Class/Object

org.apache.spark.ml.h2o.algos

H2ODeepLearning

Related Docs: object H2ODeepLearning | package algos

Permalink

class H2ODeepLearning extends H2OAlgorithm[DeepLearningParameters, H2OMOJOModel] with H2ODeepLearningParams

H2O Deep learning algorithm exposed via Spark ML pipelines.

TODO: There are still bunch of parameters defined DeepLearningParameters which need to be ported here

Linear Supertypes
H2ODeepLearningParams, H2OAlgorithm[DeepLearningParameters, H2OMOJOModel], H2OAlgoParams[DeepLearningParameters], DeprecatableParams, H2OAlgoParamsHelper[DeepLearningParameters], MLWritable, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2ODeepLearning
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2ODeepLearning
  2. H2ODeepLearningParams
  3. H2OAlgorithm
  4. H2OAlgoParams
  5. DeprecatableParams
  6. H2OAlgoParamsHelper
  7. MLWritable
  8. Estimator
  9. PipelineStage
  10. Logging
  11. Params
  12. Serializable
  13. Serializable
  14. Identifiable
  15. AnyRef
  16. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODeepLearning(parameters: DeepLearningParameters, uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

    Permalink

  2. new H2ODeepLearning(parameters: DeepLearningParameters)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

    Permalink

  3. new H2ODeepLearning(uid: String, hc: H2OContext, sqlContext: SQLContext)

    Permalink

  4. new H2ODeepLearning()(implicit h2oContext: H2OContext, sqlContext: SQLContext)

    Permalink

  5. new H2ODeepLearning(parameters: Option[DeepLearningParameters], uid: String)(implicit h2oContext: H2OContext, sqlContext: SQLContext)

    Permalink

Type Members

  1. type H2O_SCHEMA = DeepLearningParametersV3

    Permalink
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

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. def H2ODistributionParam(name: String): H2ODistributionParam

    Permalink
    Definition Classes
    H2OAlgoParams

  6. final val allStringColumnsToCategorical: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams

  7. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  8. def booleanParam(name: String, doc: Option[String] = None): BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  9. def booleanParam(name: String, doc: String): BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  10. final def clear(param: Param[_]): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    Params

  11. def clone(): AnyRef

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

  12. final val columnsToCategorical: StringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParams

  13. final val convertUnknownCategoricalLevelsToNa: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams

  14. def copy(extra: ParamMap): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgorithm → Estimator → PipelineStage → Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  17. def defaultFileName: String

    Permalink
    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  18. final val distribution: H2ODistributionParam

    Permalink
    Definition Classes
    H2OAlgoParams

  19. def doubleArrayParam(name: String, doc: Option[String] = None): DoubleArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  20. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  21. def doubleParam(name: String, doc: Option[String] = None): DoubleParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  22. def doubleParam(name: String, doc: String): DoubleParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

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

    Permalink
    Definition Classes
    AnyRef

  24. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    Params

  26. def explainParams(): String

    Permalink
    Definition Classes
    Params

  27. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

  29. final val featuresCols: StringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParams

  30. def finalize(): Unit

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

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

    Permalink
    Definition Classes
    H2OAlgorithm → Estimator

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

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

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

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

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

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

  35. def floatParam(name: String, doc: Option[String] = None): FloatParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  36. def floatParam(name: String, doc: String): FloatParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  37. final val foldCol: NullableStringParam

    Permalink
    Definition Classes
    H2OAlgoParams

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

    Permalink
    Definition Classes
    Params

  39. def getAllStringColumnsToCategorical(): Boolean

    Permalink
    Definition Classes
    H2OAlgoParams

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

    Permalink
    Definition Classes
    AnyRef → Any

  41. def getColumnsToCategorical(): Array[String]

    Permalink
    Definition Classes
    H2OAlgoParams

  42. def getConvertUnknownCategoricalLevelsToNa(): Boolean

    Permalink
    Definition Classes
    H2OAlgoParams

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

    Permalink
    Definition Classes
    Params

  44. def getDistribution(): DistributionFamily

    Permalink
    Definition Classes
    H2OAlgoParams

  45. def getDoc(doc: Option[String], fieldName: String): String

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  46. def getEpochs(): Double

