Trait

ai.h2o.sparkling.ml.models

H2ODimReductionMOJOModel

Related Doc: package models

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trait H2ODimReductionMOJOModel extends H2OFeatureMOJOModel with H2ODimReductionExtraParams

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Inherited
  1. H2ODimReductionMOJOModel
  2. H2ODimReductionExtraParams
  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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  1. abstract val uid: String

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    Definition Classes
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Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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  2. final def ##(): Int

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

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

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  5. def applyPredictionUdf(dataset: Dataset[_], udfConstructor: (Array[String]) ⇒ UserDefinedFunction): DataFrame

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

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    Attributes
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    H2OMOJOModelH2OMOJOFlattenedInput
  7. final def asInstanceOf[T0]: T0

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

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  9. final def clear(param: Param[_]): H2ODimReductionMOJOModel.this.type

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    Params
  10. def clone(): AnyRef

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

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    Attributes
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    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: H2ODimReductionExtraParams): Unit

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    Attributes
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    Definition Classes
    H2ODimReductionExtraParams
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Params
  16. final val crossValidationMetrics: MapStringDoubleParam

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    Attributes
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    H2OMOJOModel
  17. final val crossValidationMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  18. final val crossValidationMetricsSummary: NullableDataFrameParam

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    H2OMOJOModel
  19. var crossValidationModels: Array[H2OMOJOModel]

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    H2OMOJOModel
  20. final val dataFrameSerializer: Param[String]

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

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    Params
  22. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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

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

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  25. def equals(arg0: Any): Boolean

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

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    Params
  27. def explainParams(): String

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

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    Definition Classes
    H2OMOJOModelUtils
  29. def extractFeatureImportances(outputJson: JsonObject): DataFrame

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    H2OMOJOModelUtils
  30. def extractFeatureTypes(outputJson: JsonObject): Map[String, String]

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

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

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

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    H2OMOJOModelUtils
  34. final def extractParamMap(): ParamMap

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

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

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

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    H2OMOJOModelUtils
  38. final val featureImportances: NullableDataFrameParam

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    H2OMOJOModel
  39. final val featureTypes: MapStringStringParam

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    HasFeatureTypesOnMOJO
  40. def finalize(): Unit

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

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

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

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  44. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  45. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  46. 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
  47. 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
  48. 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
  49. def getCrossValidationModels(): Seq[H2ODimReductionMOJOModel.this.type]

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    Definition Classes
    H2OMOJOModel
  50. 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
  51. 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
  52. def getDataFrameSerializer(): String

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

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    Params
  54. def getDomainValues(): Map[String, Array[String]]

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    H2OMOJOModel
  55. def getFeatureImportances(): DataFrame

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

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

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    Definition Classes
    HasInputColsOnMOJO
  58. def getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  59. def getModelDetails(): String

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

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    H2OMOJOModelUtils
  61. def getModelJson(mojo: File): JsonObject

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    H2OMOJOModelUtils
  62. final def getOrDefault[T](param: Param[T]): T

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    Params
  63. def getOutputCol(): String

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

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    Params
  65. def getRelevantColumnNames(flatDataFrame: DataFrame, inputs: Array[String]): Array[String]

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    H2OMOJOFlattenedInput
  66. def getScoringHistory(): DataFrame

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    H2OMOJOModel
  67. 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
  68. 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
  69. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  70. 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
  71. 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
  72. final def hasDefault[T](param: Param[T]): Boolean

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

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    Params
  74. def hasParent: Boolean

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    Model
  75. def hashCode(): Int

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

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    Attributes
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    Logging
  77. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging
  78. val inputCols: NullableStringArrayParam

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    HasInputColsOnMOJO
  79. def inputColumnNames: Array[String]

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    H2ODimReductionMOJOModelH2OMOJOFlattenedInput
  80. def intArrayParam(name: String, doc: String): IntArrayParam

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

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

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  83. final def isInstanceOf[T0]: Boolean

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

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  85. def isTraceEnabled(): Boolean

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

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    H2OMOJOModelUtils
  87. def log: Logger

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

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

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

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

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

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

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    Logging
  94. def logName: String

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

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

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

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    Logging
  98. def logWarning(msg: ⇒ String): Unit

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

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  100. final val modelCategory: NullableStringParam

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    H2OMOJOModel
  101. final val modelDetails: NullableStringParam

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    H2OMOJOModel
  102. def mojoUDF: UserDefinedFunction

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    H2ODimReductionMOJOModelH2OFeatureMOJOModel
  103. final def ne(arg0: AnyRef): Boolean

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  104. final def notify(): Unit

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  105. final def notifyAll(): Unit

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  106. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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

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

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

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

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

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

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

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  114. def outputColumnName: String

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    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  115. def outputSchema: Seq[StructField]

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    H2ODimReductionExtraParamsH2OFeatureEstimatorBase
  116. def param[T](name: String, doc: String): Param[T]

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

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    Params
  118. var parent: Estimator[H2OMOJOModel]

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    Model
  119. def reconstructedEnabled: Boolean

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    protected
  120. def save(path: String): Unit

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

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    H2OMOJOModel
  122. final def set(paramPair: ParamPair[_]): H2ODimReductionMOJOModel.this.type

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  123. final def set(param: String, value: Any): H2ODimReductionMOJOModel.this.type

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  124. final def set[T](param: Param[T], value: T): H2ODimReductionMOJOModel.this.type

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  125. def setDataFrameSerializer(fullClassName: String): H2ODimReductionMOJOModel.this.type

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    Definition Classes
    H2OBaseMOJOParams
  126. final def setDefault(paramPairs: ParamPair[_]*): H2ODimReductionMOJOModel.this.type

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  127. final def setDefault[T](param: Param[T], value: T): H2ODimReductionMOJOModel.this.type

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  128. def setMojo(mojo: File): H2ODimReductionMOJOModel.this.type

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    Definition Classes
    HasMojo
  129. def setMojo(mojo: InputStream, mojoName: String): H2ODimReductionMOJOModel.this.type

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    Definition Classes
    HasMojo
  130. def setMojo(mojo: InputStream): H2ODimReductionMOJOModel.this.type

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    Definition Classes
    HasMojo
  131. def setOutputCol(name: String): H2ODimReductionMOJOModel.this.type

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

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    Definition Classes
    Model
  133. def stringArrayParam(name: String, doc: String): StringArrayParam

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

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

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    AnyRef
  136. def toString(): String

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    Identifiable → AnyRef → Any
  137. final val trainingMetrics: MapStringDoubleParam

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    H2OMOJOModel
  138. final val trainingMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  139. final val trainingParams: MapStringStringParam

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  145. 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
  146. def validate(schema: StructType): Unit

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    H2ODimReductionExtraParamsH2OFeatureEstimatorBase
  147. final val validationMetrics: MapStringDoubleParam

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    H2OMOJOModel
  148. final val validationMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  149. final def wait(): Unit

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    @throws( ... )
  150. final def wait(arg0: Long, arg1: Int): Unit

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    Annotations
    @throws( ... )
  151. final def wait(arg0: Long): Unit

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    AnyRef
    Annotations
    @throws( ... )
  152. def write: MLWriter

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    Definition Classes
    H2OMOJOWritable → MLWritable

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