Class

org.apache.spark.ml.h2o.algos

H2OAlgorithm

Related Doc: package algos

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abstract class H2OAlgorithm[P <: Parameters] extends Estimator[H2OMOJOModel] with H2OAlgorithmCommons with DefaultParamsWritable with H2OAlgoParams[P]

Base class for H2O algorithm wrapper as a Spark transformer.

Linear Supertypes
H2OAlgoParams[P], DeprecatableParams, H2OAlgoParamsHelper[P], DefaultParamsWritable, MLWritable, H2OAlgorithmCommons, H2OCommonParams, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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Inherited
  1. H2OAlgorithm
  2. H2OAlgoParams
  3. DeprecatableParams
  4. H2OAlgoParamsHelper
  5. DefaultParamsWritable
  6. MLWritable
  7. H2OAlgorithmCommons
  8. H2OCommonParams
  9. Estimator
  10. PipelineStage
  11. Logging
  12. Params
  13. Serializable
  14. Serializable
  15. Identifiable
  16. AnyRef
  17. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OAlgorithm()(implicit arg0: ClassTag[P])

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Type Members

  1. abstract type H2O_SCHEMA

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    Definition Classes
    H2OAlgoParamsHelper

Abstract Value Members

  1. abstract def paramTag: ClassTag[P]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  2. abstract def schemaTag: ClassTag[H2O_SCHEMA]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  3. abstract def trainModel(params: P): H2OBaseModel

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  4. 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 H2ODistributionParam(name: String): H2ODistributionParam

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    Definition Classes
    H2OAlgoParams
  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  7. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  8. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  9. final def clear(param: Param[_]): H2OAlgorithm.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 copy(extra: ParamMap): H2OAlgorithm.this.type

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

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

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    Attributes
    protected
    Definition Classes
    Params
  14. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  15. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  16. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  17. def doubleParam(name: String, doc: String): DoubleParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  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. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  25. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  26. def fit(dataset: Dataset[_]): H2OMOJOModel

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    Definition Classes
    H2OAlgorithm → Estimator
  27. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  28. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  29. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  30. def floatParam(name: String, doc: Option[String] = None): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  31. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  32. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  33. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAlgoParams
  34. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  35. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OAlgoParams
  36. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAlgoParams
  37. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  38. def getDistribution(): DistributionFamily

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    Definition Classes
    H2OAlgoParams
  39. def getDoc(doc: Option[String], fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  40. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonParams
  41. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams
  42. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams
  43. def getH2ODoc(fieldName: String): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  44. def getKeepCrossValidationFoldAssignment(): Boolean

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    Definition Classes
    H2OAlgoParams
  45. def getKeepCrossValidationPredictions(): Boolean

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    Definition Classes
    H2OAlgoParams
  46. def getLabelCol(): String

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    Definition Classes
    H2OCommonParams
  47. def getNfolds(): Int

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    Definition Classes
    H2OAlgoParams
  48. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  49. def getParallelizeCrossValidation(): Boolean

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    Definition Classes
    H2OAlgoParams
  50. def getParam(paramName: String): Param[Any]

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    Definition Classes
    DeprecatableParams → Params
  51. def getPredictionCol(): String

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    Definition Classes
    H2OAlgoParams
    Annotations
    @DeprecatedMethod( "getLabelCol" )
  52. def getSeed(): Long

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    Definition Classes
    H2OAlgoParams
  53. def getTrainRatio(): Double

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    Definition Classes
    H2OAlgoParams
  54. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams
  55. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    DeprecatableParams → Params
  57. def hashCode(): Int

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

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    Attributes
    protected
    Definition Classes
    Logging
  59. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  60. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  61. def intParam(name: String, doc: Option[String] = None): IntParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  62. def intParam(name: String, doc: String): IntParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  63. final def isDefined(param: Param[_]): Boolean

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

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

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    Definition Classes
    Params
  66. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  67. def log: Logger

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

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

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    Attributes
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    Logging
  70. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  71. def logError(msg: ⇒ String): Unit

