Class/Object

com.microsoft.ml.spark

BestModel

Related Docs: object BestModel | package spark

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class BestModel extends Model[BestModel] with ConstructorWritable[BestModel]

Model produced by FindBestModel.

Annotations
@InternalWrapper()
Linear Supertypes
ConstructorWritable[BestModel], MLWritable, Model[BestModel], Transformer, PipelineStage, org.apache.spark.internal.Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. BestModel
  2. ConstructorWritable
  3. MLWritable
  4. Model
  5. Transformer
  6. PipelineStage
  7. Logging
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new BestModel(uid: String, model: Transformer, scoredDataset: Dataset[_], rocCurve: DataFrame, bestModelMetrics: Dataset[_], allModelMetrics: Dataset[_])

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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. val allModelMetrics: Dataset[_]

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  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  7. val bestModelMetrics: Dataset[_]

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  8. final def clear(param: Param[_]): BestModel.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. def copy(extra: ParamMap): BestModel

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

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

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

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

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

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    Definition Classes
    Params
  16. def explainParams(): String

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

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

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    Definition Classes
    Params
  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. def getAllModelMetrics: Dataset[_]

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    Gets a table of metrics from all models compared from the evaluation comparison.

    Gets a table of metrics from all models compared from the evaluation comparison.

    returns

    The model metrics results from all models.

  22. def getBestModel: Transformer

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    The best model found during evaluation.

    The best model found during evaluation.

    returns

    The best model.

  23. def getBestModelMetrics: Dataset[_]

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    Gets all of the best model metrics results from the evaluator.

    Gets all of the best model metrics results from the evaluator.

    returns

    All of the best model metrics results.

  24. final def getClass(): Class[_]

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

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    Definition Classes
    Params
  26. def getEvaluationResults: Dataset[_]

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    Gets the ROC curve with TPR, FPR.

    Gets the ROC curve with TPR, FPR.

    returns

    The evaluation results.

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

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

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    Definition Classes
    Params
  29. def getScoredDataset: Dataset[_]

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    Gets the scored dataset.

    Gets the scored dataset.

    returns

    The scored dataset for the best model.

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

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

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    Definition Classes
    Params
  32. def hasParent: Boolean

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    Definition Classes
    Model
  33. def hashCode(): Int

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

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

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

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

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

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    Definition Classes
    Params
  39. def isTraceEnabled(): Boolean

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    Attributes
    protected
    Definition Classes
    Logging
  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. val model: Transformer

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  53. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  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 objectsToSave: List[Any]

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    Definition Classes
    BestModelConstructorWritable
  57. lazy val params: Array[Param[_]]

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

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    Definition Classes
    Model
  59. val rocCurve: DataFrame

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  60. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  61. val scoredDataset: Dataset[_]

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  62. final def set(paramPair: ParamPair[_]): BestModel.this.type

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    Attributes
    protected
    Definition Classes
    Params
  63. final def set(param: String, value: Any): BestModel.this.type

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

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

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

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    Attributes
    protected
    Definition Classes
    Params
  67. def setParent(parent: Estimator[BestModel]): BestModel

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

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    Definition Classes
    AnyRef
  69. def toString(): String

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

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

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

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

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    Definition Classes
    BestModel → PipelineStage
    Annotations
    @DeveloperApi()
  74. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  75. val ttag: scala.reflect.api.JavaUniverse.TypeTag[BestModel]

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    Definition Classes
    BestModelConstructorWritable
  76. val uid: String

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    Definition Classes
    BestModelConstructorWritable → Identifiable
  77. final def wait(): Unit

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

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

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

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    Definition Classes
    ConstructorWritable → MLWritable

Inherited from ConstructorWritable[BestModel]

Inherited from MLWritable

Inherited from Model[BestModel]

Inherited from Transformer

Inherited from PipelineStage

Inherited from org.apache.spark.internal.Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Members