Class

com.salesforce.op.stages.impl.feature

TextMapLenModel

Related Doc: package feature

Permalink

final class TextMapLenModel[T <: OPMap[String]] extends SequenceModel[T, OPVector] with CleanTextMapFun with TextTokenizerParams

Linear Supertypes
TextTokenizerParams, TextMatchingParams, LanguageDetectionParams, CleanTextMapFun, CleanTextFun, SequenceModel[T, OPVector], OpTransformerN[T, OPVector], OpTransformer, OpPipelineStageN[T, OPVector], HasOut[OPVector], HasInN, OpPipelineStage[OPVector], OpPipelineStageBase, MLWritable, OpPipelineStageParams, InputParams, Model[SequenceModel[T, OPVector]], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. TextMapLenModel
  2. TextTokenizerParams
  3. TextMatchingParams
  4. LanguageDetectionParams
  5. CleanTextMapFun
  6. CleanTextFun
  7. SequenceModel
  8. OpTransformerN
  9. OpTransformer
  10. OpPipelineStageN
  11. HasOut
  12. HasInN
  13. OpPipelineStage
  14. OpPipelineStageBase
  15. MLWritable
  16. OpPipelineStageParams
  17. InputParams
  18. Model
  19. Transformer
  20. PipelineStage
  21. Logging
  22. Params
  23. Serializable
  24. Serializable
  25. Identifiable
  26. AnyRef
  27. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Type Members

  1. final type InputFeatures = Array[FeatureLike[T]]

    Permalink

    Input Features type

    Input Features type

    Definition Classes
    OpPipelineStageNOpPipelineStageInputParams
  2. type KeyValue = (String) ⇒ Any

    Permalink

    Feature name (key) -> value lookup, e.g Row, Map etc.

    Feature name (key) -> value lookup, e.g Row, Map etc.

    Definition Classes
    OpTransformer
  3. final type OutputFeatures = FeatureLike[OPVector]

    Permalink
    Definition Classes
    OpPipelineStageOpPipelineStageBase

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. val allKeys: Seq[Seq[String]]

    Permalink
  6. final def asInstanceOf[T0]: T0

    Permalink
    Definition Classes
    Any
  7. final val autoDetectLanguage: BooleanParam

    Permalink

    Indicates whether to attempt language detection.

    Indicates whether to attempt language detection.

    Definition Classes
    LanguageDetectionParams
  8. final val autoDetectThreshold: DoubleParam

    Permalink

    Language detection threshold.

    Language detection threshold. If none of the detected languages have confidence greater than the threshold then defaultLanguage is used.

    Definition Classes
    LanguageDetectionParams
  9. final def checkInputLength(features: Array[_]): Boolean

    Permalink

    Checks the input length

    Checks the input length

    features

    input features

    returns

    true is input size as expected, false otherwise

    Definition Classes
    OpPipelineStageNInputParams
  10. final def checkSerializable: Try[Unit]

    Permalink

    Check if the stage is serializable

    Check if the stage is serializable

    returns

    Failure if not serializable

    Definition Classes
    OpTransformerNOpPipelineStageBase
  11. val cleanKeys: Boolean

    Permalink
  12. def cleanMap[V](m: Map[String, V], shouldCleanKey: Boolean, shouldCleanValue: Boolean): Map[String, V]

    Permalink
    Definition Classes
    CleanTextMapFun
  13. def cleanTextFn(s: String, shouldClean: Boolean): String

    Permalink
    Definition Classes
    CleanTextFun
  14. val cleanValues: Boolean

    Permalink
  15. final def clear(param: Param[_]): TextMapLenModel.this.type

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

    Permalink
    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  17. final def copy(extra: ParamMap): TextMapLenModel.this.type

    Permalink

    This method is used to make a copy of the instance with new parameters in several methods in spark internals Default will find the constructor and make a copy for any class (AS LONG AS ALL CONSTRUCTOR PARAMS ARE VALS, this is why type tags are written as implicit vals in base classes).

    This method is used to make a copy of the instance with new parameters in several methods in spark internals Default will find the constructor and make a copy for any class (AS LONG AS ALL CONSTRUCTOR PARAMS ARE VALS, this is why type tags are written as implicit vals in base classes).

