Trait

com.microsoft.ml.spark.train

AutoTrainer

Related Doc: package train

Permalink

trait AutoTrainer[TrainedModel <: Model[TrainedModel]] extends Estimator[TrainedModel] with HasLabelCol with ComplexParamsWritable with HasFeaturesCol

Defines common inheritance and parameters across trainers.

Linear Supertypes
HasFeaturesCol, ComplexParamsWritable, MLWritable, HasLabelCol, Wrappable, Estimator[TrainedModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. AutoTrainer
  2. HasFeaturesCol
  3. ComplexParamsWritable
  4. MLWritable
  5. HasLabelCol
  6. Wrappable
  7. Estimator
  8. PipelineStage
  9. Logging
  10. Params
  11. Serializable
  12. Serializable
  13. Identifiable
  14. AnyRef
  15. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Estimator[TrainedModel]

    Permalink
    Definition Classes
    Estimator → PipelineStage → Params
  2. abstract def fit(dataset: Dataset[_]): TrainedModel

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  3. abstract def modelDoc: String

    Permalink

    Doc for model to run.

  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 additionalPythonMethods(): String

    Permalink
    Definition Classes
    Wrappable
  6. final def asInstanceOf[T0]: T0

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

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

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  9. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

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

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

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

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

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

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

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

    Permalink

    The name of the features column

    The name of the features column

    Definition Classes
    HasFeaturesCol
  18. def finalize(): Unit

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  19. def fit(dataset: Dataset[_], paramMaps: Array[ParamMap]): Seq[TrainedModel]

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  20. def fit(dataset: Dataset[_], paramMap: ParamMap): TrainedModel

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  21. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): TrainedModel

    Permalink
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  22. final def get[T](param: Param[T]): Option[T]

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

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

    Permalink
    Definition Classes
    Params
  25. def getFeaturesCol: String

    Permalink

    Definition Classes
    HasFeaturesCol
  26. def getLabelCol: String

    Permalink

    Definition Classes
    HasLabelCol
  27. def getModel: Estimator[_ <: Model[_]]

    Permalink

  28. def getNumFeatures: Int

    Permalink

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

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

    Permalink
    Definition Classes
    Params
  31. final def hasDefault[T](param: Param[T]): Boolean

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

    Permalink
    Definition Classes
    Params
  33. def hashCode(): Int

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

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

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

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  40. val labelCol: Param[String]

    Permalink

    The name of the label column

    The name of the label column

    Definition Classes
    HasLabelCol
  41. def log: Logger

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

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

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

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

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

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

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

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

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  53. val model: EstimatorParam

    Permalink

    Model to run.

    Model to run. See doc on derived classes.

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

    Permalink
    Definition Classes
    AnyRef
  55. final def notify(): Unit

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

    Permalink
    Definition Classes
    AnyRef
  57. val numFeatures: IntParam

    Permalink

    Number of features to hash to

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

    Permalink
    Definition Classes
    Params
  59. def save(path: String): Unit

    Permalink
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  60. final def set(paramPair: ParamPair[_]): AutoTrainer.this.type

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

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

    Permalink
    Definition Classes
    Params
  63. final def setDefault(paramPairs: ParamPair[_]*): AutoTrainer.this.type

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  65. def setFeaturesCol(value: String): AutoTrainer.this.type

    Permalink

    Definition Classes
    HasFeaturesCol
  66. def setLabelCol(value: String): AutoTrainer.this.type

    Permalink

    Definition Classes
    HasLabelCol
  67. def setModel(value: Estimator[_ <: Model[_]]): AutoTrainer.this.type

    Permalink

  68. def setNumFeatures(value: Int): AutoTrainer.this.type

    Permalink

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

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

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any
  71. def transformSchema(schema: StructType, logging: Boolean): StructType

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  72. final def wait(): Unit

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

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

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

    Permalink
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from HasFeaturesCol

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from HasLabelCol

Inherited from Wrappable

Inherited from Estimator[TrainedModel]

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