Packages

class H2OAutoML extends Estimator[H2OMOJOModel] with H2OAlgoCommonUtils with DefaultParamsWritable with H2OAutoMLParams with RestCommunication

H2O AutoML algorithm exposed via Spark ML pipelines.

Linear Supertypes
H2OAutoMLParams, HasMonotoneConstraints, H2OCommonSupervisedParams, H2OCommonParams, H2OSupervisedMOJOParams, H2OMOJOAlgoSharedParams, DefaultParamsWritable, MLWritable, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OAutoML
  2. H2OAutoMLParams
  3. HasMonotoneConstraints
  4. H2OCommonSupervisedParams
  5. H2OCommonParams
  6. H2OSupervisedMOJOParams
  7. H2OMOJOAlgoSharedParams
  8. DefaultParamsWritable
  9. MLWritable
  10. H2OAlgoCommonUtils
  11. EstimatorCommonUtils
  12. RestCommunication
  13. RestEncodingUtils
  14. Logging
  15. Estimator
  16. PipelineStage
  17. Logging
  18. Params
  19. Serializable
  20. Serializable
  21. Identifiable
  22. AnyRef
  23. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OAutoML()
  2. new H2OAutoML(uid: String)

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. def checkResponseCode(connection: HttpURLConnection): Unit
    Definition Classes
    RestCommunication
  7. final def clear(param: Param[_]): H2OAutoML.this.type
    Definition Classes
    Params
  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  9. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  10. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  11. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  12. def copy(extra: ParamMap): H2OAutoML.this.type
    Definition Classes
    H2OAutoML → Estimator → PipelineStage → Params
  13. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  15. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  16. final val detailedPredictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  17. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  18. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  19. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  20. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  21. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  22. def explainParams(): String
    Definition Classes
    Params
  23. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  24. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  25. final val featuresCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  26. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  27. def fit(dataset: Dataset[_]): H2OMOJOModel
    Definition Classes
    H2OAutoML → Estimator
  28. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  29. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  30. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  31. final val foldCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  32. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  33. def getAllStringColumnsToCategorical(): Boolean
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$2 , x$1 )
  34. def getBalanceClasses(): Boolean
    Definition Classes
    H2OAutoMLParams
  35. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  36. def getClassSamplingFactors(): Array[Float]
    Definition Classes
    H2OAutoMLParams
  37. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  38. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  39. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  40. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  41. def getDetailedPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  42. def getExcludeAlgos(): Array[String]
    Definition Classes
    H2OAutoMLParams
  43. def getExcludedCols(): Seq[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams → H2OCommonParams
  44. def getFeaturesCols(): Array[String]
    Definition Classes
    H2OCommonParams → H2OMOJOAlgoSharedParams
  45. def getFoldCol(): String
    Definition Classes
    H2OCommonParams
  46. def getIgnoredCols(): Array[String]
    Definition Classes
    H2OAutoMLParams
  47. def getIncludeAlgos(): Array[String]
    Definition Classes
    H2OAutoMLParams
  48. def getKeepCrossValidationModels(): Boolean
    Definition Classes
    H2OAutoMLParams
  49. def getKeepCrossValidationPredictions(): Boolean
    Definition Classes
    H2OAutoMLParams
  50. def getLabelCol(): String
    Definition Classes
    H2OCommonSupervisedParams
  51. def getLeaderboard(extraColumns: Array[String]): DataFrame
  52. def getLeaderboard(extraColumns: ArrayList[String]): DataFrame
  53. def getLeaderboard(extraColumns: String*): DataFrame
  54. def getMaxAfterBalanceSize(): Float
    Definition Classes
    H2OAutoMLParams
  55. def getMaxModels(): Int
    Definition Classes
    H2OAutoMLParams
  56. def getMaxRuntimeSecs(): Double
    Definition Classes
    H2OAutoMLParams
  57. def getMonotoneConstraints(): Map[String, Double]
    Definition Classes
    HasMonotoneConstraints
  58. def getNamedMojoOutputColumns(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  59. def getNfolds(): Int
    Definition Classes
    H2OCommonParams
  60. def getOffsetCol(): String
    Definition Classes
    H2OSupervisedMOJOParams
  61. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  62. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  63. def getPredictionCol(): String
    Definition Classes
    H2OMOJOAlgoSharedParams
  64. def getProjectName(): String
    Definition Classes
    H2OAutoMLParams
  65. def getSeed(): Long
    Definition Classes
    H2OCommonParams
  66. def getSortMetric(): String
    Definition Classes
    H2OAutoMLParams
  67. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  68. def getStoppingMetric(): String
    Definition Classes
    H2OAutoMLParams
  69. def getStoppingRounds(): Int
    Definition Classes
    H2OAutoMLParams
  70. def getStoppingTolerance(): Double
    Definition Classes
    H2OAutoMLParams
  71. def getWeightCol(): String
    Definition Classes
    H2OCommonParams
  72. def getWithContributions(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  73. def getWithLeafNodeAssignments(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
  74. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  75. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  76. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  77. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  78. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  80. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  81. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  82. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  83. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  84. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  85. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  86. final val labelCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OCommonSupervisedParams
  87. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  88. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  89. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  90. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  91. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  92. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  93. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  94. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  95. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  96. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  97. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  98. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  99. final val namedMojoOutputColumns: Param[Boolean]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  100. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  101. final val nfolds: IntParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  102. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  103. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  104. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  105. final val predictionCol: Param[String]
