Trait

ai.h2o.sparkling.ml.models

H2OAutoEncoderMOJOBase

Related Doc: package models

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trait H2OAutoEncoderMOJOBase extends H2OFeatureMOJOModel with H2OAutoEncoderExtraParams

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Inherited
  1. H2OAutoEncoderMOJOBase
  2. H2OAutoEncoderExtraParams
  3. HasInputColsOnMOJO
  4. ParameterConstructorMethods
  5. HasOutputCol
  6. H2OFeatureMOJOModel
  7. H2OFeatureEstimatorBase
  8. H2OMOJOModel
  9. HasFeatureTypesOnMOJO
  10. H2OBaseMOJOParams
  11. HasDataFrameSerializer
  12. SpecificMOJOParameters
  13. H2OMOJOModelUtils
  14. Logging
  15. H2OMOJOWritable
  16. MLWritable
  17. HasMojo
  18. H2OMOJOFlattenedInput
  19. Model
  20. Transformer
  21. PipelineStage
  22. Logging
  23. Params
  24. Serializable
  25. Serializable
  26. Identifiable
  27. AnyRef
  28. Any
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Abstract Value Members

  1. abstract val uid: String

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    Definition Classes
    Identifiable

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

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

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    Definition Classes
    AnyRef → Any
  5. def applyPredictionUdf(dataset: Dataset[_], udfConstructor: (Array[String]) ⇒ UserDefinedFunction): DataFrame

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    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  6. def applyPredictionUdfToFlatDataFrame(flatDataFrame: DataFrame, udfConstructor: (Array[String]) ⇒ UserDefinedFunction, inputs: Array[String]): DataFrame

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelH2OMOJOFlattenedInput
  7. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  8. def booleanParam(name: String, doc: String): BooleanParam

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    protected
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    ParameterConstructorMethods
  9. final def clear(param: Param[_]): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    Params
  10. def clone(): AnyRef

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    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  11. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  12. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  13. def copy(extra: ParamMap): H2OFeatureMOJOModel

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    Definition Classes
    H2OFeatureMOJOModelH2OMOJOModel → Model → Transformer → PipelineStage → Params
  14. def copyExtraParams(to: H2OAutoEncoderExtraParams): Unit

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    Attributes
    protected
    Definition Classes
    H2OAutoEncoderExtraParams
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
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    Definition Classes
    Params
  16. final val crossValidationMetrics: MapStringDoubleParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  17. final val crossValidationMetricsObject: NullableMetricsParam

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    Definition Classes
    H2OMOJOModel
  18. final val crossValidationMetricsSummary: NullableDataFrameParam

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    Definition Classes
    H2OMOJOModel
  19. var crossValidationModels: Array[H2OMOJOModel]

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    H2OMOJOModel
  20. var crossValidationModelsScoringHistory: NullableDataFrameArrayParam

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    Definition Classes
    H2OMOJOModel
  21. final val dataFrameSerializer: Param[String]

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    Definition Classes
    HasDataFrameSerializer
  22. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Params
  23. final val defaultThreshold: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  24. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Definition Classes
    ParameterConstructorMethods
  25. def doubleParam(name: String, doc: String): DoubleParam

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    ParameterConstructorMethods
  26. final val endTime: LongParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  27. final def eq(arg0: AnyRef): Boolean

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  28. def equals(arg0: Any): Boolean

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

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    Params
  30. def explainParams(): String

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    Definition Classes
    Params
  31. def extractCrossValidationMetricsSummary(modelJson: JsonObject): DataFrame

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  32. def extractFeatureImportances(outputJson: JsonObject): DataFrame

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    Definition Classes
    H2OMOJOModelUtils
  33. def extractFeatureTypes(outputJson: JsonObject): Map[String, String]

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    H2OMOJOModelUtils
  34. def extractJsonFieldValue[T](outputJson: JsonObject, fieldName: String, getValue: (JsonElement) ⇒ T, defaultValue: T): T

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    Attributes
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    H2OMOJOModelUtils
  35. def extractJsonTables(outputJson: JsonObject, fieldName: String): Array[DataFrame]

