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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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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Type Members

  1. class SerializationWarningsObject extends Serializable

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    Definition Classes
    H2OMOJOModel

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 coefficients: NullableDataFrameParam

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  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 copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
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    Definition Classes
    Params
  15. final val crossValidationMetrics: MapStringDoubleParam

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  19. var crossValidationModelsScoringHistory: NullableDataFrameArrayParam

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

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

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

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

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

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

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    Definition Classes
    AnyRef → Any
  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. def extractCoefficients(outputJson: JsonObject): DataFrame

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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    Definition Classes
    AnyRef → Any
  47. def getCoefficients(): DataFrame

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    Definition Classes
    H2OMOJOModel
  48. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  49. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  50. 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
  51. 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
  52. 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
  53. def getCrossValidationModels(): Seq[H2OFeatureMOJOModel.this.type]

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

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    Definition Classes
    H2OMOJOModel
  55. 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
  56. 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
  57. def getDataFrameSerializer(): String

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

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    Definition Classes
    Params
  59. def getDefaultThreshold(): Double

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

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    Definition Classes
    H2OMOJOModel
  61. def getEndTime(): Long

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    Definition Classes
    H2OMOJOModel
  62. def getFeatureImportances(): DataFrame

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

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    Definition Classes
    HasFeatureTypesOnMOJO
  64. def getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  65. def getModelDetails(): String

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

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

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

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

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

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

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

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    Definition Classes
    H2OMOJOModel
  73. def getScoringHistory(): DataFrame

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    Definition Classes
    H2OMOJOModel
  74. def getStartTime(): Long

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    Definition Classes
    H2OMOJOModel
  75. 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
  76. 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
  77. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  78. 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
  79. 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
  80. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  82. def hasParent: Boolean

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    Definition Classes
    Model
  83. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  84. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  85. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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

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    Params
  87. final def isInstanceOf[T0]: Boolean

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

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    Definition Classes
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  89. def isTraceEnabled(): Boolean

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

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

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    Attributes
    protected
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    H2OMOJOModelUtils
  92. def log: Logger

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  98. def logInfo(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  99. def logName: String

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

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    Attributes
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    Definition Classes
    Logging
  101. def logTrace(msg: ⇒ String): Unit

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  104. final val modelCategory: NullableStringParam

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

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    Attributes
    protected
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    H2OMOJOModel
  106. final val modelSummary: NullableDataFrameParam

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    Attributes
    protected
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    H2OMOJOModel
  107. final def ne(arg0: AnyRef): Boolean

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  109. val nonSerializableField: AnyRef

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

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModel
  113. def outputColumnName: String

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

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

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    Definition Classes
    Model
  116. final val runTime: LongParam

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

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

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

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

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    Attributes
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    Params
  121. final def set[T](param: Param[T], value: T): H2OFeatureMOJOModel.this.type

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

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

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

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

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

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

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

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    Definition Classes
    Model
  129. final val startTime: LongParam

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

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    Definition Classes
    AnyRef
  131. def toString(): String

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

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

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  140. 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
  141. final val validationMetrics: MapStringDoubleParam

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

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

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

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

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  146. 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