Class/Object

ai.h2o.sparkling.ml.models

H2OGLRMMOJOModel

Related Docs: object H2OGLRMMOJOModel | package models

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class H2OGLRMMOJOModel extends H2OFeatureMOJOModel with H2OGLRMMOJOBase with ParameterConstructorMethods with Logging

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Inherited
  1. H2OGLRMMOJOModel
  2. H2OGLRMMOJOBase
  3. H2OGLRMExtraParams
  4. H2ODimReductionMOJOModel
  5. H2ODimReductionExtraParams
  6. HasInputColsOnMOJO
  7. ParameterConstructorMethods
  8. HasOutputCol
  9. H2OFeatureMOJOModel
  10. H2OFeatureEstimatorBase
  11. H2OMOJOModel
  12. HasFeatureTypesOnMOJO
  13. H2OBaseMOJOParams
  14. SpecificMOJOParameters
  15. H2OMOJOModelUtils
  16. Logging
  17. H2OMOJOWritable
  18. MLWritable
  19. HasMojo
  20. H2OMOJOFlattenedInput
  21. Model
  22. Transformer
  23. PipelineStage
  24. Logging
  25. Params
  26. Serializable
  27. Serializable
  28. Identifiable
  29. AnyRef
  30. Any
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Instance Constructors

  1. new H2OGLRMMOJOModel(uid: String)

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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
    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[_]): H2OGLRMMOJOModel.this.type

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    Definition Classes
    Params
  10. def clone(): AnyRef

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    Attributes
    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: H2ODimReductionExtraParams): Unit

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    Attributes
    protected
    Definition Classes
    H2OGLRMExtraParamsH2ODimReductionExtraParams
  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
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    Definition Classes
    H2OMOJOModel
  17. final val crossValidationMetricsObject: NullableMetricsParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  18. final val crossValidationMetricsSummary: NullableDataFrameParam

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  20. final def defaultCopy[T <: Params](extra: ParamMap): T

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

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

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

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    Definition Classes
    AnyRef
  24. def equals(arg0: Any): Boolean

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    Definition Classes
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  25. val expandUserY: BooleanParam

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

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    Definition Classes
    Params
  27. def explainParams(): String

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    Definition Classes
    Params
  28. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
  29. def extractCrossValidationMetricsSummary(modelJson: JsonObject): DataFrame

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

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

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

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

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    Attributes
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    Definition Classes
    H2OMOJOModelUtils
  34. def extractModelCategory(outputJson: JsonObject): internals.H2OModelCategory.Value

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    Attributes
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    Definition Classes
    H2OMOJOModelUtils
  35. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  36. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  37. def extractParams(modelJson: JsonObject): Map[String, String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  38. def extractScoringHistory(outputJson: JsonObject): DataFrame

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    Definition Classes
    H2OMOJOModelUtils
  39. final val featureImportances: NullableDataFrameParam

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    H2OMOJOModel
  40. final val featureTypes: MapStringStringParam

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    Definition Classes
    HasFeatureTypesOnMOJO
  41. def finalize(): Unit

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

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  43. val gammaX: DoubleParam

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  44. val gammaY: DoubleParam

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

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

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  47. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  48. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  49. 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
  50. def getCrossValidationMetricsObject(): H2OGLRMMetrics

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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
    H2OGLRMMOJOModelH2OMOJOModel
  51. 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
  52. def getCrossValidationModels(): Seq[H2OGLRMMOJOModel.this.type]

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    Definition Classes
    H2OMOJOModel
  53. 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
  54. 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
  55. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  56. def getDomainValues(): Map[String, Array[String]]

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    Definition Classes
    H2OMOJOModel
  57. def getExpandUserY(): Boolean

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  58. def getExportCheckpointsDir(): String

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  59. def getFeatureImportances(): DataFrame

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

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    Definition Classes
    HasFeatureTypesOnMOJO
  61. def getGammaX(): Double

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  62. def getGammaY(): Double

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  63. def getIgnoreConstCols(): Boolean

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  64. def getIgnoredCols(): Array[String]

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  65. def getImputeOriginal(): Boolean

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  66. def getInit(): String

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  67. def getInitStepSize(): Double

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  68. def getInputCols(): Array[String]

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    Definition Classes
    HasInputColsOnMOJO
  69. def getK(): Int

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  70. def getLoadingName(): String

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  71. def getLoss(): String

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  72. def getLossByCol(): Array[String]

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  73. def getMaxIterations(): Int

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  74. def getMaxRuntimeSecs(): Double

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  75. def getMaxScoringIterations(): Int

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    Definition Classes
    H2OGLRMExtraParams
  76. def getMaxUpdates(): Int

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  77. def getMinStepSize(): Double

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  78. def getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  79. def getModelDetails(): String

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

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

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    Attributes
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    Definition Classes
    H2OMOJOModelUtils
  82. def getMultiLoss(): String

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

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    Definition Classes
    Params
  84. def getOutputCol(): String

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

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    Definition Classes
    Params
  86. def getPeriod(): Int

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  87. def getReconstructedCol(): String

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    Definition Classes
    H2OGLRMExtraParams
  88. def getRecoverSvd(): Boolean

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  89. def getRegularizationX(): String

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  90. def getRegularizationY(): String

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

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    Attributes
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    H2OMOJOFlattenedInput
  92. def getRepresentationName(): String

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  93. def getScoreEachIteration(): Boolean

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  94. def getScoringHistory(): DataFrame

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    Definition Classes
    H2OMOJOModel
  95. def getSeed(): Long

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  96. def getSvdMethod(): String

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  97. 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
  98. def getTrainingMetricsObject(): H2OGLRMMetrics

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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
    H2OGLRMMOJOModelH2OMOJOModel
  99. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  100. def getTransform(): String