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    Definition Classes
    H2OMOJOModelUtils
  36. def extractMetrics(json: JsonObject, metricType: String): Map[String, Double]

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    Definition Classes
    H2OMOJOModelUtils
  37. def extractMetricsObject(json: JsonObject, metricType: String, algoName: String, modelCategory: internals.H2OModelCategory.Value, dataFrameSerializerGetter: () ⇒ String): H2OMetrics

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    Attributes
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    H2OMOJOModelUtils
  38. def extractModelCategory(outputJson: JsonObject): internals.H2OModelCategory.Value

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    H2OMOJOModelUtils
  39. def extractModelSummary(outputJson: JsonObject): DataFrame

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    protected[ai.h2o.sparkling.ml.models]
    Definition Classes
    H2OMOJOModelUtils
  40. final def extractParamMap(): ParamMap

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    Params
  41. final def extractParamMap(extra: ParamMap): ParamMap

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    Params
  42. def extractParams(modelJson: JsonObject): Map[String, String]

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    H2OMOJOModelUtils
  43. def extractScoringHistory(outputJson: JsonObject): DataFrame

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    H2OMOJOModelUtils
  44. final val featureImportances: NullableDataFrameParam

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    H2OMOJOModel
  45. final val featureTypes: MapStringStringParam

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    HasFeatureTypesOnMOJO
  46. def finalize(): Unit

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    protected[java.lang]
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    Annotations
    @throws( classOf[java.lang.Throwable] )
  47. def floatParam(name: String, doc: String): FloatParam

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

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

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  50. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  51. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  52. def getCrossValidationMetrics(): Map[String, Double]

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    Returns a map of all combined cross-validation holdout metrics of the Double type.

    Returns a map of all combined cross-validation holdout metrics of the Double type.

    Definition Classes
    H2OMOJOModel
  53. def getCrossValidationMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information combined from cross-validation holdouts.

    Returns an object holding all metrics of the Double type and also more complex performance information combined from cross-validation holdouts.

    Definition Classes
    H2OMOJOModel
  54. def getCrossValidationMetricsSummary(): DataFrame

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    Returns a data frame with information about performance of individual folds according to various model metrics.

    Returns a data frame with information about performance of individual folds according to various model metrics.

    Definition Classes
    H2OMOJOModel
  55. def getCrossValidationModels(): Seq[H2OAutoEncoderMOJOBase.this.type]

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    Definition Classes
    H2OMOJOModel
  56. def getCrossValidationModelsScoringHistory(): Array[DataFrame]

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    Definition Classes
    H2OMOJOModel
  57. def getCurrentMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type.

    Returns a map of all metrics of the Double type. If the nfolds parameter was set, the metrics were combined from cross-validation holdouts. If cross validations wasn't enabled, the metrics were calculated from a validation dataset. If the validation dataset wasn't available, the metrics were calculated from the training dataset.

    Definition Classes
    H2OMOJOModel
  58. def getCurrentMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information.

    Returns an object holding all metrics of the Double type and also more complex performance information. If the nfolds parameter was set, the object was combined from cross-validation holdouts. If cross validations wasn't enabled, the object was calculated from a validation dataset. If the validation dataset wasn't available, the object was calculated from the training dataset.

    Definition Classes
    H2OMOJOModel
  59. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer
  60. final def getDefault[T](param: Param[T]): Option[T]

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    Params
  61. def getDefaultThreshold(): Double

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    Definition Classes
    H2OMOJOModel
  62. def getDomainValues(): Map[String, Array[String]]

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    Definition Classes
    H2OMOJOModel
  63. def getEndTime(): Long

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    Definition Classes
    H2OMOJOModel
  64. def getFeatureImportances(): DataFrame

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    Definition Classes
    H2OMOJOModel
  65. def getFeatureTypes(): Map[String, String]

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    Definition Classes
    HasFeatureTypesOnMOJO
  66. def getInputCols(): Array[String]

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    Definition Classes
    HasInputColsOnMOJO
  67. def getMSECol(): String

