Class

ai.h2o.sparkling.ml.models

H2OFeatureMOJOModel

Related Doc: package models

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abstract class H2OFeatureMOJOModel extends H2OMOJOModel with H2OFeatureEstimatorBase with SpecificMOJOParameters with HasMojo with H2OMOJOWritable with H2OMOJOFlattenedInput with Logging

Linear Supertypes
H2OFeatureEstimatorBase, H2OMOJOModel, HasFeatureTypesOnMOJO, H2OBaseMOJOParams, HasDataFrameSerializer, SpecificMOJOParameters, H2OMOJOModelUtils, Logging, H2OMOJOWritable, MLWritable, HasMojo, H2OMOJOFlattenedInput, Model[H2OMOJOModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
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  2. By Inheritance
Inherited
  1. H2OFeatureMOJOModel
  2. H2OFeatureEstimatorBase
  3. H2OMOJOModel
  4. HasFeatureTypesOnMOJO
  5. H2OBaseMOJOParams
  6. HasDataFrameSerializer
  7. SpecificMOJOParameters
  8. H2OMOJOModelUtils
  9. Logging
  10. H2OMOJOWritable
  11. MLWritable
  12. HasMojo
  13. H2OMOJOFlattenedInput
  14. Model
  15. Transformer
  16. PipelineStage
  17. Logging
  18. Params
  19. Serializable
  20. Serializable
  21. Identifiable
  22. AnyRef
  23. Any
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Visibility
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Instance Constructors

  1. new H2OFeatureMOJOModel()

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Abstract Value Members

  1. abstract def inputColumnNames: Array[String]

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    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  2. abstract def mojoUDF: UserDefinedFunction

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    Attributes
    protected
  3. abstract def outputSchema: Seq[StructField]

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    Attributes
    protected
    Definition Classes
    H2OFeatureEstimatorBase
  4. abstract val uid: String

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    Definition Classes
    Identifiable
  5. abstract def validate(schema: StructType): Unit

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    Attributes
    protected
    Definition Classes
    H2OFeatureEstimatorBase

Concrete Value Members

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

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    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. final def clear(param: Param[_]): H2OFeatureMOJOModel.this.type

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    Definition Classes
    Params
  9. def clone(): AnyRef

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

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

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

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    Definition Classes
    H2OFeatureMOJOModelH2OMOJOModel → Model → Transformer → PipelineStage → Params
  13. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
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    Definition Classes
    Params
  14. final val crossValidationMetrics: MapStringDoubleParam

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  18. var crossValidationModelsScoringHistory: NullableDataFrameArrayParam

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

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

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    Attributes
    protected
    Definition Classes
    Params
  21. final val defaultThreshold: DoubleParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  22. final val endTime: LongParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  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. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  26. def explainParams(): String

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

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

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  35. def extractModelSummary(outputJson: JsonObject): DataFrame

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

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  40. final val featureImportances: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  41. final val featureTypes: MapStringStringParam

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    Attributes
    protected
    Definition Classes
    HasFeatureTypesOnMOJO
  42. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  43. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  44. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  45. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  46. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  47. 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
  48. 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
  49. 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
  50. def getCrossValidationModels(): Seq[H2OFeatureMOJOModel.this.type]

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

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    Definition Classes
    H2OMOJOModel
  52. 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
  53. 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
  54. def getDataFrameSerializer(): String

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

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    Definition Classes
    Params
  56. def getDefaultThreshold(): Double

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

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    Definition Classes
    H2OMOJOModel
  58. def getEndTime(): Long

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    Definition Classes
    H2OMOJOModel
  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 getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  62. def getModelDetails(): String

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  65. def getModelSummary(): DataFrame

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

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    Definition Classes
    Params
  67. def getParam(paramName: String): Param[Any]

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  69. def getRunTime(): Long

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    Definition Classes
    H2OMOJOModel
  70. def getScoringHistory(): DataFrame

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    Definition Classes
    H2OMOJOModel
  71. def getStartTime(): Long

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    Definition Classes
    H2OMOJOModel
  72. 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
  73. 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
  74. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  75. 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
  76. 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
  77. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  79. def hasParent: Boolean

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    Definition Classes
    Model
  80. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  81. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  82. final def isDefined(param: Param[_]): Boolean

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    Params
  83. final def isInstanceOf[T0]: Boolean

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

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    Definition Classes
    Params
  85. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  86. def jsonFieldToDataFrame(outputJson: JsonObject, fieldName: String): DataFrame

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  87. def jsonFieldToDoubleArray(outputJson: JsonObject, fieldName: String): Array[Double]

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  88. def log: Logger

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    Attributes
    protected
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    Logging
  89. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  90. def logDebug(msg: ⇒ String): Unit

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    protected
    Definition Classes
    Logging
  91. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Attributes
    protected
    Definition Classes
    Logging
  92. def logError(msg: ⇒ String): Unit

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    protected
    Definition Classes
    Logging
  93. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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

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    Definition Classes
    Logging
  95. def logName: String

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

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

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    protected
    Definition Classes
    Logging
  98. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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    protected
    Definition Classes
    Logging
  99. def logWarning(msg: ⇒ String): Unit

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    Attributes
    protected
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    Logging
  100. final val modelCategory: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  101. final val modelDetails: NullableStringParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  102. final val modelSummary: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  103. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  104. val nonSerializableField: AnyRef

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    Definition Classes
    H2OMOJOModel
  105. final def notify(): Unit

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    Definition Classes
    AnyRef
  106. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  107. def nullableDataFrameParam(name: String, doc: String): NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  108. def outputColumnName: String

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    Attributes
    protected
    Definition Classes
    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  109. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  110. var parent: Estimator[H2OMOJOModel]

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    Definition Classes
    Model
  111. final val runTime: LongParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  112. def save(path: String): Unit

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  114. final def set(paramPair: ParamPair[_]): H2OFeatureMOJOModel.this.type

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    Params
  115. final def set(param: String, value: Any): H2OFeatureMOJOModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  116. final def set[T](param: Param[T], value: T): H2OFeatureMOJOModel.this.type

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    Definition Classes
    Params
  117. def setDataFrameSerializer(fullClassName: String): H2OFeatureMOJOModel.this.type

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    Definition Classes
    H2OBaseMOJOParams
  118. final def setDefault(paramPairs: ParamPair[_]*): H2OFeatureMOJOModel.this.type

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    Attributes
    protected
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    Params
  119. final def setDefault[T](param: Param[T], value: T): H2OFeatureMOJOModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  120. def setMojo(mojo: File): H2OFeatureMOJOModel.this.type

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    Definition Classes
    HasMojo
  121. def setMojo(mojo: InputStream, mojoName: String): H2OFeatureMOJOModel.this.type

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    Definition Classes
    HasMojo
  122. def setMojo(mojo: InputStream): H2OFeatureMOJOModel.this.type

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    Definition Classes
    HasMojo
  123. def setParent(parent: Estimator[H2OMOJOModel]): H2OMOJOModel

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    Definition Classes
    Model
  124. final val startTime: LongParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  125. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  126. def toString(): String

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

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

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  135. 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
  136. final val validationMetrics: MapStringDoubleParam

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

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

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

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

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

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    Definition Classes
    H2OMOJOWritable → MLWritable

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