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  101. 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
  102. def getValidationMetricsObject(): H2OGLRMMetrics

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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
    H2OGLRMMOJOModelH2OMOJOModel
  103. def getWithReconstructedCol(): Boolean

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    Definition Classes
    H2OGLRMExtraParams
  104. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  105. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  106. def hasParent: Boolean

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    Definition Classes
    Model
  107. def hashCode(): Int

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  108. val ignoreConstCols: BooleanParam

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  109. val ignoredCols: NullableStringArrayParam

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  110. val imputeOriginal: BooleanParam

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  111. val init: NullableStringParam

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  112. val initStepSize: DoubleParam

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  113. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging
  114. val inputCols: NullableStringArrayParam

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    HasInputColsOnMOJO
  115. def inputColumnNames: Array[String]

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

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

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

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  119. final def isInstanceOf[T0]: Boolean

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

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  121. def isTraceEnabled(): Boolean

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

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    H2OMOJOModelUtils
  123. val k: IntParam

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  124. val loadingName: NullableStringParam

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  125. def log: Logger

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

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

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

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

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

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

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    Logging
  132. def logName: String

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

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

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

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

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

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  138. val loss: NullableStringParam

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  139. val lossByCol: NullableStringArrayParam

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  140. val maxIterations: IntParam

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  141. val maxRuntimeSecs: DoubleParam

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  142. val maxUpdates: IntParam

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  143. val minStepSize: DoubleParam

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  144. final val modelCategory: NullableStringParam

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    H2OMOJOModel
  145. final val modelDetails: NullableStringParam

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    H2OMOJOModel
  146. def mojoUDF: UserDefinedFunction

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    H2ODimReductionMOJOModelH2OFeatureMOJOModel
  147. val multiLoss: NullableStringParam

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

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  149. final def notify(): Unit

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  150. final def notifyAll(): Unit

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

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

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

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

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

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

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

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

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

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  160. def outputColumnName: String

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    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  161. def outputSchema: Seq[StructField]

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    H2OGLRMExtraParamsH2ODimReductionExtraParamsH2OFeatureEstimatorBase
  162. def param[T](name: String, doc: String): Param[T]

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

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  164. var parent: Estimator[H2OMOJOModel]

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    Definition Classes
    Model
  165. val period: IntParam

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  166. def reconstructedEnabled: Boolean

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    H2OGLRMMOJOBaseH2ODimReductionMOJOModel
  167. val recoverSvd: BooleanParam

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  168. val regularizationX: NullableStringParam

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  169. val regularizationY: NullableStringParam

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  170. val representationName: NullableStringParam

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  171. def save(path: String): Unit

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    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  172. val scoreEachIteration: BooleanParam

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  173. final val scoringHistory: NullableDataFrameParam

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    H2OMOJOModel
  174. val seed: LongParam

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  175. final def set(paramPair: ParamPair[_]): H2OGLRMMOJOModel.this.type

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  176. final def set(param: String, value: Any): H2OGLRMMOJOModel.this.type

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  177. final def set[T](param: Param[T], value: T): H2OGLRMMOJOModel.this.type

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  178. final def setDefault(paramPairs: ParamPair[_]*): H2OGLRMMOJOModel.this.type

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  179. final def setDefault[T](param: Param[T], value: T): H2OGLRMMOJOModel.this.type

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  180. def setMaxScoringIterations(value: Int): H2OGLRMMOJOModel.this.type

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    Definition Classes
    H2OGLRMExtraParams
  181. def setMojo(mojo: File): H2OGLRMMOJOModel.this.type

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    Definition Classes
    HasMojo
  182. def setMojo(mojo: InputStream, mojoName: String): H2OGLRMMOJOModel.this.type

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    Definition Classes
    HasMojo
  183. def setMojo(mojo: InputStream): H2OGLRMMOJOModel.this.type

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    Definition Classes
    HasMojo
  184. def setOutputCol(name: String): H2OGLRMMOJOModel.this.type

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

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    Definition Classes
    Model
  186. def setReconstructedCol(name: String): H2OGLRMMOJOModel.this.type

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    Definition Classes
    H2OGLRMExtraParams
  187. def setWithReconstructedCol(flag: Boolean): H2OGLRMMOJOModel.this.type

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    Definition Classes
    H2OGLRMExtraParams
  188. def stringArrayParam(name: String, doc: String): StringArrayParam

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

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  190. val svdMethod: NullableStringParam

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

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    Definition Classes
    AnyRef
  192. def toString(): String

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  194. final val trainingMetricsObject: NullableMetricsParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  195. final val trainingParams: MapStringStringParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  196. def transform(dataset: Dataset[_]): DataFrame

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

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

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  199. val transform: NullableStringParam

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    Attributes
    protected
  200. def transformSchema(schema: StructType): StructType

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  202. val uid: String

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    Definition Classes
    H2OGLRMMOJOModel → Identifiable
  203. 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
  204. def validate(schema: StructType): Unit

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    Attributes
    protected
    Definition Classes
    H2OGLRMExtraParamsH2ODimReductionExtraParamsH2OFeatureEstimatorBase
  205. final val validationMetrics: MapStringDoubleParam

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

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

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

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

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

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    Definition Classes
    H2OMOJOWritable → MLWritable

Inherited from H2OGLRMMOJOBase

Inherited from H2OGLRMExtraParams

Inherited from H2ODimReductionMOJOModel

Inherited from HasInputColsOnMOJO

Inherited from HasOutputCol

Inherited from H2OFeatureMOJOModel

Inherited from H2OFeatureEstimatorBase

Inherited from H2OMOJOModel

Inherited from HasFeatureTypesOnMOJO

Inherited from H2OBaseMOJOParams

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