    Note: that the convention in spark is to have the uid be a constructor argument, so that copies will share a uid with the original (developers should follow this convention).

    extra

    new parameters want to add to instance

    returns

    a new instance with the same uid

    Definition Classes
    OpPipelineStageBase → Params
  18. def copyValues[T <: Params](to: T, extra: ParamMap): T

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  20. final val defaultLanguage: Param[String]

    Permalink

    Default language to assume in case autoDetectLanguage is disabled or failed to make a good enough prediction.

    Default language to assume in case autoDetectLanguage is disabled or failed to make a good enough prediction.

    Definition Classes
    LanguageDetectionParams
  21. final def eq(arg0: AnyRef): Boolean

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

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

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

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

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

    Permalink
    Definition Classes
    Params
  27. def finalize(): Unit

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

    Permalink
    Definition Classes
    Params
  29. def getAutoDetectLanguage: Boolean

    Permalink
    Definition Classes
    LanguageDetectionParams
  30. def getAutoDetectThreshold: Double

    Permalink
    Definition Classes
    LanguageDetectionParams
  31. final def getClass(): Class[_]

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

    Permalink
    Definition Classes
    Params
  33. def getDefaultLanguage: Language

    Permalink
    Definition Classes
    LanguageDetectionParams
  34. final def getInputFeature[T <: FeatureType](i: Int): Option[FeatureLike[T]]

    Permalink

    Gets an input feature Note: this method IS NOT safe to use outside the driver, please use getTransientFeature method instead

    Gets an input feature Note: this method IS NOT safe to use outside the driver, please use getTransientFeature method instead

    returns

    array of features

    Definition Classes
    InputParams
    Exceptions thrown

    NoSuchElementException if the features are not set

    RuntimeException in case one of the features is null

  35. final def getInputFeatures(): Array[OPFeature]

    Permalink

    Gets the input features Note: this method IS NOT safe to use outside the driver, please use getTransientFeatures method instead

    Gets the input features Note: this method IS NOT safe to use outside the driver, please use getTransientFeatures method instead

    returns

    array of features

    Definition Classes
    InputParams
    Exceptions thrown

    NoSuchElementException if the features are not set

    RuntimeException in case one of the features is null

  36. final def getInputSchema(): StructType

    Permalink
    Definition Classes
    OpPipelineStageParams
  37. final def getMetadata(): Metadata

    Permalink
    Definition Classes
    OpPipelineStageParams
  38. def getMinTokenLength: Int

    Permalink
    Definition Classes
    TextTokenizerParams
  39. final def getOrDefault[T](param: Param[T]): T

    Permalink
    Definition Classes
    Params
  40. def getOutput(): FeatureLike[OPVector]

    Permalink

    Output features that will be created by this stage

    Output features that will be created by this stage

    returns

    feature of type OutputFeatures

    Definition Classes
    HasOut → OpPipelineStageBase
  41. final def getOutputFeatureName: String

    Permalink

    Name of output feature (i.e.

    Name of output feature (i.e. column created by this stage)

    Definition Classes
    OpPipelineStage
  42. def getParam(paramName: String): Param[Any]

    Permalink
    Definition Classes
    Params
  43. def getStripHtml: Boolean

    Permalink
    Definition Classes
    TextTokenizerParams
  44. def getToLowercase: Boolean

    Permalink
    Definition Classes
    TextMatchingParams
  45. final def getTransientFeature(i: Int): Option[TransientFeature]

    Permalink

    Gets an input feature at index i

    Gets an input feature at index i

    i

    input index

    returns

    maybe an input feature

    Definition Classes
    InputParams
  46. final def getTransientFeatures(): Array[TransientFeature]

    Permalink

    Gets the input Features

    Gets the input Features

    returns

    input features

    Definition Classes
    InputParams
  47. final def hasDefault[T](param: Param[T]): Boolean

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

    Permalink
    Definition Classes
    Params
  49. def hasParent: Boolean

    Permalink
    Definition Classes
    Model
  50. def hashCode(): Int

    Permalink
    Definition Classes
    AnyRef → Any
  51. final def inN: Array[TransientFeature]

    Permalink
    Attributes
    protected
    Definition Classes
    HasInN
  52. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  54. final def inputAsArray(in: InputFeatures): Array[OPFeature]

    Permalink

    Function to convert InputFeatures to an Array of FeatureLike

    Function to convert InputFeatures to an Array of FeatureLike

    returns

    an Array of FeatureLike

    Definition Classes
    OpPipelineStageNInputParams
  55. final def isDefined(param: Param[_]): Boolean

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  59. def log: Logger

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

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

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

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

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

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

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

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

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

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

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

    Permalink
    Attributes
    protected
    Definition Classes
    Logging
  71. final val minTokenLength: IntParam

    Permalink

    Minimum token length, >= 1.

