Packages

class SimpleDetectAnomalies extends AnomalyDetectorBase with HasOutputCol with BasicLogging

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Inherited
  1. SimpleDetectAnomalies
  2. AnomalyDetectorBase
  3. HasSetLinkedService
  4. HasSetLocation
  5. HasUrlPath
  6. HasInternalJsonOutputParser
  7. HasCognitiveServiceInput
  8. CognitiveServicesBase
  9. HasHandler
  10. CognitiveServicesBaseNoHandler
  11. BasicLogging
  12. HasErrorCol
  13. HasSubscriptionKey
  14. HasServiceParams
  15. ComplexParamsWritable
  16. MLWritable
  17. HasURL
  18. HasOutputCol
  19. ConcurrencyParams
  20. Wrappable
  21. RWrappable
  22. PythonWrappable
  23. BaseWrappable
  24. Transformer
  25. PipelineStage
  26. Logging
  27. Params
  28. Serializable
  29. Serializable
  30. Identifiable
  31. AnyRef
  32. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new SimpleDetectAnomalies()
  2. new SimpleDetectAnomalies(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[_]): SimpleDetectAnomalies.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. val concurrency: Param[Int]
    Definition Classes
    ConcurrencyParams
  11. val concurrentTimeout: Param[Double]
    Definition Classes
    ConcurrencyParams
  12. def contentType: (Row) ⇒ String
    Attributes
    protected
    Definition Classes
    HasCognitiveServiceInput
  13. def copy(extra: ParamMap): Transformer
    Definition Classes
    CognitiveServicesBaseNoHandler → Transformer → PipelineStage → Params
  14. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  15. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  16. val customInterval: ServiceParam[Int]
    Definition Classes
    AnomalyDetectorBase
  17. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  18. def emptyParamData[T](row: Row, p: ServiceParam[T]): Boolean
    Attributes
    protected
    Definition Classes
    HasServiceParams
  19. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  20. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  21. val errorCol: Param[String]
    Definition Classes
    HasErrorCol
  22. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  23. def explainParams(): String
    Definition Classes
    Params
  24. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  25. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  26. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  27. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  28. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  29. def getConcurrency: Int

    Definition Classes
    ConcurrencyParams
  30. def getConcurrentTimeout: Double

    Definition Classes
    ConcurrencyParams
  31. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  32. def getErrorCol: String
    Definition Classes
    HasErrorCol
  33. def getGroupbyCol: String
  34. def getHandler: HandlerFunc

    Definition Classes
    HasHandler
  35. def getInternalInputParser(schema: StructType): HTTPInputParser
    Attributes
    protected
    Definition Classes
    HasCognitiveServiceInput
  36. def getInternalOutputParser(schema: StructType): HTTPOutputParser
    Attributes
    protected
    Definition Classes
    HasInternalJsonOutputParser
  37. def getInternalTransformer(schema: StructType): PipelineModel
    Attributes
    protected
    Definition Classes
    CognitiveServicesBaseNoHandler
  38. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  39. def getOutputCol: String

    Definition Classes
    HasOutputCol
  40. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  41. def getRequiredParams: Array[ServiceParam[_]]
    Attributes
    protected
    Definition Classes
    HasServiceParams
  42. def getScalarParam[T](name: String): T
    Definition Classes
    HasServiceParams
  43. def getScalarParam[T](p: ServiceParam[T]): T
    Definition Classes
    HasServiceParams
  44. def getSubscriptionKey: String
    Definition Classes
    HasSubscriptionKey
  45. def getSubscriptionKeyCol: String
    Definition Classes
    HasSubscriptionKey
  46. def getTimeout: Double

    Definition Classes
    ConcurrencyParams
  47. def getTimestampCol: String
  48. def getUrl: String

