Class/Object

ai.h2o.sparkling.ml.models

H2OMOJOModel

Related Docs: object H2OMOJOModel | package models

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abstract class H2OMOJOModel extends Model[H2OMOJOModel] with H2OMOJOFlattenedInput with HasMojo with H2OMOJOWritable with H2OMOJOModelUtils with SpecificMOJOParameters with H2OBaseMOJOParams with HasFeatureTypesOnMOJO with Logging

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

  1. new H2OMOJOModel()

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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 outputColumnName: String

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    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  3. abstract def transform(dataset: Dataset[_]): DataFrame

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

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    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  5. 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
    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[_]): H2OMOJOModel.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): H2OMOJOModel

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    Definition Classes
    H2OMOJOModel → 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
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  15. final val crossValidationMetricsObject: NullableMetricsParam

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    Attributes
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  16. final val crossValidationMetricsSummary: NullableDataFrameParam

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    Attributes
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  17. var crossValidationModels: Array[H2OMOJOModel]

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    Attributes
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  18. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
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    Definition Classes
    Params
  19. final def eq(arg0: AnyRef): Boolean

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

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    Definition Classes
    AnyRef → Any
  21. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  22. def explainParams(): String

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

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

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

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

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

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

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

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

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

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

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    Attributes
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    Definition Classes
    H2OMOJOModelUtils
  33. final val featureImportances: NullableDataFrameParam

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    Attributes
    protected
  34. final val featureTypes: MapStringStringParam

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

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

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

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

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    Definition Classes
    H2OBaseMOJOParams
  39. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  40. def getCrossValidationMetrics(): Map[String, Double]

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    Returns a map of all combined cross-validation holdout metrics of the Double type.

  41. 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.

  42. def getCrossValidationMetricsSummary(): DataFrame

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    Returns a data frame with information about performance of individual folds according to various model metrics.

  43. def getCrossValidationModels(): Seq[H2OMOJOModel.this.type]

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  44. 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.

  45. 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.

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

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

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  48. def getFeatureImportances(): DataFrame

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  49. def getFeatureTypes(): Map[String, String]

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    Definition Classes
    HasFeatureTypesOnMOJO
  50. def getModelCategory(): String

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  51. def getModelDetails(): String

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  52. def getModelDetails(modelJson: JsonObject): String

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  54. final def getOrDefault[T](param: Param[T]): T

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

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  57. def getScoringHistory(): DataFrame

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  58. def getTrainingMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type calculated on the training dataset.

  59. 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.

  60. def getTrainingParams(): Map[String, String]

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  61. def getValidationMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type calculated on the validation dataset.

  62. 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.

  63. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  65. def hasParent: Boolean

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    Definition Classes
    Model
  66. def hashCode(): Int

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

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

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  69. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  70. final def isSet(param: Param[_]): Boolean

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  71. def isTraceEnabled(): Boolean

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

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    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  73. def log: Logger

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

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

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

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

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

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

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    Logging
  80. def logName: String

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

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

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

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    Attributes
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    Definition Classes
    Logging
  84. def logWarning(msg: ⇒ String): Unit

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    Attributes
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    Definition Classes
    Logging
  85. final val modelCategory: NullableStringParam

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    Attributes
    protected
  86. final val modelDetails: NullableStringParam

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

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    Definition Classes
    AnyRef
  88. final def notify(): Unit

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

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    Definition Classes
    AnyRef
  90. lazy val params: Array[Param[_]]

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

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    Definition Classes
    Model
  92. def save(path: String): Unit

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

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    Attributes
    protected
  94. final def set(paramPair: ParamPair[_]): H2OMOJOModel.this.type

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  95. final def set(param: String, value: Any): H2OMOJOModel.this.type

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    Attributes
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    Definition Classes
    Params
  96. final def set[T](param: Param[T], value: T): H2OMOJOModel.this.type

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    Definition Classes
    Params
  97. final def setDefault(paramPairs: ParamPair[_]*): H2OMOJOModel.this.type

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    Attributes
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    Params
  98. final def setDefault[T](param: Param[T], value: T): H2OMOJOModel.this.type

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    Attributes
    protected
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    Params
  99. def setMojo(mojo: File): H2OMOJOModel.this.type

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    Definition Classes
    HasMojo
  100. def setMojo(mojo: InputStream, mojoName: String): H2OMOJOModel.this.type

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    Definition Classes
    HasMojo
  101. def setMojo(mojo: InputStream): H2OMOJOModel.this.type

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

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    Definition Classes
    Model
  103. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  104. def toString(): String

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

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    Attributes
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  106. final val trainingMetricsObject: NullableMetricsParam

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    Attributes
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  107. final val trainingParams: MapStringStringParam

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    Attributes
    protected
  108. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  110. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  111. 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.

  112. final val validationMetrics: MapStringDoubleParam

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  113. final val validationMetricsObject: NullableMetricsParam

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    Attributes
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  114. final def wait(): Unit

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

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    Annotations
    @throws( ... )
  116. final def wait(arg0: Long): Unit

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

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    Definition Classes
    H2OMOJOWritable → MLWritable

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