    Minimum token length, >= 1.

    Definition Classes
    TextTokenizerParams
  72. final def ne(arg0: AnyRef): Boolean

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

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

    Permalink
    Definition Classes
    AnyRef
  75. def onGetMetadata(): Unit

    Permalink

    Function to be called on getMetadata

    Function to be called on getMetadata

    Attributes
    protected
    Definition Classes
    OpPipelineStageParams
  76. def onSetInput(): Unit

    Permalink

    Function to be called on setInput

    Function to be called on setInput

    Attributes
    protected
    Definition Classes
    InputParams
  77. val operationName: String

    Permalink

    unique name of the operation this stage performs

    unique name of the operation this stage performs

    Definition Classes
    SequenceModelOpPipelineStageBase
  78. final def outputAsArray(out: OutputFeatures): Array[OPFeature]

    Permalink

    Function to convert OutputFeatures to an Array of FeatureLike

    Function to convert OutputFeatures to an Array of FeatureLike

    returns

    an Array of FeatureLike

    Definition Classes
    OpPipelineStageOpPipelineStageBase
  79. def outputFeatureUid: String

    Permalink
    Attributes
    protected[com.salesforce.op]
    Definition Classes
    OpPipelineStageNOpPipelineStage
  80. def outputIsResponse: Boolean

    Permalink

    Should output feature be a response? Yes, if any of the input features are.

    Should output feature be a response? Yes, if any of the input features are.

    returns

    true if the the output feature should be a response

    Definition Classes
    OpPipelineStage
  81. lazy val params: Array[Param[_]]

    Permalink
    Definition Classes
    Params
  82. var parent: Estimator[SequenceModel[T, OPVector]]

    Permalink
    Definition Classes
    Model
  83. def save(path: String): Unit

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

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

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

    Permalink
    Definition Classes
    Params
  87. def setAutoDetectLanguage(value: Boolean): TextMapLenModel.this.type

    Permalink
    Definition Classes
    LanguageDetectionParams
  88. def setAutoDetectThreshold(value: Double): TextMapLenModel.this.type

    Permalink
    Definition Classes
    LanguageDetectionParams
  89. final def setDefault(paramPairs: ParamPair[_]*): TextMapLenModel.this.type

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

    Permalink
    Attributes
    protected
    Definition Classes
    Params
  91. def setDefaultLanguage(value: Language): TextMapLenModel.this.type

    Permalink
    Definition Classes
    LanguageDetectionParams
  92. final def setInput(features: FeatureLike[T]*): TextMapLenModel.this.type

    Permalink
    Definition Classes
    OpPipelineStageN
  93. final def setInput(features: InputFeatures): TextMapLenModel.this.type

    Permalink

    Input features that will be used by the stage

    Input features that will be used by the stage

    returns

    feature of type InputFeatures

    Definition Classes
    OpPipelineStageBase
  94. final def setInputFeatures[S <: OPFeature](features: Array[S]): TextMapLenModel.this.type

    Permalink

    Sets input features

    Sets input features

    S

    feature like type

    features

    array of input features

    returns

    this stage

    Attributes
    protected
    Definition Classes
    InputParams
  95. final def setMetadata(m: Metadata): TextMapLenModel.this.type

    Permalink
    Definition Classes
    OpPipelineStageParams
  96. def setMinTokenLength(value: Int): TextMapLenModel.this.type

    Permalink
    Definition Classes
    TextTokenizerParams
  97. def setOutputFeatureName(name: String): TextMapLenModel.this.type

    Permalink
    Definition Classes
    OpPipelineStage
  98. def setParent(parent: Estimator[SequenceModel[T, OPVector]]): SequenceModel[T, OPVector]

    Permalink
    Definition Classes
    Model
  99. def setStripHtml(value: Boolean): TextMapLenModel.this.type

    Permalink
    Definition Classes
    TextTokenizerParams
  100. def setToLowercase(value: Boolean): TextMapLenModel.this.type

    Permalink
    Definition Classes
    TextMatchingParams
  101. final def stageName: String

    Permalink

    Stage unique name consisting of the stage operation name and uid

    Stage unique name consisting of the stage operation name and uid

    returns

    stage name

    Definition Classes
    OpPipelineStageBase
  102. final val stripHtml: BooleanParam

    Permalink
    Definition Classes
    TextTokenizerParams
  103. final def synchronized[T0](arg0: ⇒ T0): T0

    Permalink
    Definition Classes
    AnyRef
  104. final val toLowercase: BooleanParam

    Permalink

    Indicates whether to convert all characters to lowercase before string operation.