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    Definition Classes
    H2OAutoEncoderExtraParams
  68. def getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  69. def getModelDetails(): String

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    Definition Classes
    H2OMOJOModel
  70. def getModelDetails(modelJson: JsonObject): String

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    Attributes
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    H2OMOJOModelUtils
  71. def getModelJson(mojo: File): JsonObject

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    Attributes
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    H2OMOJOModelUtils
  72. def getModelSummary(): DataFrame

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    Definition Classes
    H2OMOJOModel
  73. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  74. def getOriginalCol(): String

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    Definition Classes
    H2OAutoEncoderExtraParams
  75. def getOutputCol(): String

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    Definition Classes
    HasOutputCol
  76. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  77. def getRelevantColumnNames(flatDataFrame: DataFrame, inputs: Array[String]): Array[String]

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    Attributes
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    H2OMOJOFlattenedInput
  78. def getRunTime(): Long

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    Definition Classes
    H2OMOJOModel
  79. def getScoringHistory(): DataFrame

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    Definition Classes
    H2OMOJOModel
  80. def getStartTime(): Long

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    Definition Classes
    H2OMOJOModel
  81. def getTrainingMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type calculated on the training dataset.

    Returns a map of all metrics of the Double type calculated on the training dataset.

    Definition Classes
    H2OMOJOModel
  82. def getTrainingMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the training dataset.

    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the training dataset.

    Definition Classes
    H2OMOJOModel
  83. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  84. def getValidationMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type calculated on the validation dataset.

    Returns a map of all metrics of the Double type calculated on the validation dataset.

    Definition Classes
    H2OMOJOModel
  85. def getValidationMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the validation dataset.

    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the validation dataset.

    Definition Classes
    H2OMOJOModel
  86. def getWithMSECol(): Boolean

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    Definition Classes
    H2OAutoEncoderExtraParams
  87. def getWithOriginalCol(): Boolean

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    Definition Classes
    H2OAutoEncoderExtraParams
  88. final def hasDefault[T](param: Param[T]): Boolean

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    Params
  89. def hasParam(paramName: String): Boolean

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    Params
  90. def hasParent: Boolean

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    Model
  91. def hashCode(): Int

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

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    Logging
  93. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging
  94. val inputCols: NullableStringArrayParam

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    HasInputColsOnMOJO
  95. def inputColumnNames: Array[String]

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    H2OAutoEncoderMOJOBaseH2OMOJOFlattenedInput
  96. def intArrayParam(name: String, doc: String): IntArrayParam

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

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

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  99. final def isInstanceOf[T0]: Boolean

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

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  101. def isTraceEnabled(): Boolean

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    protected
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    Logging
  102. def jsonFieldToDataFrame(outputJson: JsonObject, fieldName: String): DataFrame

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    H2OMOJOModelUtils
  103. def jsonFieldToDoubleArray(outputJson: JsonObject, fieldName: String): Array[Double]

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    H2OMOJOModelUtils
  104. def log: Logger

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

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    Logging
  106. def logDebug(msg: ⇒ String): Unit

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

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    Logging
  108. def logError(msg: ⇒ String): Unit

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

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    Logging
  110. def logInfo(msg: ⇒ String): Unit

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    Logging
  111. def logName: String

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

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    Logging
  113. def logTrace(msg: ⇒ String): Unit

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

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

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    Logging
  116. def longParam(name: String, doc: String): LongParam

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  117. final val modelCategory: NullableStringParam

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    H2OMOJOModel
  118. final val modelDetails: NullableStringParam

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    H2OMOJOModel
  119. final val modelSummary: NullableDataFrameParam

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    Attributes
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    H2OMOJOModel
  120. def mojoUDF: UserDefinedFunction

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    H2OAutoEncoderMOJOBaseH2OFeatureMOJOModel
  121. final def ne(arg0: AnyRef): Boolean

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    AnyRef
  122. val nonSerializableField: AnyRef

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    H2OMOJOModel
  123. final def notify(): Unit