    Permalink

    Definition Classes
    H2ODeepLearningParams

  47. def getFeaturesCols(): Array[String]

    Permalink
    Definition Classes
    H2OAlgoParams

  48. def getFoldCol(): String

    Permalink
    Definition Classes
    H2OAlgoParams

  49. def getH2ODoc(fieldName: String): String

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

  50. def getHidden(): Array[Int]

    Permalink

    Definition Classes
    H2ODeepLearningParams

  51. def getKeepCrossValidationFoldAssignment(): Boolean

    Permalink
    Definition Classes
    H2OAlgoParams

  52. def getKeepCrossValidationPredictions(): Boolean

    Permalink
    Definition Classes
    H2OAlgoParams

  53. def getL1(): Double

    Permalink

    Definition Classes
    H2ODeepLearningParams

  54. def getL2(): Double

    Permalink

    Definition Classes
    H2ODeepLearningParams

  55. def getLabelCol(): String

    Permalink
    Definition Classes
    H2OAlgoParams

  56. def getNfolds(): Int

    Permalink
    Definition Classes
    H2OAlgoParams

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

    Permalink
    Definition Classes
    Params

  58. def getParallelizeCrossValidation(): Boolean

    Permalink
    Definition Classes
    H2OAlgoParams

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

    Permalink
    Definition Classes
    DeprecatableParams → Params

  60. def getParams: DeepLearningParameters

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  61. def getPredictionCol(): String

    Permalink
    Definition Classes
    H2OAlgoParams
    Annotations
    @DeprecatedMethod( "getLabelCol" )

  62. def getReproducible(): Boolean

    Permalink

    Definition Classes
    H2ODeepLearningParams

  63. def getSeed(): Long

    Permalink
    Definition Classes
    H2OAlgoParams

  64. def getTrainRatio(): Double

    Permalink
    Definition Classes
    H2OAlgoParams

  65. def getWeightCol(): String

    Permalink
    Definition Classes
    H2OAlgoParams

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

    Permalink
    Definition Classes
    Params

  67. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    DeprecatableParams → Params

  68. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  70. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  71. def intArrayParam(name: String, doc: Option[String] = None): IntArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  72. def intArrayParam(name: String, doc: String): IntArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  73. def intParam(name: String, doc: Option[String] = None): IntParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  74. def intParam(name: String, doc: String): IntParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

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

    Permalink
    Definition Classes
    Params

  76. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

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

    Permalink
    Definition Classes
    Params

  78. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  79. final val keepCrossValidationFoldAssignment: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams

  80. final val keepCrossValidationPredictions: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams

  81. final val labelCol: Param[String]

    Permalink
    Definition Classes
    H2OAlgoParams

  82. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  89. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  94. def longParam(name: String, doc: Option[String] = None): LongParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  95. def longParam(name: String, doc: String): LongParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

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

    Permalink
    Definition Classes
    AnyRef

  97. final val nfolds: IntParam

    Permalink
    Definition Classes
    H2OAlgoParams

  98. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  99. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  100. def nullableDoubleArrayParam(name: String, doc: Option[String] = None): NullableDoubleArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  101. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  102. def nullableStringArrayParam(name: String, doc: Option[String] = None): NullableStringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  103. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

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

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  105. def nullableStringParam(name: String, doc: String): NullableStringParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  106. final val parallelizeCrossValidation: BooleanParam

    Permalink
    Definition Classes
    H2OAlgoParams

  107. def param[T](name: String, doc: Option[String] = None): Param[T]

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  108. def param[T](name: String, doc: String): Param[T]

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  109. def paramTag: ClassTag[DeepLearningParameters]

    Permalink
    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  110. var parameters: DeepLearningParameters

    Permalink
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsHelper

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

    Permalink
    Definition Classes
    Params

  112. final val ratio: DoubleParam

    Permalink
    Definition Classes
    H2OAlgoParams

  113. 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
    H2OAlgoParams → DeprecatableParams