    Definition Classes
    HasURL
  49. def getUrlParams: Array[ServiceParam[_]]
    Attributes
    protected
    Definition Classes
    HasServiceParams
  50. def getValue[T](row: Row, p: ServiceParam[T]): T
    Attributes
    protected
    Definition Classes
    HasServiceParams
  51. def getValueAny(row: Row, p: ServiceParam[_]): Any
    Attributes
    protected
    Definition Classes
    HasServiceParams
  52. def getValueAnyOpt(row: Row, p: ServiceParam[_]): Option[Any]
    Attributes
    protected
    Definition Classes
    HasServiceParams
  53. def getValueCol: String
  54. def getValueMap(row: Row, excludes: Set[ServiceParam[_]] = Set()): Map[String, Any]
    Attributes
    protected
    Definition Classes
    HasServiceParams
  55. def getValueOpt[T](row: Row, p: ServiceParam[T]): Option[T]
    Attributes
    protected
    Definition Classes
    HasServiceParams
  56. def getVectorParam(name: String): String
    Definition Classes
    HasServiceParams
  57. def getVectorParam(p: ServiceParam[_]): String
    Definition Classes
    HasServiceParams
  58. def getVectorParamMap: Map[String, String]
    Attributes
    protected
    Definition Classes
    HasServiceParams
  59. val granularity: ServiceParam[String]
    Definition Classes
    AnomalyDetectorBase
  60. val groupbyCol: Param[String]
  61. val handler: UDFParam
    Definition Classes
    HasHandler
  62. def handlingFunc(client: CloseableHttpClient, request: HTTPRequestData): HTTPResponseData
    Definition Classes
    HasHandler
  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. def inputFunc(schema: StructType): (Row) ⇒ Option[HttpRequestBase]
    Attributes
    protected
    Definition Classes
    HasCognitiveServiceInput
  69. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  70. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  71. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  72. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  73. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  74. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  75. def logClass(): Unit
    Definition Classes
    BasicLogging
  76. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  77. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  81. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  82. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  85. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  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 logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  89. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  90. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  91. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  92. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  93. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  94. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  95. val maxAnomalyRatio: ServiceParam[Double]
    Definition Classes
    AnomalyDetectorBase
  96. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  97. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  98. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  99. val outputCol: Param[String]

    The name of the output column

    The name of the output column

    Definition Classes
    HasOutputCol
  100. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  101. val period: ServiceParam[Int]
    Definition Classes
    AnomalyDetectorBase
  102. def prepareEntity: (Row) ⇒ Option[AbstractHttpEntity]
    Attributes
    protected
    Definition Classes
    AnomalyDetectorBase → HasCognitiveServiceInput
  103. def prepareMethod(): HttpRequestBase
    Attributes
    protected
    Definition Classes
    HasCognitiveServiceInput
  104. def prepareUrl: (Row) ⇒ String
    Attributes
    protected
    Definition Classes
    HasCognitiveServiceInput
  105. def pyAdditionalMethods: String
    Definition Classes
    HasSetLinkedService → 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 responseDataType: DataType
    Definition Classes
    SimpleDetectAnomalies → HasInternalJsonOutputParser
  134. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  135. val sensitivity: ServiceParam[Int]
    Definition Classes
    AnomalyDetectorBase
  136. val series: ServiceParam[Seq[TimeSeriesPoint]]
    Definition Classes
    AnomalyDetectorBase
  137. final def set(paramPair: ParamPair[_]): SimpleDetectAnomalies.this.type
    Attributes
    protected
    Definition Classes
    Params
  138. final def set(param: String, value: Any): SimpleDetectAnomalies.this.type
    Attributes
    protected
    Definition Classes
    Params
  139. final def set[T](param: Param[T], value: T): SimpleDetectAnomalies.this.type
    Definition Classes
    Params
  140. def setConcurrency(value: Int): SimpleDetectAnomalies.this.type

    Definition Classes
    ConcurrencyParams
  141. def setConcurrentTimeout(value: Option[Double]): SimpleDetectAnomalies.this.type
    Definition Classes
    ConcurrencyParams
  142. def setConcurrentTimeout(value: Double): SimpleDetectAnomalies.this.type

