Class

com.datarobot.prediction.spark

Model

Related Doc: package spark

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class Model extends PredictionModel[Vector, Model]

A Spark API compatible Scoring Code model. For instantiating use the Predictors

Linear Supertypes
PredictionModel[Vector, Model], PredictorParams, HasPredictionCol, HasFeaturesCol, HasLabelCol, org.apache.spark.ml.Model[Model], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. Model
  2. PredictionModel
  3. PredictorParams
  4. HasPredictionCol
  5. HasFeaturesCol
  6. HasLabelCol
  7. Model
  8. Transformer
  9. PipelineStage
  10. Logging
  11. Params
  12. Serializable
  13. Serializable
  14. Identifiable
  15. AnyRef
  16. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new Model(modelBytes: Array[Byte], model: IPredictorInfo, modelId: String)

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    modelBytes

    byte array from a Scoring Code model file

    model

    Scoring Code instance

    modelId

    unique model id for the Scoring Code model

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. final def asInstanceOf[T0]: T0

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

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    Definition Classes
    Params
  7. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  8. def copy(extra: ParamMap): Model

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

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

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

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

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

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    Definition Classes
    Params
  14. def explainParams(): String

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    Definition Classes
    Params
  15. final def extractParamMap(): ParamMap

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

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    Definition Classes
    Params
  17. final val featuresCol: Param[String]

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    Definition Classes
    HasFeaturesCol
  18. def featuresDataType: DataType

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    Attributes
    protected
    Definition Classes
    PredictionModel
  19. def finalize(): Unit

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

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

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    Definition Classes
    AnyRef → Any
  22. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  23. final def getFeaturesCol: String

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    Definition Classes
    HasFeaturesCol
  24. final def getLabelCol: String

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    Definition Classes
    HasLabelCol
  25. def getModel(): IPredictorInfo

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

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

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    Definition Classes
    Params
  28. final def getPredictionCol: String

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    Definition Classes
    HasPredictionCol
  29. final def hasDefault[T](param: Param[T]): Boolean

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

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    Definition Classes
    Params
  31. def hasParent: Boolean

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    Definition Classes
    Model
  32. def hashCode(): Int

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

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

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

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

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

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    Definition Classes
    Params
  38. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  39. final val labelCol: Param[String]

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    Definition Classes
    HasLabelCol
  40. def log: Logger

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

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

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  47. def logName: String

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Logging
  52. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  53. var notSeerializableModel: IPredictorInfo

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  54. final def notify(): Unit

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

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    Definition Classes
    AnyRef
  56. def numFeatures: Int

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    Definition Classes
    PredictionModel
    Annotations
    @Since( "1.6.0" )
  57. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  58. var parent: Estimator[Model]

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    Definition Classes
    Model
  59. def predict(features: Vector): Double

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    Definition Classes
    Model → PredictionModel
  60. final val predictionCol: Param[String]

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    Definition Classes
    HasPredictionCol
  61. final def set(paramPair: ParamPair[_]): Model.this.type

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

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

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

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

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    Attributes
    protected
    Definition Classes
    Params
  66. def setFeaturesCol(value: String): Model

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    Definition Classes
    PredictionModel
  67. def setParent(parent: Estimator[Model]): Model

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    Definition Classes
    Model
  68. def setPredictionCol(value: String): Model

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    Definition Classes
    PredictionModel
  69. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  70. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  71. def transform(dataset: Dataset[_]): DataFrame

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    For the regression models it adds only one column with the prediction for it.

    For the regression models it adds only one column with the prediction for it.

    For the multi-class models it adds one column per class with probability for that class. e.g target_{CLASS_NAME}_PREDICTION => target_Iris-setosa_PREDICTION,target_Iris-versicolor_PREDICTION,target_Iris-virginica_PREDICTION

    dataset

    input

    returns

    output is an input DataFrame with additional columns with predictions.

    Definition Classes
    Model → PredictionModel → Transformer
  72. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  74. def transformImpl(dataset: Dataset[_]): DataFrame

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    Attributes
    protected
    Definition Classes
    PredictionModel
  75. def transformSchema(schema: StructType): StructType

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    Definition Classes
    PredictionModel → PipelineStage
  76. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  77. val uid: String

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    Definition Classes
    Model → Identifiable
  78. def validateAndTransformSchema(schema: StructType, fitting: Boolean, featuresDataType: DataType): StructType

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    Attributes
    protected
    Definition Classes
    PredictorParams
  79. final def wait(): Unit

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

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

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    Definition Classes
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    @throws( ... )

Inherited from PredictionModel[Vector, Model]

Inherited from PredictorParams

Inherited from HasPredictionCol

Inherited from HasFeaturesCol

Inherited from HasLabelCol

Inherited from org.apache.spark.ml.Model[Model]

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