    Indicates whether to convert all characters to lowercase before string operation.

    Definition Classes
    TextMatchingParams
  105. def toString(): String

    Permalink
    Definition Classes
    Identifiable → AnyRef → Any
  106. def tokenize(text: Text, languageDetector: LanguageDetector = TextTokenizer.LanguageDetector, analyzer: TextAnalyzer = ...): TextTokenizerResult

    Permalink
    Definition Classes
    TextTokenizerParams
  107. def transform(dataset: Dataset[_]): DataFrame

    Permalink

    Spark operation on dataset to produce new output feature column using defined function

    Spark operation on dataset to produce new output feature column using defined function

    dataset

    input data for this stage

    returns

    a new dataset containing a column for the transformed feature

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

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

    Permalink
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  110. def transformFn: (Seq[T]) ⇒ OPVector

    Permalink

    Function used to convert input to output

    Function used to convert input to output

    Definition Classes
    TextMapLenModelOpTransformerN
  111. lazy val transformKeyValue: (KeyValue) ⇒ Any

    Permalink

    Creates a transform function to transform any key/value to a value

    Creates a transform function to transform any key/value to a value

    returns

    a transform function to transform any key/value to a value

    Definition Classes
    OpTransformerN → OpTransformer
  112. def transformMap: (Map[String, Any]) ⇒ Any

    Permalink

    Creates a transform function to transform Map to a value

    Creates a transform function to transform Map to a value

    returns

    a transform function to transform Map to a value

    Definition Classes
    OpTransformer
  113. def transformRow: (Row) ⇒ Any

    Permalink

    Creates a transform function to transform Row to a value

    Creates a transform function to transform Row to a value

    returns

    a transform function to transform Row to a value

    Definition Classes
    OpTransformer
  114. final def transformSchema(schema: StructType): StructType

    Permalink

    This function translates the input and output features into spark schema checks and changes that will occur on the underlying data frame

    This function translates the input and output features into spark schema checks and changes that will occur on the underlying data frame

    schema

    schema of the input data frame

    returns

    a new schema with the output features added

    Definition Classes
    OpPipelineStageBase
  115. def transformSchema(schema: StructType, logging: Boolean): StructType

    Permalink
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  116. implicit val tti: scala.reflect.api.JavaUniverse.TypeTag[T]

    Permalink

    type tag for input

    type tag for input

    Definition Classes
    SequenceModelOpTransformerN
  117. implicit val tto: scala.reflect.api.JavaUniverse.TypeTag[OPVector]

    Permalink

    type tag for output

    type tag for output

    Definition Classes
    SequenceModel → HasOut
  118. implicit val ttov: scala.reflect.api.JavaUniverse.TypeTag[Value]

    Permalink

    type tag for output value

    type tag for output value

    Definition Classes
    SequenceModel → HasOut
  119. val uid: String

    Permalink

    uid for instance

    uid for instance

    Definition Classes
    SequenceModel → Identifiable
  120. final def wait(): Unit

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

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

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

    Permalink
    Definition Classes
    OpPipelineStageBase → MLWritable

Inherited from TextTokenizerParams

Inherited from TextMatchingParams

Inherited from LanguageDetectionParams

Inherited from CleanTextMapFun

Inherited from CleanTextFun

Inherited from SequenceModel[T, OPVector]

Inherited from OpTransformerN[T, OPVector]

Inherited from OpTransformer

Inherited from OpPipelineStageN[T, OPVector]

Inherited from HasOut[OPVector]

Inherited from HasInN

Inherited from OpPipelineStage[OPVector]

Inherited from OpPipelineStageBase

Inherited from MLWritable

Inherited from OpPipelineStageParams

Inherited from InputParams

Inherited from Model[SequenceModel[T, OPVector]]

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