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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Type Members

  1. class SerializationWarningsObject extends Serializable

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    Definition Classes
    H2OMOJOModel

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
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  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    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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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  9. final def clear(param: Param[_]): H2ODimReductionMOJOModel.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 coefficients: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  12. final val convertInvalidNumbersToNa: BooleanParam

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

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

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    Definition Classes
    H2OFeatureMOJOModelH2OMOJOModel → Model → Transformer → PipelineStage → Params
  15. def copyExtraParams(to: H2ODimReductionExtraParams): Unit

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

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    Attributes
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    Definition Classes
    Params
  17. final val crossValidationMetrics: MapStringDoubleParam

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

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    Attributes
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    Definition Classes
    H2OMOJOModel
  19. final val crossValidationMetricsSummary: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  20. var crossValidationModels: Array[H2OMOJOModel]

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    H2OMOJOModel
  21. var crossValidationModelsScoringHistory: NullableDataFrameArrayParam

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

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

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    Attributes
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    Definition Classes
    Params
  24. final val defaultThreshold: DoubleParam

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

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

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    Definition Classes
    ParameterConstructorMethods
  27. final val endTime: LongParam

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

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  29. def equals(arg0: Any): Boolean

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

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    Params
  31. def explainParams(): String

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    Definition Classes
    Params
  32. def extractCoefficients(outputJson: JsonObject): DataFrame

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  33. def extractCrossValidationMetricsSummary(modelJson: JsonObject): DataFrame

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  39. 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
  40. def extractModelCategory(outputJson: JsonObject): internals.H2OModelCategory.Value

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    Definition Classes
    H2OMOJOModelUtils
  41. def extractModelSummary(outputJson: JsonObject): DataFrame

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

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

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

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

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    H2OMOJOModelUtils
  46. final val featureImportances: NullableDataFrameParam

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    protected
    Definition Classes
    H2OMOJOModel
  47. final val featureTypes: MapStringStringParam

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    protected
    Definition Classes
    HasFeatureTypesOnMOJO
  48. def finalize(): Unit

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

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

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    Params
  51. final def getClass(): Class[_]

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  52. def getCoefficients(): DataFrame

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    Definition Classes
    H2OMOJOModel
  53. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  54. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  55. 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
  56. 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
  57. 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
  58. def getCrossValidationModels(): Seq[H2ODimReductionMOJOModel.this.type]

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

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    Definition Classes
    H2OMOJOModel
  60. 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
  61. 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
  62. def getDataFrameSerializer(): String

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

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    Definition Classes
    Params
  64. def getDefaultThreshold(): Double

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

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    Definition Classes
    H2OMOJOModel
  66. def getEndTime(): Long

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    Definition Classes
    H2OMOJOModel
  67. def getFeatureImportances(): DataFrame

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

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

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    Definition Classes
    HasInputColsOnMOJO
  70. def getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  71. def getModelDetails(): String

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  73. def getModelJson(mojo: File): JsonObject

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    Attributes
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    Definition Classes
    H2OMOJOModelUtils
  74. def getModelSummary(): DataFrame

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

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    Definition Classes
    Params
  76. def getOutputCol(): String

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

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

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    Attributes
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    Definition Classes
    H2OMOJOFlattenedInput
  79. def getRunTime(): Long

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    Definition Classes
    H2OMOJOModel
  80. def getScoringHistory(): DataFrame

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    Definition Classes
    H2OMOJOModel
  81. def getStartTime(): Long

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    Definition Classes
    H2OMOJOModel
  82. 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
  83. 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
  84. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  85. 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
  86. 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
  87. final def hasDefault[T](param: Param[T]): Boolean

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

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    Params
  89. def hasParent: Boolean

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    Model
  90. def hashCode(): Int

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    AnyRef → Any
  91. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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

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    Attributes
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    Logging
  93. val inputCols: NullableStringArrayParam

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    HasInputColsOnMOJO
  94. def inputColumnNames: Array[String]

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

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    ParameterConstructorMethods
  96. def intParam(name: String, doc: String): IntParam

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

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  98. final def isInstanceOf[T0]: Boolean

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

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  100. def isTraceEnabled(): Boolean

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

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

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    H2OMOJOModelUtils
  103. def log: Logger

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

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

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

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

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

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

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    Logging
  110. def logName: String

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

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

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

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

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

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  116. final val modelCategory: NullableStringParam

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    Attributes
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    H2OMOJOModel
  117. final val modelDetails: NullableStringParam

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    H2OMOJOModel
  118. final val modelSummary: NullableDataFrameParam

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    Attributes
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    H2OMOJOModel
  119. def mojoUDF: UserDefinedFunction

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

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    Definition Classes
    AnyRef
  121. def nestedJsonFieldToDataFrame(outputJson: JsonObject, parentFieldName: String, fieldName: String): DataFrame

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    Attributes
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    H2OMOJOModelUtils
  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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  125. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam

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  126. def nullableDataFrameParam(name: String, doc: String): NullableDataFrameParam

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

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

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

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

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

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

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

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

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  135. def outputColumnName: String

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    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  136. def outputSchema: Seq[StructField]

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

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

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    Params
  139. var parent: Estimator[H2OMOJOModel]

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    Definition Classes
    Model
  140. def reconstructedEnabled: Boolean

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    protected
  141. final val runTime: LongParam

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

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

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

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

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

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    Definition Classes
    Params
  147. def setDataFrameSerializer(fullClassName: String): H2ODimReductionMOJOModel.this.type

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

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

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    Attributes
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    Params
  150. def setMojo(mojo: File): H2ODimReductionMOJOModel.this.type

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

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

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

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

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    Definition Classes
    Model
  155. final val startTime: LongParam

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

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

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

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    Definition Classes
    AnyRef
  159. def toString(): String

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

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    Attributes
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    H2OMOJOModel
  161. final val trainingMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  162. final val trainingParams: MapStringStringParam

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  168. 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
  169. def validate(schema: StructType): Unit

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    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParamsH2OFeatureEstimatorBase
  170. final val validationMetrics: MapStringDoubleParam

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

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

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

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

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

    Permalink
    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