Class

py_sparkling.ml.algos

H2OGridSearch

Related Doc: package algos

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class H2OGridSearch extends org.apache.spark.ml.h2o.algos.H2OGridSearch

H2O Grid Search Wrapper for PySparkling

Linear Supertypes
org.apache.spark.ml.h2o.algos.H2OGridSearch, H2OGridSearchParams, DeprecatableParams, DefaultParamsWritable, MLWritable, H2OAlgorithmCommons, H2OCommonParams, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGridSearch
  2. H2OGridSearch
  3. H2OGridSearchParams
  4. DeprecatableParams
  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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Instance Constructors

  1. new H2OGridSearch(uid: String)

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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 val allStringColumnsToCategorical: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  7. final def clear(param: Param[_]): H2OGridSearch.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. final val columnsToCategorical: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  10. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  11. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  12. def copy(extra: ParamMap): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearch → 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. 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. final val featuresCols: StringArrayParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  22. def finalize(): Unit

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

  23. def fit(dataset: Dataset[_]): H2OMOJOModel

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    Definition Classes
    H2OGridSearch → Estimator

  24. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  25. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

  26. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()

  27. final val foldCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  29. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    AnyRef → Any

  31. def getColumnsToCategorical(): Array[String]

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    Definition Classes
    H2OCommonParams

  32. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OCommonParams

  33. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

  35. def getExcludedCols(): Seq[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  36. def getFeaturesCols(): Array[String]

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    Definition Classes
    H2OCommonParams

  37. def getFoldCol(): String

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    Definition Classes
    H2OCommonParams

  38. def getGridModels(): Array[H2OMOJOModel]

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    Definition Classes
    H2OGridSearch

  39. def getGridModelsMetrics(): DataFrame

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    Definition Classes
    H2OGridSearch

  40. def getGridModelsParams(): DataFrame

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    Definition Classes
    H2OGridSearch

  41. def getHyperParameters(): Map[String, Array[AnyRef]]

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    Definition Classes
    H2OGridSearchParams

  42. def getLabelCol(): String

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    Definition Classes
    H2OCommonParams

  43. def getMaxModels(): Int

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    Definition Classes
    H2OGridSearchParams

  44. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OGridSearchParams

  45. def getNfolds(): Int

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    Definition Classes
    H2OCommonParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    DeprecatableParams → Params

  48. def getPredictionCol(): String

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    Definition Classes
    H2OGridSearchParams
    Annotations
    @DeprecatedMethod( "getLabelCol" )

  49. def getSeed(): Long

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    Definition Classes
    H2OCommonParams

  50. def getSelectBestModelBy(): H2OGridSearchMetric

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    Definition Classes
    H2OGridSearchParams

  51. def getSelectBestModelDecreasing(): Boolean

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    Definition Classes
    H2OGridSearchParams

  52. def getSplitRatio(): Double

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    Definition Classes
    H2OCommonParams

  53. def getStoppingMetric(): StoppingMetric

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    Definition Classes
    H2OGridSearchParams

  54. def getStoppingRounds(): Int

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    Definition Classes
    H2OGridSearchParams

  55. def getStoppingTolerance(): Double

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    Definition Classes
    H2OGridSearchParams

  56. def getStrategy(): Strategy

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    Definition Classes
    H2OGridSearchParams

  57. def getWeightCol(): String

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    Definition Classes
    H2OCommonParams

  58. final val gridAlgoParams: AlgoParams

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    Attributes
    protected
    Definition Classes
    H2OGridSearchParams

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

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    Definition Classes
    Params

  60. def hasParam(paramName: String): Boolean

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    Definition Classes
    DeprecatableParams → Params

  61. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  62. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  63. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  65. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  67. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  68. final val labelCol: Param[String]

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  69. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

  70. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  71. def logDebug(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  72. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  73. def logError(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  74. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  75. def logInfo(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  76. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

  77. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  78. def logTrace(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  79. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging

  80. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    AnyRef

  82. final val nfolds: IntParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  83. final def notify(): Unit

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    Definition Classes
    AnyRef

  84. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  86. def prepareDatasetForFitting(dataset: Dataset[_]): (Frame, Option[Frame])

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    Attributes
    protected
    Definition Classes
    H2OAlgorithmCommons

  87. 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
    H2OGridSearchParams → DeprecatableParams

  88. def save(path: String): Unit

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

  89. final val seed: LongParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  90. def selectModelFromGrid(grid: Grid[_]): Model[?0, ?1, ?2] forSome {type ?0 <: Model[?0, ?1, ?2], type ?1 <: Parameters, type ?2 <: Output}

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    Definition Classes
    H2OGridSearch

  91. final def set(paramPair: ParamPair[_]): H2OGridSearch.this.type

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    Attributes
    protected
    Definition Classes
    Params

  92. final def set(param: String, value: Any): H2OGridSearch.this.type

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    Attributes
    protected
    Definition Classes
    Params

  93. final def set[T](param: Param[T], value: T): H2OGridSearch.this.type

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    Definition Classes
    Params

  94. def setAlgo(value: H2OAlgorithm[_, _, _ <: Parameters]): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  95. def setAllStringColumnsToCategorical(value: Boolean): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  96. def setColumnsToCategorical(columns: Array[String]): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  97. def setColumnsToCategorical(first: String, others: String*): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  98. def setConvertInvalidNumbersToNa(value: Boolean): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  99. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  100. final def setDefault(paramPairs: ParamPair[_]*): H2OGridSearch.this.type

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    Attributes
    protected
    Definition Classes
    Params

  101. final def setDefault[T](param: Param[T], value: T): H2OGridSearch.this.type

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    Attributes
    protected
    Definition Classes
    Params

  102. def setFeaturesCol(first: String): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  103. def setFeaturesCols(columnNames: Array[String]): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  104. def setFeaturesCols(first: String, others: String*): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  105. def setFoldCol(columnName: String): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  106. def setHyperParameters(value: Map[String, Array[AnyRef]]): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  107. def setHyperParameters(value: Map[String, Array[AnyRef]]): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  108. def setHyperParameters(value: Map[String, Array[AnyRef]]): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  109. def setLabelCol(columnName: String): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  110. def setMaxModels(value: Int): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  111. def setMaxRuntimeSecs(value: Double): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  112. def setNfolds(value: Int): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  113. def setPredictionCol(value: String): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams
    Annotations
    @DeprecatedMethod( "setLabelCol" )

  114. def setSeed(value: Long): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  115. def setSelectBestModelBy(value: H2OGridSearchMetric): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  116. def setSelectBestModelDecreasing(value: Boolean): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  117. def setSplitRatio(ratio: Double): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  118. def setStoppingMetric(value: StoppingMetric): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  119. def setStoppingRounds(value: Int): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  120. def setStoppingTolerance(value: Double): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  121. def setStrategy(value: Strategy): H2OGridSearch.this.type

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    Definition Classes
    H2OGridSearchParams

  122. def setWeightCol(columnName: String): H2OGridSearch.this.type

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    Definition Classes
    H2OCommonParams

  123. final val splitRatio: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  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
    H2OGridSearch → PipelineStage
    Annotations
    @DeveloperApi()

  127. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  128. val uid: String

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    Definition Classes
    H2OGridSearch → H2OGridSearch → Identifiable

  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. final val weightCol: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OCommonParams

  133. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from org.apache.spark.ml.h2o.algos.H2OGridSearch

Inherited from H2OGridSearchParams

Inherited from DeprecatableParams

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

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