Class/Object

org.apache.spark.ml.h2o.algos

H2OAutoML

Related Docs: object H2OAutoML | package algos

Permalink

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
  1. Alphabetic
  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
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

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

    Permalink

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

    Permalink

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

    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. val automlBuildSpec: Option[AutoMLBuildSpec]

    Permalink

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

    Permalink
    Definition Classes
    Params

  8. def clone(): AnyRef

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

  9. def copy(extra: ParamMap): H2OAutoML.this.type

    Permalink
    Definition Classes
    H2OAutoML → Estimator → PipelineStage → Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  12. def defaultFileName: String

    Permalink

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

    Permalink
    Definition Classes
    AnyRef

  14. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    Params

  16. def explainParams(): String

    Permalink
    Definition Classes
    Params

  17. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

  19. def finalize(): Unit

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

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

    Permalink
    Definition Classes
    H2OAutoML → Estimator

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

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

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

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

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

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

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

    Permalink
    Definition Classes
    Params

  25. def getAllStringColumnsToCategorical(): Boolean

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink
    Definition Classes
    AnyRef → Any

  27. def getConvertUnknownCategoricalLevelsToNa(): Boolean

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink
    Definition Classes
    Params

  29. def getExcludeAlgos(): Array[algo]

    Permalink

    Definition Classes
    H2OAutoMLParams

  30. def getFoldColumn(): String

    Permalink

    Definition Classes
    H2OAutoMLParams

  31. def getIgnoredColumns(): Array[String]

    Permalink

    Definition Classes
    H2OAutoMLParams

  32. def getLoss(): String

    Permalink

    Definition Classes
    H2OAutoMLParams

  33. def getMaxRuntimeSecs(): Double

    Permalink

    Definition Classes
    H2OAutoMLParams

  34. def getNfolds(): Int

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

  37. def getPredictionsCol(): String

    Permalink

    Definition Classes
    H2OAutoMLParams

  38. def getProjectName(): String

    Permalink

    Definition Classes
    H2OAutoMLParams

  39. def getRatio(): Double

    Permalink

    Definition Classes
    H2OAutoMLParams

  40. def getStoppingMetric(): StoppingMetric

    Permalink

    Definition Classes
    H2OAutoMLParams

  41. def getStoppingRounds(): Int

    Permalink

    Definition Classes
    H2OAutoMLParams

  42. def getStoppingTolerance(): Double

    Permalink

    Definition Classes
    H2OAutoMLParams

  43. def getTryMutations(): Boolean

    Permalink

    Definition Classes
    H2OAutoMLParams

  44. def getWeightsColumn(): String

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink
    Definition Classes
    Params

  46. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    Params

  47. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  48. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    Params

  50. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

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

    Permalink
    Definition Classes
    Params

  52. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  53. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  60. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    AnyRef

  66. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  67. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

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

    Permalink
    Definition Classes
    Params

  69. def save(path: String): Unit

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink

    Definition Classes
    H2OAutoMLParams

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

    Permalink
    Definition Classes
    AnyRef

  92. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

  93. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  95. val uid: String

    Permalink
    Definition Classes
    H2OAutoML → Identifiable

  96. final def wait(): Unit

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

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

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

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

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

  99. def write: MLWriter

    Permalink
    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