Class/Object

ai.h2o.sparkling.ml.models

H2OMOJOModel

Related Docs: object H2OMOJOModel | package models

Permalink

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, HasDataFrameSerializer, SpecificMOJOParameters, H2OMOJOModelUtils, Logging, H2OMOJOWritable, MLWritable, HasMojo, H2OMOJOFlattenedInput, Model[H2OMOJOModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OMOJOModel
  2. HasFeatureTypesOnMOJO
  3. H2OBaseMOJOParams
  4. HasDataFrameSerializer
  5. SpecificMOJOParameters
  6. H2OMOJOModelUtils
  7. Logging
  8. H2OMOJOWritable
  9. MLWritable
  10. HasMojo
  11. H2OMOJOFlattenedInput
  12. Model
  13. Transformer
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OMOJOModel()

    Permalink

Type Members

  1. class SerializationWarningsObject extends Serializable

    Permalink

Abstract Value Members

  1. abstract def inputColumnNames: Array[String]

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  2. abstract def outputColumnName: String

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

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

    Permalink
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  5. abstract val uid: String

    Permalink
    Definition Classes
    Identifiable

Concrete Value Members

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

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

    Permalink
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any
  5. def applyPredictionUdf(dataset: Dataset[_], udfConstructor: (Array[String]) ⇒ UserDefinedFunction): DataFrame

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOFlattenedInput
  6. def applyPredictionUdfToFlatDataFrame(flatDataFrame: DataFrame, udfConstructor: (Array[String]) ⇒ UserDefinedFunction, inputs: Array[String]): DataFrame

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOModelH2OMOJOFlattenedInput
  7. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any
  8. final def clear(param: Param[_]): H2OMOJOModel.this.type

    Permalink
    Definition Classes
    Params
  9. def clone(): AnyRef

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  10. final val coefficients: NullableDataFrameParam

    Permalink
    Attributes
    protected
  11. final val convertInvalidNumbersToNa: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  12. final val convertUnknownCategoricalLevelsToNa: BooleanParam

    Permalink
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  13. def copy(extra: ParamMap): H2OMOJOModel

    Permalink
    Definition Classes
    H2OMOJOModel → Model → Transformer → PipelineStage → Params
  14. def copyValues[T <: Params](to: T, extra: ParamMap): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  15. final val crossValidationMetrics: MapStringDoubleParam

    Permalink
    Attributes
    protected
  16. final val crossValidationMetricsObject: NullableMetricsParam

    Permalink
    Attributes
    protected
  17. final val crossValidationMetricsSummary: NullableDataFrameParam

    Permalink
    Attributes
    protected
  18. var crossValidationModels: Array[H2OMOJOModel]

    Permalink
    Attributes
    protected
  19. var crossValidationModelsScoringHistory: NullableDataFrameArrayParam

    Permalink
    Attributes
    protected
  20. final val dataFrameSerializer: Param[String]

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

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

    Permalink
    Attributes
    protected
  23. final val endTime: LongParam

    Permalink
    Attributes
    protected
  24. final def eq(arg0: AnyRef): Boolean

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

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

    Permalink
    Definition Classes
    Params
  27. def explainParams(): String

    Permalink
    Definition Classes
    Params
  28. def extractCoefficients(outputJson: JsonObject): DataFrame

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  29. def extractCrossValidationMetricsSummary(modelJson: JsonObject): DataFrame

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

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

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

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

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

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

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

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

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

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

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

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

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

    Permalink
    Attributes
    protected
  43. final val featureTypes: MapStringStringParam

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

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

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

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

    Permalink
  48. def getConvertInvalidNumbersToNa(): Boolean

    Permalink
    Definition Classes
    H2OBaseMOJOParams
  49. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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

    Permalink

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

  51. def getCrossValidationMetricsObject(): H2OMetrics

    Permalink

    Returns an object holding all metrics of the Double type and also more complex performance information combined from cross-validation holdouts.

  52. def getCrossValidationMetricsSummary(): DataFrame

    Permalink

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

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

    Permalink
  54. def getCrossValidationModelsScoringHistory(): Array[DataFrame]

    Permalink
  55. def getCurrentMetrics(): Map[String, Double]

    Permalink

    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.

