Trait

ai.h2o.sparkling.ml.models

H2OGLRMMOJOBase

Related Doc: package models

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trait H2OGLRMMOJOBase extends H2OFeatureMOJOModel with H2ODimReductionMOJOModel with H2OGLRMExtraParams

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Inherited
  1. H2OGLRMMOJOBase
  2. H2OGLRMExtraParams
  3. H2ODimReductionMOJOModel
  4. H2ODimReductionExtraParams
  5. HasInputColsOnMOJO
  6. ParameterConstructorMethods
  7. HasOutputCol
  8. H2OFeatureMOJOModel
  9. H2OFeatureEstimatorBase
  10. H2OMOJOModel
  11. HasFeatureTypesOnMOJO
  12. H2OBaseMOJOParams
  13. HasDataFrameSerializer
  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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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
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  3. final def $[T](param: Param[T]): T

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

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

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    ParameterConstructorMethods
  9. final def clear(param: Param[_]): H2OGLRMMOJOBase.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: 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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    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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    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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    H2OMOJOModel
  21. final val dataFrameSerializer: Param[String]

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

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

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    ParameterConstructorMethods
  26. final val endTime: LongParam

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

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

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

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    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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    Attributes
    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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    @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[H2OGLRMMOJOBase.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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    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 getMaxScoringIterations(): Int

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    Definition Classes
    H2OGLRMExtraParams
  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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    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 getOutputCol(): String

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

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    Definition Classes
    Params
  76. def getReconstructedCol(): String

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    Definition Classes
    H2OGLRMExtraParams
  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 getWithReconstructedCol(): Boolean

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    Definition Classes
    H2OGLRMExtraParams
  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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    Definition Classes
    Model
  90. def hashCode(): Int

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

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

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

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

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  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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    H2OMOJOModel
  117. final val modelDetails: NullableStringParam

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    H2OMOJOModel
  118. final val modelSummary: NullableDataFrameParam

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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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    AnyRef
  121. val nonSerializableField: AnyRef

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    H2OMOJOModel
  122. final def notify(): Unit

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  123. final def notifyAll(): Unit

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

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

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

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

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

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

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

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

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

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  133. def outputColumnName: String

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    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  134. def outputSchema: Seq[StructField]

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

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

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  137. var parent: Estimator[H2OMOJOModel]

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    Definition Classes
    Model
  138. def reconstructedEnabled: Boolean

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    H2OGLRMMOJOBaseH2ODimReductionMOJOModel
  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[_]): H2OGLRMMOJOBase.this.type

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  143. final def set(param: String, value: Any): H2OGLRMMOJOBase.this.type

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  144. final def set[T](param: Param[T], value: T): H2OGLRMMOJOBase.this.type

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    Definition Classes
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  145. def setDataFrameSerializer(fullClassName: String): H2OGLRMMOJOBase.this.type

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    Definition Classes
    H2OBaseMOJOParams
  146. final def setDefault(paramPairs: ParamPair[_]*): H2OGLRMMOJOBase.this.type

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  147. final def setDefault[T](param: Param[T], value: T): H2OGLRMMOJOBase.this.type

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  148. def setMaxScoringIterations(value: Int): H2OGLRMMOJOBase.this.type

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    Definition Classes
    H2OGLRMExtraParams
  149. def setMojo(mojo: File): H2OGLRMMOJOBase.this.type

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    Definition Classes
    HasMojo
  150. def setMojo(mojo: InputStream, mojoName: String): H2OGLRMMOJOBase.this.type

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    Definition Classes
    HasMojo
  151. def setMojo(mojo: InputStream): H2OGLRMMOJOBase.this.type

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    Definition Classes
    HasMojo
  152. def setOutputCol(name: String): H2OGLRMMOJOBase.this.type

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

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    Definition Classes
    Model
  154. def setReconstructedCol(name: String): H2OGLRMMOJOBase.this.type

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    Definition Classes
    H2OGLRMExtraParams
  155. def setWithReconstructedCol(flag: Boolean): H2OGLRMMOJOBase.this.type

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    Definition Classes
    H2OGLRMExtraParams
  156. final val startTime: LongParam

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

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

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

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    Definition Classes
    AnyRef
  160. def toString(): String

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

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    H2OMOJOModel
  162. final val trainingMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  163. final val trainingParams: MapStringStringParam

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    H2OMOJOWritable → MLWritable

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 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