class SyntheticControlEstimator extends BaseDiffInDiffEstimator with SyntheticEstimator with SyntheticEstimatorParams with ComplexParamsWritable with Wrappable

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Inherited
  1. SyntheticControlEstimator
  2. Wrappable
  3. RWrappable
  4. PythonWrappable
  5. BaseWrappable
  6. ComplexParamsWritable
  7. MLWritable
  8. SyntheticEstimatorParams
  9. HasTol
  10. HasStepSize
  11. HasMaxIter
  12. HasTimeCol
  13. HasUnitCol
  14. SyntheticEstimator
  15. SynapseMLLogging
  16. BaseDiffInDiffEstimator
  17. DiffInDiffEstimatorParams
  18. HasPostTreatmentCol
  19. HasOutcomeCol
  20. HasTreatmentCol
  21. Estimator
  22. PipelineStage
  23. Logging
  24. Params
  25. Serializable
  26. Serializable
  27. Identifiable
  28. AnyRef
  29. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new SyntheticControlEstimator()
  2. new SyntheticControlEstimator(uid: String)

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  7. final def clear(param: Param[_]): SyntheticControlEstimator.this.type
    Definition Classes
    Params
  8. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  9. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  10. def copy(extra: ParamMap): Estimator[DiffInDiffModel]
    Definition Classes
    BaseDiffInDiffEstimator → Estimator → PipelineStage → Params
  11. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  12. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  13. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  14. final val epsilon: DoubleParam
    Definition Classes
    SyntheticEstimatorParams
  15. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  16. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  17. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  18. def explainParams(): String
    Definition Classes
    Params
  19. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  20. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  21. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  22. def fit(dataset: Dataset[_]): DiffInDiffModel
    Definition Classes
    SyntheticControlEstimator → Estimator
  23. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[DiffInDiffModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  24. def fit(dataset: Dataset[_], paramMap: ParamMap): DiffInDiffModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  25. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DiffInDiffModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  26. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  27. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  28. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  29. def getEpsilon: Double
    Definition Classes
    SyntheticEstimatorParams
  30. def getHandleMissingOutcome: String
    Definition Classes
    SyntheticEstimatorParams
  31. def getLocalSolverThreshold: Long

    Definition Classes
    SyntheticEstimatorParams
  32. final def getMaxIter: Int
    Definition Classes
    HasMaxIter
  33. def getNumIterNoChange: Int
    Definition Classes
    SyntheticEstimatorParams
  34. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  35. def getOutcomeCol: String
    Definition Classes
    HasOutcomeCol
  36. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  37. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  38. def getPayload(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], exception: Option[Exception]): Map[String, String]
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  39. def getPostTreatmentCol: String
    Definition Classes
    HasPostTreatmentCol
  40. final def getStepSize: Double
    Definition Classes
    HasStepSize
  41. def getTimeCol: String
    Definition Classes
    HasTimeCol
  42. final def getTol: Double
    Definition Classes
    HasTol
  43. def getTreatmentCol: String
    Definition Classes
    HasTreatmentCol
  44. def getUnitCol: String
    Definition Classes
    HasUnitCol
  45. final val handleMissingOutcome: Param[String]
    Definition Classes
    SyntheticEstimatorParams
  46. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  47. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  48. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  49. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  50. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  51. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  52. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  53. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  54. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  55. final val localSolverThreshold: LongParam

    Param for deciding whether to collect part of data on driver node and solve the constrained least square problems locally on driver.

    Param for deciding whether to collect part of data on driver node and solve the constrained least square problems locally on driver.