  114. def save(path: String): Unit

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

  115. def schemaTag: ClassTag[H2O_SCHEMA]

    Permalink
    Attributes
    protected
    Definition Classes
    H2ODeepLearningParams → H2OAlgoParamsHelper

  116. final val seed: LongParam

    Permalink
    Definition Classes
    H2OAlgoParams

  117. final def set(paramPair: ParamPair[_]): H2ODeepLearning.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  118. final def set(param: String, value: Any): H2ODeepLearning.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  119. final def set[T](param: Param[T], value: T): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    Params

  120. def setAllStringColumnsToCategorical(transform: Boolean): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  121. def setColumnsToCategorical(columns: Array[String]): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  122. def setColumnsToCategorical(first: String, others: String*): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  123. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  124. final def setDefault(paramPairs: ParamPair[_]*): H2ODeepLearning.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  125. final def setDefault[T](param: Param[T], value: T): H2ODeepLearning.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  126. def setDistribution(value: DistributionFamily): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  127. def setEpochs(value: Double): H2ODeepLearning.this.type

    Permalink

    Definition Classes
    H2ODeepLearningParams

  128. def setFeaturesCol(first: String): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  129. def setFeaturesCols(cols: Array[String]): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  130. def setFeaturesCols(first: String, others: String*): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  131. def setFoldCol(value: String): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  132. def setHidden(value: Array[Int]): H2ODeepLearning.this.type

    Permalink

    Definition Classes
    H2ODeepLearningParams

  133. def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  134. def setKeepCrossValidationPredictions(value: Boolean): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  135. def setL1(value: Double): H2ODeepLearning.this.type

    Permalink

    Definition Classes
    H2ODeepLearningParams

  136. def setL2(value: Double): H2ODeepLearning.this.type

    Permalink

    Definition Classes
    H2ODeepLearningParams

  137. def setLabelCol(value: String): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  138. def setNfolds(value: Int): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  139. def setParallelizeCrossValidation(value: Boolean): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  140. def setParams(params: DeepLearningParameters): Unit

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  141. def setPredictionCol(value: String): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams
    Annotations
    @DeprecatedMethod( "setLabelCol" )

  142. def setReproducible(value: Boolean): H2ODeepLearning.this.type

    Permalink

    Definition Classes
    H2ODeepLearningParams

  143. def setSeed(value: Long): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  144. def setTrainRatio(value: Double): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  145. def setWeightCol(value: String): H2ODeepLearning.this.type

    Permalink
    Definition Classes
    H2OAlgoParams

  146. def stringArrayParam(name: String, doc: Option[String] = None): StringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  147. def stringArrayParam(name: String, doc: String): StringArrayParam

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  148. def stringParam(name: String, doc: Option[String] = None): Param[String]

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

  149. def stringParam(name: String, doc: String): Param[String]

    Permalink
    Definition Classes
    H2OAlgoParamsHelper

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

    Permalink
    Definition Classes
    AnyRef

  151. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

  152. def trainModel(params: DeepLearningParameters): H2OMOJOModel

    Permalink
    Definition Classes
    H2ODeepLearning → H2OAlgorithm

  153. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    H2OAlgorithm → PipelineStage
    Annotations
    @DeveloperApi()

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  155. val uid: String

    Permalink
    Definition Classes
    H2ODeepLearning → Identifiable

  156. def updateH2OParams(): Unit

    Permalink

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

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

    Definition Classes
    H2ODeepLearningParams → H2OAlgoParams

  157. final def wait(): Unit

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

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

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

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

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

  160. final val weightCol: NullableStringParam

    Permalink
    Definition Classes
    H2OAlgoParams

  161. def write: MLWriter

    Permalink
    Definition Classes
    H2OAlgorithm → MLWritable
    Annotations
    @Since( "1.6.0" )

Inherited from H2ODeepLearningParams

Inherited from H2OAlgorithm[DeepLearningParameters, H2OMOJOModel]

Inherited from H2OAlgoParams[DeepLearningParameters]

Inherited from DeprecatableParams

Inherited from H2OAlgoParamsHelper[DeepLearningParameters]

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