Class

py_sparkling.ml.algos

H2OGridSearch

Related Doc: package algos

Permalink

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
Ordering
  1. Alphabetic
  2. By Inheritance
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
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OGridSearch(uid: String)

    Permalink

Value Members

  1. final def !=(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  2. final def ##(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  3. final def $[T](param: Param[T]): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  4. final def ==(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  5. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  6. final def clear(param: Param[_]): H2OGridSearch.this.type

    Permalink
    Definition Classes
    Params

  7. def clone(): AnyRef

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

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

    Permalink
    Definition Classes
    H2OGridSearch → Estimator → PipelineStage → Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    AnyRef

  12. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    Params

  14. def explainParams(): String

    Permalink
    Definition Classes
    Params

  15. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

  17. final val featuresCols: StringArrayParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OCommonParams

  18. def finalize(): Unit

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

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

    Permalink
    Definition Classes
    H2OGridSearch → Estimator

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

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

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

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

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

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

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

    Permalink
    Definition Classes
    Params

  24. def getAllStringColumnsToCategorical(): Boolean

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    AnyRef → Any

  26. def getColumnsToCategorical(): Array[String]

    Permalink
    Definition Classes
    H2OGridSearchParams

  27. def getConvertUnknownCategoricalLevelsToNa(): Boolean

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    Params

  29. def getExcludedCols(): Seq[String]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OCommonParams

  30. def getFeaturesCols(): Array[String]

    Permalink
    Definition Classes
    H2OCommonParams

  31. def getFoldCol(): String

    Permalink
    Definition Classes
    H2OCommonParams

  32. def getGridModels(): Array[H2OMOJOModel]

    Permalink
    Definition Classes
    H2OGridSearch

  33. def getGridModelsMetrics(): DataFrame

    Permalink
    Definition Classes
    H2OGridSearch

  34. def getGridModelsParams(): DataFrame

    Permalink
    Definition Classes
    H2OGridSearch

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

    Permalink
    Definition Classes
    H2OGridSearchParams

  36. def getLabelCol(): String

    Permalink
    Definition Classes
    H2OCommonParams

  37. def getMaxModels(): Int

    Permalink
    Definition Classes
    H2OGridSearchParams

  38. def getMaxRuntimeSecs(): Double

    Permalink
    Definition Classes
    H2OGridSearchParams

  39. def getNfolds(): Int

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    DeprecatableParams → Params

  42. def getPredictionCol(): String

    Permalink
    Definition Classes
    H2OGridSearchParams
    Annotations
    @DeprecatedMethod( "getLabelCol" )

  43. def getRatio(): Double

    Permalink
    Definition Classes
    H2OGridSearchParams

  44. def getSeed(): Long

    Permalink
    Definition Classes
    H2OGridSearchParams

  45. def getSelectBestModelBy(): H2OGridSearchMetric

    Permalink
    Definition Classes
    H2OGridSearchParams

  46. def getSelectBestModelDecreasing(): Boolean

    Permalink
    Definition Classes
    H2OGridSearchParams

  47. def getStoppingMetric(): StoppingMetric

    Permalink
    Definition Classes
    H2OGridSearchParams

  48. def getStoppingRounds(): Int

    Permalink
    Definition Classes
    H2OGridSearchParams

  49. def getStoppingTolerance(): Double

    Permalink
    Definition Classes
    H2OGridSearchParams

  50. def getStrategy(): Strategy

    Permalink
    Definition Classes
    H2OGridSearchParams

  51. def getWeightCol(): String

    Permalink
    Definition Classes
    H2OCommonParams

  52. final val gridAlgoParams: AlgoParams

    Permalink
    Attributes
    protected
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    Params

  54. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    DeprecatableParams → Params

  55. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  56. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    Params

  58. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

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

    Permalink
    Definition Classes
    Params

  60. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  61. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  68. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    AnyRef

  74. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  75. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

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

    Permalink
    Definition Classes
    Params

  77. def prepareDatasetForFitting(dataset: Dataset[_]): H2OFrame

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgorithmCommons

  78. def renamingMap: Map[String, String]

    Permalink

    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

  79. def save(path: String): Unit

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

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

    Permalink
    Definition Classes
    H2OGridSearch

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams
    Annotations
    @DeprecatedMethod( "setLabelCol" )

  103. def setRatio(value: Double): H2OGridSearch.this.type

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OGridSearchParams

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

    Permalink
    Definition Classes
    H2OCommonParams

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

    Permalink
    Definition Classes
    AnyRef

  113. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

  114. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    H2OGridSearch → PipelineStage
    Annotations
    @DeveloperApi()

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  116. val uid: String

    Permalink
    Definition Classes
    H2OGridSearch → H2OGridSearch → Identifiable

  117. final def wait(): Unit

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

    Permalink
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  120. def write: MLWriter

    Permalink
    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

Ungrouped