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    Attributes
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    Logging
  72. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  73. def logInfo(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  74. def logName: String

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    Attributes
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    Logging
  75. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
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    Logging
  76. def logTrace(msg: ⇒ String): Unit

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

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    Attributes
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    Logging
  78. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  79. def longParam(name: String, doc: Option[String] = None): LongParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  80. def longParam(name: String, doc: String): LongParam

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  81. final def ne(arg0: AnyRef): Boolean

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

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

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    Definition Classes
    AnyRef
  84. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

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    Attributes
    protected
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    H2OAlgoParamsHelper
  85. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  86. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

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    Attributes
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    H2OAlgoParamsHelper
  87. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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    Attributes
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    H2OAlgoParamsHelper
  88. def nullableStringParam(name: String, doc: Option[String] = None): NullableStringParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  89. def nullableStringParam(name: String, doc: String): NullableStringParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  90. def param[T](name: String, doc: Option[String] = None): Param[T]

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  91. def param[T](name: String, doc: String): Param[T]

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    Attributes
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    H2OAlgoParamsHelper
  92. var parameters: P

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    Attributes
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    H2OAlgoParamsHelper
  93. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  94. def prepareDatasetForFitting(dataset: Dataset[_]): H2OFrame

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmCommons
  95. def renamingMap: Map[String, String]

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    When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

    When a parameter is renamed, the mapping 'old name' -> 'new name' should be added into this map.

    Attributes
    protected
    Definition Classes
    H2OAlgoParamsDeprecatableParams
  96. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  97. final def set(paramPair: ParamPair[_]): H2OAlgorithm.this.type

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    Attributes
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    Params
  98. final def set(param: String, value: Any): H2OAlgorithm.this.type

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    Attributes
    protected
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    Params
  99. final def set[T](param: Param[T], value: T): H2OAlgorithm.this.type

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    Definition Classes
    Params
  100. def setAllStringColumnsToCategorical(transform: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  101. def setColumnsToCategorical(columns: Array[String]): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  102. def setColumnsToCategorical(first: String, others: String*): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  103. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  104. final def setDefault(paramPairs: ParamPair[_]*): H2OAlgorithm.this.type

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    Attributes
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    Params
  105. final def setDefault[T](param: Param[T], value: T): H2OAlgorithm.this.type

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    Attributes
    protected
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    Params
  106. def setDistribution(value: DistributionFamily): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  107. def setFeaturesCol(first: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
  108. def setFeaturesCols(columnNames: Array[String]): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
  109. def setFeaturesCols(first: String, others: String*): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
  110. def setFoldCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
  111. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  112. def setKeepCrossValidationPredictions(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  113. def setLabelCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
  114. def setNfolds(value: Int): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  115. def setParallelizeCrossValidation(value: Boolean): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  116. def setPredictionCol(value: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
    Annotations
    @DeprecatedMethod( "setLabelCol" )
  117. def setSeed(value: Long): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  118. def setTrainRatio(value: Double): H2OAlgorithm.this.type

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    Definition Classes
    H2OAlgoParams
  119. def setWeightCol(columnName: String): H2OAlgorithm.this.type

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    Definition Classes
    H2OCommonParams
  120. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

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    Attributes
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    H2OAlgoParamsHelper
  121. def stringArrayParam(name: String, doc: String): StringArrayParam

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    Attributes
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    Definition Classes
    H2OAlgoParamsHelper
  122. def stringParam(name: String, doc: Option[String] = None): Param[String]

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    Attributes
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    H2OAlgoParamsHelper
  123. def stringParam(name: String, doc: String): Param[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper
  124. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  125. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  126. def transformSchema(schema: StructType): StructType

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  128. def updateH2OParams(): Unit

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    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Update H2O params based on provided parameters to Spark Transformer/Estimator

    Attributes
    protected
    Definition Classes
    H2OAlgoParams
  129. final def wait(): Unit

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

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

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

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from H2OAlgoParams[P]

Inherited from DeprecatableParams

Inherited from H2OAlgoParamsHelper[P]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgorithmCommons

Inherited from H2OCommonParams

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped