Class/Object

org.apache.spark.ml.h2o.algos

H2OAutoML

Related Docs: object H2OAutoML | package algos

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class H2OAutoML extends Estimator[H2OMOJOModel] with MLWritable with H2OAutoMLParams

H2O AutoML pipeline step

Linear Supertypes
H2OAutoMLParams, MLWritable, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
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  2. By Inheritance
Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. MLWritable
  4. Estimator
  5. PipelineStage
  6. Logging
  7. Params
  8. Serializable
  9. Serializable
  10. Identifiable
  11. AnyRef
  12. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OAutoML(uid: String, hc: H2OContext, sqlContext: SQLContext)

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  2. new H2OAutoML()(implicit hc: H2OContext, sqlContext: SQLContext)

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  3. new H2OAutoML(automlBuildSpec: Option[AutoMLBuildSpec], uid: String)(implicit hc: H2OContext, sqlContext: SQLContext)

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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 automlBuildSpec: Option[AutoMLBuildSpec]

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  7. final def clear(param: Param[_]): H2OAutoML.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): H2OAutoML.this.type

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    Definition Classes
    H2OAutoML → Estimator → 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. def defaultFileName: String

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

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    Definition Classes
    AnyRef

  14. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  16. def explainParams(): String

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    Definition Classes
    Params

  17. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  19. def finalize(): Unit

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

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

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    Definition Classes
    H2OAutoML → Estimator

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )

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

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

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

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    Definition Classes
    Params

  25. def getAllStringColumnsToCategorical(): Boolean

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    AnyRef → Any

  27. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

  29. def getExcludeAlgos(): Array[algo]

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    Definition Classes
    H2OAutoMLParams

  30. def getFoldColumn(): String

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    Definition Classes
    H2OAutoMLParams

  31. def getIgnoredColumns(): Array[String]

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    Definition Classes
    H2OAutoMLParams

  32. def getLoss(): String

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    Definition Classes
    H2OAutoMLParams

  33. def getMaxRuntimeSecs(): Double

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    Definition Classes
    H2OAutoMLParams

  34. def getNfolds(): Int

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  37. def getPredictionsCol(): String

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    Definition Classes
    H2OAutoMLParams

  38. def getProjectName(): String

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    Definition Classes
    H2OAutoMLParams

  39. def getRatio(): Double

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    Definition Classes
    H2OAutoMLParams

  40. def getSeed(): Int

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    Definition Classes
    H2OAutoMLParams

  41. def getStoppingMetric(): StoppingMetric

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    Definition Classes
    H2OAutoMLParams

  42. def getStoppingRounds(): Int

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    Definition Classes
    H2OAutoMLParams

  43. def getStoppingTolerance(): Double

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    Definition Classes
    H2OAutoMLParams

  44. def getTryMutations(): Boolean

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    Definition Classes
    H2OAutoMLParams

  45. def getWeightsColumn(): String

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    Params

  47. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  48. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  49. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    Params

  51. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any

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

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    Definition Classes
    Params

  53. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging

  54. def log: Logger

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

  61. def logName: String

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Attributes
    protected
    Definition Classes
    Logging

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

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    Definition Classes
    AnyRef

  67. final def notify(): Unit

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    Definition Classes
    AnyRef

  68. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

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

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    Definition Classes
    Params

  70. def save(path: String): Unit

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

  71. final def set(paramPair: ParamPair[_]): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  72. final def set(param: String, value: Any): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  73. final def set[T](param: Param[T], value: T): H2OAutoML.this.type

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    Definition Classes
    Params

  74. def setAllStringColumnsToCategorical(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  75. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  76. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  77. final def setDefault[T](param: Param[T], value: T): H2OAutoML.this.type

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    Attributes
    protected
    Definition Classes
    Params

  78. def setExcludeAlgos(value: Array[algo]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  79. def setFoldColumn(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  80. def setIgnoredColumns(value: Array[String]): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  81. def setLoss(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  82. def setMaxRuntimeSecs(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  83. def setNfolds(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  84. def setPredictionsCol(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  85. def setProjectName(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  86. def setRatio(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  87. def setSeed(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  88. def setStoppingMetric(value: StoppingMetric): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  89. def setStoppingRounds(value: Int): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  90. def setStoppingTolerance(value: Double): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  91. def setTryMutations(value: Boolean): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

  92. def setWeightsColumn(value: String): H2OAutoML.this.type

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    Definition Classes
    H2OAutoMLParams

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

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    Definition Classes
    AnyRef

  94. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  95. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  97. val uid: String

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    Definition Classes
    H2OAutoML → Identifiable

  98. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  101. def write: MLWriter

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    Definition Classes
    H2OAutoML → MLWritable
    Annotations
    @Since( "1.6.0" )

Inherited from H2OAutoMLParams

Inherited from MLWritable

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

getParam

setParam

Ungrouped