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  106. def prepareDatasetForFitting(dataset: Dataset[_]): (H2OFrame, Option[H2OFrame])
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  107. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)])(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  108. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  109. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  110. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  111. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  112. final val seed: LongParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  113. final def set(paramPair: ParamPair[_]): H2OAutoML.this.type
    Attributes
    protected
    Definition Classes
    Params
  114. final def set(param: String, value: Any): H2OAutoML.this.type
    Attributes
    protected
    Definition Classes
    Params
  115. final def set[T](param: Param[T], value: T): H2OAutoML.this.type
    Definition Classes
    Params
  116. def setAllStringColumnsToCategorical(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$4 , x$3 )
  117. def setBalanceClasses(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  118. def setClassSamplingFactors(value: Array[Float]): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  119. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  120. def setColumnsToCategorical(columns: Array[String]): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  121. def setColumnsToCategorical(first: String, others: String*): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  122. def setConvertInvalidNumbersToNa(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  123. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  124. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoML.this.type
    Attributes
    protected
    Definition Classes
    Params
  125. final def setDefault[T](param: Param[T], value: T): H2OAutoML.this.type
    Attributes
    protected
    Definition Classes
    Params
  126. def setDetailedPredictionCol(columnName: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  127. def setExcludeAlgos(value: Array[String]): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  128. def setFeaturesCol(first: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  129. def setFeaturesCols(columnNames: ArrayList[String]): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  130. def setFeaturesCols(columnNames: Array[String]): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  131. def setFeaturesCols(first: String, others: String*): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  132. def setFoldCol(columnName: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  133. def setIgnoredCols(value: Array[String]): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  134. def setIncludeAlgos(value: Array[String]): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  135. def setKeepCrossValidationModels(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  136. def setKeepCrossValidationPredictions(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  137. def setLabelCol(columnName: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonSupervisedParams
  138. def setMaxAfterBalanceSize(value: Float): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  139. def setMaxModels(value: Int): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  140. def setMaxRuntimeSecs(value: Double): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  141. def setMonotoneConstraints(value: Map[String, Double]): H2OAutoML.this.type
    Definition Classes
    HasMonotoneConstraints
  142. def setNamedMojoOutputColumns(value: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  143. def setNfolds(value: Int): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  144. def setOffsetCol(columnName: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonSupervisedParams
  145. def setPredictionCol(columnName: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  146. def setProjectName(value: String): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  147. def setSeed(value: Long): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  148. def setSortMetric(value: String): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  149. def setSplitRatio(ratio: Double): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  150. def setStoppingMetric(value: String): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  151. def setStoppingRounds(value: Int): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  152. def setStoppingTolerance(value: Double): H2OAutoML.this.type
    Definition Classes
    H2OAutoMLParams
  153. def setWeightCol(columnName: String): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  154. def setWithContributions(enabled: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  155. def setWithDetailedPredictionCol(enabled: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
    Annotations
    @DeprecatedMethod( x$6 , x$5 )
  156. def setWithLeafNodeAssignments(enabled: Boolean): H2OAutoML.this.type
    Definition Classes
    H2OCommonParams
  157. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  158. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  159. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  160. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  161. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  162. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  163. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  164. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  165. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  166. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OAutoML → PipelineStage
    Annotations
    @DeveloperApi()
  167. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  168. val uid: String
    Definition Classes
    H2OAutoML → Identifiable
  169. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  170. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  171. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  172. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  173. final val weightCol: NullableStringParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  174. final val withContributions: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  175. final val withDetailedPredictionCol: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  176. final val withLeafNodeAssignments: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OMOJOAlgoSharedParams
  177. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

Deprecated Value Members

  1. def getWithDetailedPredictionCol(): Boolean
    Definition Classes
    H2OMOJOAlgoSharedParams
    Annotations
    @deprecated
    Deprecated

    (Since version )

Inherited from H2OAutoMLParams

Inherited from HasMonotoneConstraints

Inherited from H2OCommonSupervisedParams

Inherited from H2OCommonParams

Inherited from H2OSupervisedMOJOParams

Inherited from H2OMOJOAlgoSharedParams

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

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