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

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Inherited
  1. SyntheticControlEstimator
  2. Wrappable
  3. DotnetWrappable
  4. RWrappable
  5. PythonWrappable
  6. BaseWrappable
  7. ComplexParamsWritable
  8. MLWritable
  9. SyntheticEstimatorParams
  10. HasTol
  11. HasStepSize
  12. HasMaxIter
  13. HasTimeCol
  14. HasUnitCol
  15. SyntheticEstimator
  16. SynapseMLLogging
  17. BaseDiffInDiffEstimator
  18. DiffInDiffEstimatorParams
  19. HasPostTreatmentCol
  20. HasOutcomeCol
  21. HasTreatmentCol
  22. Estimator
  23. PipelineStage
  24. Logging
  25. Params
  26. Serializable
  27. Serializable
  28. Identifiable
  29. AnyRef
  30. 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. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  15. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  16. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  17. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. final val epsilon: DoubleParam
    Definition Classes
    SyntheticEstimatorParams
  32. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  33. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  34. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  35. def explainParams(): String
    Definition Classes
    Params
  36. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  37. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  38. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  39. def fit(dataset: Dataset[_]): DiffInDiffModel
    Definition Classes
    SyntheticControlEstimator → Estimator
  40. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[DiffInDiffModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  41. def fit(dataset: Dataset[_], paramMap: ParamMap): DiffInDiffModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  42. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DiffInDiffModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  43. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  45. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  46. def getEpsilon: Double
    Definition Classes
    SyntheticEstimatorParams
  47. def getHandleMissingOutcome: String
    Definition Classes
    SyntheticEstimatorParams
  48. def getLocalSolverThreshold: Long

    Definition Classes
    SyntheticEstimatorParams
  49. final def getMaxIter: Int
    Definition Classes
    HasMaxIter
  50. def getNumIterNoChange: Int
    Definition Classes
    SyntheticEstimatorParams
  51. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  52. def getOutcomeCol: String
    Definition Classes
    HasOutcomeCol
  53. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  54. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  55. def getPayload(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], exception: Option[Exception]): Map[String, String]
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  56. def getPostTreatmentCol: String
    Definition Classes
    HasPostTreatmentCol
  57. final def getStepSize: Double
    Definition Classes
    HasStepSize
  58. def getTimeCol: String
    Definition Classes
    HasTimeCol
  59. final def getTol: Double
    Definition Classes
    HasTol
  60. def getTreatmentCol: String
    Definition Classes
    HasTreatmentCol
  61. def getUnitCol: String
    Definition Classes
    HasUnitCol
  62. final val handleMissingOutcome: Param[String]
    Definition Classes
    SyntheticEstimatorParams
  63. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  64. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  65. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  66. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  67. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  69. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  70. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  71. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  72. 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
  73. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  74. def logBase(info: Map[String, String], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  75. def logBase(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  76. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  77. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  81. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  82. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  83. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  85. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  86. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  87. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  88. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  89. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  90. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  91. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  92. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  93. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  94. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  95. implicit val matrixEntryEncoder: Encoder[MatrixEntry]
    Definition Classes
    SyntheticEstimator
  96. implicit val matrixOps: DMatrixOps.type
    Definition Classes
    SyntheticEstimator
  97. final val maxIter: IntParam
    Definition Classes
    HasMaxIter
  98. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  99. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  100. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  101. final val numIterNoChange: IntParam
    Definition Classes
    SyntheticEstimatorParams
  102. val outcomeCol: Param[String]
    Definition Classes
    HasOutcomeCol
  103. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  104. final val postTreatmentCol: Param[String]
    Definition Classes
    HasPostTreatmentCol
  105. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  106. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  109. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  110. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  111. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  112. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  113. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  114. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  115. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  116. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  117. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  118. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  119. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  120. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  121. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  122. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  123. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  124. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  125. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  126. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  127. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  128. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  129. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  130. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  131. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  132. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  133. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  134. final def set(paramPair: ParamPair[_]): SyntheticControlEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  135. final def set(param: String, value: Any): SyntheticControlEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  136. final def set[T](param: Param[T], value: T): SyntheticControlEstimator.this.type
    Definition Classes
    Params
  137. final def setDefault(paramPairs: ParamPair[_]*): SyntheticControlEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  138. final def setDefault[T](param: Param[T], value: T): SyntheticControlEstimator.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  139. def setEpsilon(value: Double): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  140. def setHandleMissingOutcome(value: String): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  141. def setLocalSolverThreshold(value: Long): SyntheticControlEstimator.this.type

    Definition Classes
    SyntheticEstimatorParams
  142. def setMaxIter(value: Int): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  143. def setNumIterNoChange(value: Int): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  144. 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
  145. 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
  146. def setStepSize(value: Double): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  147. def setTimeCol(value: String): SyntheticControlEstimator.this.type
    Definition Classes
    HasTimeCol
  148. def setTol(value: Double): SyntheticControlEstimator.this.type
    Definition Classes
    SyntheticEstimatorParams
  149. 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
  150. def setUnitCol(value: String): SyntheticControlEstimator.this.type
    Definition Classes
    HasUnitCol
  151. val stepSize: DoubleParam
    Definition Classes
    HasStepSize
  152. val supportedMissingOutcomes: Array[String]
    Attributes
    protected
    Definition Classes
    SyntheticEstimatorParams
  153. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  154. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  155. final val timeCol: Param[String]
    Definition Classes
    HasTimeCol
  156. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  157. final val tol: DoubleParam
    Definition Classes
    HasTol
  158. def transformSchema(schema: StructType): StructType
    Definition Classes
    BaseDiffInDiffEstimator → PipelineStage
  159. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  160. val treatmentCol: Param[String]
    Definition Classes
    HasTreatmentCol
  161. val uid: String
    Definition Classes
    SyntheticControlEstimatorSynapseMLLoggingBaseDiffInDiffEstimator → Identifiable
  162. final val unitCol: Param[String]
    Definition Classes
    HasUnitCol
  163. def validateFieldNumericType(field: StructField): Unit
    Attributes
    protected
    Definition Classes
    BaseDiffInDiffEstimator
  164. implicit val vectorEntryEncoder: Encoder[VectorEntry]
    Definition Classes
    SyntheticEstimator
  165. implicit val vectorOps: DVectorOps.type
    Definition Classes
    SyntheticEstimator
  166. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  167. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  168. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  169. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

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