  56. def getCurrentMetricsObject(): H2OMetrics

    Permalink

    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.

  57. def getDataFrameSerializer(): String

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

    Permalink
    Definition Classes
    Params
  59. def getDefaultThreshold(): Double

    Permalink
  60. def getDomainValues(): Map[String, Array[String]]

    Permalink
  61. def getEndTime(): Long

    Permalink
  62. def getFeatureImportances(): DataFrame

    Permalink
  63. def getFeatureTypes(): Map[String, String]

    Permalink
    Definition Classes
    HasFeatureTypesOnMOJO
  64. def getModelCategory(): String

    Permalink
  65. def getModelDetails(): String

    Permalink
  66. def getModelDetails(modelJson: JsonObject): String

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

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

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

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

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

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

    Permalink
  73. def getScoringHistory(): DataFrame

    Permalink
  74. def getStartTime(): Long

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

    Permalink

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

  76. def getTrainingMetricsObject(): H2OMetrics

    Permalink

    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the training dataset.

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

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

    Permalink

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

  79. def getValidationMetricsObject(): H2OMetrics

    Permalink

    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the validation dataset.

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

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

    Permalink
    Definition Classes
    Params
  82. def hasParent: Boolean

    Permalink
    Definition Classes
    Model
  83. def hashCode(): Int

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

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

    Permalink
    Definition Classes
    Params
  86. final def isInstanceOf[T0]: Boolean

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

    Permalink
    Definition Classes
    Params
  88. def isTraceEnabled(): Boolean

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  91. def log: Logger

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

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

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

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  98. def logName: String

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  100. def logTrace(msg: ⇒ String): Unit

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  102. def logWarning(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  103. final val modelCategory: NullableStringParam

    Permalink
    Attributes
    protected
  104. final val modelDetails: NullableStringParam

    Permalink
    Attributes
    protected
  105. final val modelSummary: NullableDataFrameParam

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    H2OMOJOModelUtils
  108. val nonSerializableField: AnyRef

    Permalink
  109. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef
  110. final def notifyAll(): Unit

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

    Permalink
    Attributes
    protected
  112. lazy val params: Array[Param[_]]

    Permalink
    Definition Classes
    Params
  113. var parent: Estimator[H2OMOJOModel]

    Permalink
    Definition Classes
    Model
  114. final val runTime: LongParam

    Permalink
    Attributes
    protected
  115. def save(path: String): Unit

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  118. final def set(param: String, value: Any): H2OMOJOModel.this.type

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

    Permalink
    Definition Classes
    Params
  120. def setDataFrameSerializer(fullClassName: String): H2OMOJOModel.this.type

    Permalink
    Definition Classes
    H2OBaseMOJOParams
  121. final def setDefault(paramPairs: ParamPair[_]*): H2OMOJOModel.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  122. final def setDefault[T](param: Param[T], value: T): H2OMOJOModel.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  123. def setMojo(mojo: File): H2OMOJOModel.this.type

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

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

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

    Permalink
    Definition Classes
    Model
  127. final val startTime: LongParam

    Permalink
    Attributes
    protected
  128. final def synchronized[T0](arg0: ⇒ T0): T0

    Permalink
    Definition Classes
    AnyRef
  129. def toString(): String

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

    Permalink
    Attributes
    protected
  131. final val trainingMetricsObject: NullableMetricsParam

    Permalink
    Attributes
    protected
  132. final val trainingParams: MapStringStringParam

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  136. def unwrapMojoModel(): MojoModel

    Permalink

    The method returns an internal H2O-3 mojo model, which can be subsequently used with EasyPredictModelWrapper to perform predictions on individual rows.

  137. final val validationMetrics: MapStringDoubleParam

    Permalink
    Attributes
    protected
  138. final val validationMetricsObject: NullableMetricsParam

    Permalink
    Attributes
    protected
  139. final def wait(): Unit

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

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

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

    Permalink
    Definition Classes
    H2OMOJOWritable → MLWritable

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