    Definition Classes
    SyntheticEstimatorParams
  56. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  57. def logBase(info: Map[String, String], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  58. def logBase(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  59. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  60. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  61. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  62. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  63. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  64. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  65. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  66. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  67. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  69. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  70. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  71. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  72. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  73. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  76. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  77. implicit val matrixEntryEncoder: Encoder[MatrixEntry]
    Definition Classes
    SyntheticEstimator
  78. implicit val matrixOps: DMatrixOps.type
    Definition Classes
    SyntheticEstimator
  79. final val maxIter: IntParam
    Definition Classes
    HasMaxIter
  80. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  81. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  82. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  83. final val numIterNoChange: IntParam
    Definition Classes
    SyntheticEstimatorParams
  84. val outcomeCol: Param[String]
    Definition Classes
    HasOutcomeCol
  85. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  86. final val postTreatmentCol: Param[String]
    Definition Classes
    HasPostTreatmentCol
  87. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  88. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  89. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  90. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  91. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  92. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  93. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  94. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  95. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  96. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  97. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  98. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  101. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  107. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  108. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  109. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  110. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  111. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  112. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  113. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  114. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  115. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  116. final def set(paramPair: ParamPair[_]): SyntheticControlEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  117. final def set(param: String, value: Any): SyntheticControlEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  118. final def set[T](param: Param[T], value: T): SyntheticControlEstimator.this.type
    Definition Classes
    Params
  119. final def setDefault(paramPairs: ParamPair[_]*): SyntheticControlEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  120. final def setDefault[T](param: Param[T], value: T): SyntheticControlEstimator.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  121. def setEpsilon(value: Double): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  122. def setHandleMissingOutcome(value: String): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  123. def setLocalSolverThreshold(value: Long): SyntheticControlEstimator.this.type

    Definition Classes
    SyntheticEstimatorParams
  124. def setMaxIter(value: Int): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  125. def setNumIterNoChange(value: Int): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  126. def setOutcomeCol(value: String): SyntheticControlEstimator.this.type

    Set name of the column which will be used as outcome

    Set name of the column which will be used as outcome

    Definition Classes
    HasOutcomeCol
  127. def setPostTreatmentCol(value: String): SyntheticControlEstimator.this.type

    Set name of the column which tells whether the outcome is measured post treatment.

    Set name of the column which tells whether the outcome is measured post treatment.

    Definition Classes
    HasPostTreatmentCol
  128. def setStepSize(value: Double): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  129. def setTimeCol(value: String): SyntheticControlEstimator.this.type
    Definition Classes
    HasTimeCol
  130. def setTol(value: Double): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  131. def setTreatmentCol(value: String): SyntheticControlEstimator.this.type

    Set name of the column which will be used as treatment

    Set name of the column which will be used as treatment

    Definition Classes
    HasTreatmentCol
  132. def setUnitCol(value: String): SyntheticControlEstimator.this.type
    Definition Classes
    HasUnitCol
  133. val stepSize: DoubleParam
    Definition Classes
    HasStepSize
  134. val supportedMissingOutcomes: Array[String]
    Attributes
    protected
    Definition Classes
    SyntheticEstimatorParams
  135. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  136. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  137. final val timeCol: Param[String]
    Definition Classes
    HasTimeCol
  138. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  139. final val tol: DoubleParam
    Definition Classes
    HasTol
  140. def transformSchema(schema: StructType): StructType
    Definition Classes
    BaseDiffInDiffEstimator → PipelineStage
  141. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  142. val treatmentCol: Param[String]
    Definition Classes
    HasTreatmentCol
  143. val uid: String
    Definition Classes
    SyntheticControlEstimator → SynapseMLLogging → BaseDiffInDiffEstimator → Identifiable
  144. final val unitCol: Param[String]
    Definition Classes
    HasUnitCol
  145. def validateFieldNumericType(field: StructField): Unit
    Attributes
    protected
    Definition Classes
    BaseDiffInDiffEstimator
  146. implicit val vectorEntryEncoder: Encoder[VectorEntry]
    Definition Classes
    SyntheticEstimator
  147. implicit val vectorOps: DVectorOps.type
    Definition Classes
    SyntheticEstimator
  148. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  149. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  150. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  151. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from Wrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from SyntheticEstimatorParams

Inherited from HasTol

Inherited from HasStepSize

Inherited from HasMaxIter

Inherited from HasTimeCol

Inherited from HasUnitCol

Inherited from SyntheticEstimator

Inherited from SynapseMLLogging

Inherited from BaseDiffInDiffEstimator

Inherited from DiffInDiffEstimatorParams

Inherited from HasPostTreatmentCol

Inherited from HasOutcomeCol

Inherited from HasTreatmentCol

Inherited from Estimator[DiffInDiffModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

expertGetParam

expertParam

setParam

Ungrouped