Class/Object

com.microsoft.ml.spark.train

ComputePerInstanceStatistics

Related Docs: object ComputePerInstanceStatistics | package train

Permalink

class ComputePerInstanceStatistics extends Transformer with CPISParams

Evaluates the given scored dataset with per instance metrics.

The Regression metrics are: - L1_loss - L2_loss

The Classification metrics are: - log_loss

Linear Supertypes
CPISParams, HasEvaluationMetric, HasScoredProbabilitiesCol, HasScoredLabelsCol, HasScoresCol, HasLabelCol, DefaultParamsWritable, MLWritable, Wrappable, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. ComputePerInstanceStatistics
  2. CPISParams
  3. HasEvaluationMetric
  4. HasScoredProbabilitiesCol
  5. HasScoredLabelsCol
  6. HasScoresCol
  7. HasLabelCol
  8. DefaultParamsWritable
  9. MLWritable
  10. Wrappable
  11. Transformer
  12. PipelineStage
  13. Logging
  14. Params
  15. Serializable
  16. Serializable
  17. Identifiable
  18. AnyRef
  19. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Instance Constructors

  1. new ComputePerInstanceStatistics()

    Permalink

  2. new ComputePerInstanceStatistics(uid: String)

    Permalink

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 additionalPythonMethods(): String

    Permalink
    Definition Classes
    Wrappable

  6. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  7. final def clear(param: Param[_]): ComputePerInstanceStatistics.this.type

    Permalink
    Definition Classes
    Params

  8. def clone(): AnyRef

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  9. def copy(extra: ParamMap): Transformer

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → Transformer → PipelineStage → Params

  10. def copyValues[T <: Params](to: T, extra: ParamMap): T

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  12. final def eq(arg0: AnyRef): Boolean

    Permalink
    Definition Classes
    AnyRef

  13. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  14. val evaluationMetric: Param[String]

    Permalink
    Definition Classes
    HasEvaluationMetric

  15. def explainParam(param: Param[_]): String

    Permalink
    Definition Classes
    Params

  16. def explainParams(): String

    Permalink
    Definition Classes
    Params

  17. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

  18. final def extractParamMap(extra: ParamMap): ParamMap

    Permalink
    Definition Classes
    Params

  19. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  20. final def get[T](param: Param[T]): Option[T]

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    Params

  23. def getEvaluationMetric: String

    Permalink

    Definition Classes
    HasEvaluationMetric

  24. def getLabelCol: String

    Permalink

    Definition Classes
    HasLabelCol

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

    Permalink
    Definition Classes
    Params

  26. def getParam(paramName: String): Param[Any]

    Permalink
    Definition Classes
    Params

  27. def getScoredLabelsCol: String

    Permalink

    Definition Classes
    HasScoredLabelsCol

  28. def getScoredProbabilitiesCol: String

    Permalink

    Definition Classes
    HasScoredProbabilitiesCol

  29. def getScoresCol: String

    Permalink

    Definition Classes
    HasScoresCol

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

    Permalink
    Definition Classes
    Params

  31. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    Params

  32. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

  33. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  34. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  35. final def isDefined(param: Param[_]): Boolean

    Permalink
    Definition Classes
    Params

  36. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

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

    Permalink
    Definition Classes
    Params

  38. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  39. val labelCol: Param[String]

    Permalink

    The name of the label column

    The name of the label column

    Definition Classes
    HasLabelCol

  40. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  41. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  42. def logDebug(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  43. def logError(msg: ⇒ String, throwable: Throwable): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  44. def logError(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  46. def logInfo(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  47. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  49. def logTrace(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  51. def logWarning(msg: ⇒ String): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    AnyRef

  53. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  54. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  55. lazy val params: Array[Param[_]]

    Permalink
    Definition Classes
    Params

  56. def save(path: String): Unit

    Permalink
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )

  57. val scoredLabelsCol: Param[String]

    Permalink

    The name of the scored labels column

    The name of the scored labels column

    Definition Classes
    HasScoredLabelsCol

  58. val scoredProbabilitiesCol: Param[String]

    Permalink

    The name of the scored probabilities column

    The name of the scored probabilities column

    Definition Classes
    HasScoredProbabilitiesCol

  59. val scoresCol: Param[String]

    Permalink

    The name of the scores column

    The name of the scores column

    Definition Classes
    HasScoresCol

  60. final def set(paramPair: ParamPair[_]): ComputePerInstanceStatistics.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  61. final def set(param: String, value: Any): ComputePerInstanceStatistics.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  62. final def set[T](param: Param[T], value: T): ComputePerInstanceStatistics.this.type

    Permalink
    Definition Classes
    Params

  63. final def setDefault(paramPairs: ParamPair[_]*): ComputePerInstanceStatistics.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  64. final def setDefault[T](param: Param[T], value: T): ComputePerInstanceStatistics.this.type

    Permalink
    Attributes
    protected
    Definition Classes
    Params

  65. def setEvaluationMetric(value: String): ComputePerInstanceStatistics.this.type

    Permalink

    Definition Classes
    HasEvaluationMetric

  66. def setLabelCol(value: String): ComputePerInstanceStatistics.this.type

    Permalink

    Definition Classes
    HasLabelCol

  67. def setScoredLabelsCol(value: String): ComputePerInstanceStatistics.this.type

    Permalink

    Definition Classes
    HasScoredLabelsCol

  68. def setScoredProbabilitiesCol(value: String): ComputePerInstanceStatistics.this.type

    Permalink

    Definition Classes
    HasScoredProbabilitiesCol

  69. def setScoresCol(value: String): ComputePerInstanceStatistics.this.type

    Permalink

    Definition Classes
    HasScoresCol

  70. final def synchronized[T0](arg0: ⇒ T0): T0

    Permalink
    Definition Classes
    AnyRef

  71. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

  72. def transform(dataset: Dataset[_]): DataFrame

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → Transformer

  73. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )

  74. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()

  75. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → PipelineStage

  76. def transformSchema(schema: StructType, logging: Boolean): StructType

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  77. val uid: String

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → Identifiable

  78. final def wait(): Unit

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

  79. final def wait(arg0: Long, arg1: Int): Unit

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

  80. final def wait(arg0: Long): Unit

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

  81. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from CPISParams

Inherited from HasEvaluationMetric

Inherited from HasScoredProbabilitiesCol

Inherited from HasScoredLabelsCol

Inherited from HasScoresCol

Inherited from HasLabelCol

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Wrappable

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

getParam

param

setParam

Ungrouped