Class/Object

com.microsoft.ml.spark

ComputePerInstanceStatistics

Related Docs: object ComputePerInstanceStatistics | package spark

Permalink

class ComputePerInstanceStatistics extends Transformer with ComputePerInstanceStatisticsParams

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
ComputePerInstanceStatisticsParams, HasEvaluationMetric, HasScoredProbabilitiesCol, HasScoredLabelsCol, HasScoresCol, HasLabelCol, MMLParams, DefaultParamsWritable, MLWritable, Wrappable, Transformer, PipelineStage, org.apache.spark.internal.Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Grouped
  2. Alphabetic
  3. By Inheritance
Inherited
  1. ComputePerInstanceStatistics
  2. ComputePerInstanceStatisticsParams
  3. HasEvaluationMetric
  4. HasScoredProbabilitiesCol
  5. HasScoredLabelsCol
  6. HasScoresCol
  7. HasLabelCol
  8. MMLParams
  9. DefaultParamsWritable
  10. MLWritable
  11. Wrappable
  12. Transformer
  13. PipelineStage
  14. Logging
  15. Params
  16. Serializable
  17. Serializable
  18. Identifiable
  19. AnyRef
  20. 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 BooleanParam(i: Identifiable, name: String, description: String, default: Boolean): BooleanParam

    Permalink
    Definition Classes
    Wrappable

  6. def BooleanParam(i: Identifiable, name: String, description: String): BooleanParam

    Permalink
    Definition Classes
    Wrappable

  7. def DoubleParam(i: Identifiable, name: String, description: String, default: Double): DoubleParam

    Permalink
    Definition Classes
    Wrappable

  8. def DoubleParam(i: Identifiable, name: String, description: String): DoubleParam

    Permalink
    Definition Classes
    Wrappable

  9. def IntParam(i: Identifiable, name: String, description: String, validation: (Int) ⇒ Boolean): IntParam

    Permalink
    Definition Classes
    Wrappable

  10. def IntParam(i: Identifiable, name: String, description: String, default: Int): IntParam

    Permalink
    Definition Classes
    Wrappable

  11. def IntParam(i: Identifiable, name: String, description: String): IntParam

    Permalink
    Definition Classes
    Wrappable

  12. def LongParam(i: Identifiable, name: String, description: String, default: Long): LongParam

    Permalink
    Definition Classes
    Wrappable

  13. def LongParam(i: Identifiable, name: String, description: String): LongParam

    Permalink
    Definition Classes
    Wrappable

  14. def StringParam(i: Identifiable, name: String, description: String, default: String, domain: Seq[String]): Param[String]

    Permalink
    Definition Classes
    Wrappable

  15. def StringParam(i: Identifiable, name: String, description: String, default: String): Param[String]

    Permalink
    Definition Classes
    Wrappable

  16. def StringParam(i: Identifiable, name: String, description: String, validation: (String) ⇒ Boolean): Param[String]

    Permalink
    Definition Classes
    Wrappable

  17. def StringParam(i: Identifiable, name: String, description: String): Param[String]

    Permalink
    Definition Classes
    Wrappable

  18. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any

  19. def chainedUid(origin: String): String

    Permalink
    Definition Classes
    Wrappable

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

    Permalink
    Definition Classes
    Params

  21. def clone(): AnyRef

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

  22. def copy(extra: ParamMap): Transformer

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → Transformer → PipelineStage → Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    AnyRef

  26. def equals(arg0: Any): Boolean

    Permalink
    Definition Classes
    AnyRef → Any

  27. val evaluationMetric: Param[String]

    Permalink
    Definition Classes
    HasEvaluationMetric

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

    Permalink
    Definition Classes
    Params

  29. def explainParams(): String

    Permalink
    Definition Classes
    Params

  30. final def extractParamMap(): ParamMap

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

  32. def finalize(): Unit

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

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

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Definition Classes
    Params

  36. def getEvaluationMetric: String

    Permalink

    Definition Classes
    HasEvaluationMetric

  37. def getLabelCol: String

    Permalink

    Definition Classes
    HasLabelCol

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

    Permalink
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

  40. def getScoredLabelsCol: String

    Permalink

    Definition Classes
    HasScoredLabelsCol

  41. def getScoredProbabilitiesCol: String

    Permalink

    Definition Classes
    HasScoredProbabilitiesCol

  42. def getScoresCol: String

    Permalink

    Definition Classes
    HasScoresCol

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

    Permalink
    Definition Classes
    Params

  44. def hasParam(paramName: String): Boolean

    Permalink
    Definition Classes
    Params

  45. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  47. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    Params

  49. final def isInstanceOf[T0]: Boolean

    Permalink
    Definition Classes
    Any

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

    Permalink
    Definition Classes
    Params

  51. def isTraceEnabled(): Boolean

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  52. val labelCol: Param[String]

    Permalink

    The name of the label column

    The name of the label column

    Definition Classes
    HasLabelCol

  53. def log: Logger

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

  60. def logName: String

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging

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

    Permalink
    Definition Classes
    AnyRef

  66. final def notify(): Unit

    Permalink
    Definition Classes
    AnyRef

  67. final def notifyAll(): Unit

    Permalink
    Definition Classes
    AnyRef

  68. val paramDomains: Map[String, Seq[String]]

    Permalink
    Definition Classes
    Wrappable

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

    Permalink
    Definition Classes
    Params

  70. def save(path: String): Unit

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

  71. val scoredLabelsCol: Param[String]

    Permalink

    The name of the scored labels column

    The name of the scored labels column

    Definition Classes
    HasScoredLabelsCol

  72. val scoredProbabilitiesCol: Param[String]

    Permalink

    The name of the scored probabilities column

    The name of the scored probabilities column

    Definition Classes
    HasScoredProbabilitiesCol

  73. val scoresCol: Param[String]

    Permalink

    The name of the scores column

    The name of the scores column

    Definition Classes
    HasScoresCol

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params

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

    Permalink

    Definition Classes
    HasEvaluationMetric

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

    Permalink

    Definition Classes
    HasLabelCol

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

    Permalink

    Definition Classes
    HasScoredLabelsCol

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

    Permalink

    Definition Classes
    HasScoredProbabilitiesCol

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

    Permalink

    Definition Classes
    HasScoresCol

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

    Permalink
    Definition Classes
    AnyRef

  85. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any

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

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → Transformer

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

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

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

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

  89. def transformSchema(schema: StructType): StructType

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → PipelineStage

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

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()

  91. val uid: String

    Permalink
    Definition Classes
    ComputePerInstanceStatistics → Identifiable

  92. final def wait(): Unit

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

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

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

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

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

  95. def write: MLWriter

    Permalink
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from ComputePerInstanceStatisticsParams

Inherited from HasEvaluationMetric

Inherited from HasScoredProbabilitiesCol

Inherited from HasScoredLabelsCol

Inherited from HasScoresCol

Inherited from HasLabelCol

Inherited from MMLParams

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Wrappable

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

Parameters

A list of parameter keys this algorithm can take. Users can set and get the parameter values through setters and getters

Parameter setters

Parameter getters

Members