0" )

Deprecated Value Members

  1. def validateParams(): Unit

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    Definition Classes
    Params
    Annotations
    @deprecated
    Deprecated

    (Since version 2.0.0) Will be removed in 2.1.0. Checks should be merged into transformSchema.

Inherited from H2OGBMParams

Inherited from H2OTreeParams[GBMParameters]

Inherited from H2OAlgorithm[GBMParameters, H2OGBMModel]

Inherited from H2OParams[GBMParameters]

Inherited from MLWritable

Inherited from Estimator[H2OGBMModel]

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

setParam

Ungrouped