    Definition Classes
    ConcurrencyParams
  143. def setCustomInterval(v: Int): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  144. def setCustomIntervalCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  145. final def setDefault(paramPairs: ParamPair[_]*): SimpleDetectAnomalies.this.type
    Attributes
    protected
    Definition Classes
    Params
  146. final def setDefault[T](param: Param[T], value: T): SimpleDetectAnomalies.this.type
    Attributes
    protected
    Definition Classes
    Params
  147. def setErrorCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasErrorCol
  148. def setGranularity(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  149. def setGranularityCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  150. def setGroupbyCol(v: String): SimpleDetectAnomalies.this.type
  151. def setHandler(v: HandlerFunc): SimpleDetectAnomalies.this.type
    Definition Classes
    HasHandler
  152. def setLinkedService(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasSetLinkedService
  153. def setLocation(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasSetLocation
  154. def setMaxAnomalyRatio(v: Double): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  155. def setMaxAnomalyRatioCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  156. def setOutputCol(value: String): SimpleDetectAnomalies.this.type

    Definition Classes
    HasOutputCol
  157. def setPeriod(v: Int): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  158. def setPeriodCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  159. def setScalarParam[T](name: String, value: T): SimpleDetectAnomalies.this.type
    Definition Classes
    HasServiceParams
  160. def setScalarParam[T](p: ServiceParam[T], value: T): SimpleDetectAnomalies.this.type
    Definition Classes
    HasServiceParams
  161. def setSensitivity(v: Int): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  162. def setSensitivityCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    AnomalyDetectorBase
  163. def setSubscriptionKey(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasSubscriptionKey
  164. def setSubscriptionKeyCol(v: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasSubscriptionKey
  165. def setTimeout(value: Double): SimpleDetectAnomalies.this.type

    Definition Classes
    ConcurrencyParams
  166. def setTimestampCol(v: String): SimpleDetectAnomalies.this.type
  167. def setUrl(value: String): SimpleDetectAnomalies.this.type

    Definition Classes
    HasURL
  168. def setValueCol(v: String): SimpleDetectAnomalies.this.type
  169. def setVectorParam(name: String, value: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasServiceParams
  170. def setVectorParam[T](p: ServiceParam[T], value: String): SimpleDetectAnomalies.this.type
    Definition Classes
    HasServiceParams
  171. def shouldSkip(row: Row): Boolean
    Attributes
    protected
    Definition Classes
    HasServiceParams
  172. val subscriptionKey: ServiceParam[String]
    Definition Classes
    HasSubscriptionKey
  173. val subscriptionKeyHeaderName: String
    Attributes
    protected
    Definition Classes
    HasCognitiveServiceInput
  174. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  175. val timeout: Param[Double]
    Definition Classes
    ConcurrencyParams
  176. val timestampCol: Param[String]
  177. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  178. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    SimpleDetectAnomalies → CognitiveServicesBaseNoHandler → Transformer
  179. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  180. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  181. def transformSchema(schema: StructType): StructType
    Definition Classes
    SimpleDetectAnomalies → CognitiveServicesBaseNoHandler → PipelineStage
  182. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  183. val uid: String
    Definition Classes
    SimpleDetectAnomalies → AnomalyDetectorBase → CognitiveServicesBaseNoHandler → BasicLogging → Identifiable
  184. val url: Param[String]
    Definition Classes
    HasURL
  185. def urlPath: String
    Definition Classes
    SimpleDetectAnomalies → HasUrlPath
  186. val valueCol: Param[String]
  187. val ver: String
    Definition Classes
    BasicLogging
  188. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  189. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  190. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  191. def write: MLWriter
    Definition Classes
    ComplexParamsWritable → MLWritable

Inherited from AnomalyDetectorBase

Inherited from HasSetLinkedService

Inherited from HasSetLocation

Inherited from HasUrlPath

Inherited from HasInternalJsonOutputParser

Inherited from HasCognitiveServiceInput

Inherited from CognitiveServicesBase

Inherited from HasHandler

Inherited from CognitiveServicesBaseNoHandler

Inherited from BasicLogging

Inherited from HasErrorCol

Inherited from HasSubscriptionKey

Inherited from HasServiceParams

Inherited from ComplexParamsWritable

Inherited from MLWritable

Inherited from HasURL

Inherited from HasOutputCol

Inherited from ConcurrencyParams

Inherited from Wrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

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

getParam

param

setParam

Ungrouped