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  124. final def notifyAll(): Unit

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    AnyRef
  125. def nullableDataFrameParam(name: String, doc: String): NullableDataFrameParam

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    H2OMOJOModel
  126. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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

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  128. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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  129. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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  130. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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

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  132. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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

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  134. def outputColumnName: String

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    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  135. def outputSchema: Seq[StructField]

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    Attributes
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    H2OAutoEncoderExtraParamsH2OFeatureEstimatorBase
  136. def param[T](name: String, doc: String): Param[T]

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

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    Params
  138. var parent: Estimator[H2OMOJOModel]

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    Definition Classes
    Model
  139. final val runTime: LongParam

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    H2OMOJOModel
  140. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  141. final val scoringHistory: NullableDataFrameParam

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    H2OMOJOModel
  142. final def set(paramPair: ParamPair[_]): H2OAutoEncoderMOJOBase.this.type

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  143. final def set(param: String, value: Any): H2OAutoEncoderMOJOBase.this.type

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  144. final def set[T](param: Param[T], value: T): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
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  145. def setDataFrameSerializer(fullClassName: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OBaseMOJOParams
  146. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoEncoderMOJOBase.this.type

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  147. final def setDefault[T](param: Param[T], value: T): H2OAutoEncoderMOJOBase.this.type

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    Attributes
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    Params
  148. def setMSECol(name: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  149. def setMojo(mojo: File): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasMojo
  150. def setMojo(mojo: InputStream, mojoName: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasMojo
  151. def setMojo(mojo: InputStream): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasMojo
  152. def setOriginalCol(name: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  153. def setOutputCol(name: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasOutputCol
  154. def setParent(parent: Estimator[H2OMOJOModel]): H2OMOJOModel

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    Definition Classes
    Model
  155. def setWithMSECol(flag: Boolean): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  156. def setWithOriginalCol(flag: Boolean): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  157. final val startTime: LongParam

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    H2OMOJOModel
  158. def stringArrayParam(name: String, doc: String): StringArrayParam

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

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

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    Definition Classes
    AnyRef
  161. def toString(): String

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    Definition Classes
    H2OMOJOModel → Identifiable → AnyRef → Any
  162. final val trainingMetrics: MapStringDoubleParam

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    Attributes
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    H2OMOJOModel
  163. final val trainingMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  164. final val trainingParams: MapStringStringParam

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    H2OMOJOModel
  165. def transform(dataset: Dataset[_]): DataFrame

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    Definition Classes
    H2OFeatureMOJOModel → Transformer
  166. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  167. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  168. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OFeatureEstimatorBase → PipelineStage
  169. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  170. def unwrapMojoModel(): MojoModel

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    The method returns an internal H2O-3 mojo model, which can be subsequently used with EasyPredictModelWrapper to perform predictions on individual rows.

    The method returns an internal H2O-3 mojo model, which can be subsequently used with EasyPredictModelWrapper to perform predictions on individual rows.

    Definition Classes
    H2OMOJOModel
  171. def validate(schema: StructType): Unit

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    Attributes
    protected
    Definition Classes
    H2OAutoEncoderExtraParamsH2OFeatureEstimatorBase
  172. final val validationMetrics: MapStringDoubleParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  173. final val validationMetricsObject: NullableMetricsParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  174. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  175. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  176. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  177. def write: MLWriter

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    Definition Classes
    H2OMOJOWritable → MLWritable

Inherited from H2OAutoEncoderExtraParams

Inherited from HasInputColsOnMOJO

Inherited from HasOutputCol

Inherited from H2OFeatureMOJOModel

Inherited from H2OFeatureEstimatorBase

Inherited from H2OMOJOModel

Inherited from HasFeatureTypesOnMOJO

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from SpecificMOJOParameters

Inherited from H2OMOJOModelUtils

Inherited from Logging

Inherited from H2OMOJOWritable

Inherited from MLWritable

Inherited from HasMojo

Inherited from H2OMOJOFlattenedInput

Inherited from Model[H2OMOJOModel]

Inherited from Transformer

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