Trait

ai.h2o.sparkling.ml.params

H2OGAMParams

Related Doc: package params

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trait H2OGAMParams extends H2OAlgoParamsBase with HasIgnoredCols with HasBetaConstraints with HasGamCols

Linear Supertypes
HasGamCols, HasBetaConstraints, HasIgnoredCols, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Logging, H2OAlgoParamsBase, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. H2OGAMParams
  2. HasGamCols
  3. HasBetaConstraints
  4. HasIgnoredCols
  5. H2OAlgoCommonUtils
  6. EstimatorCommonUtils
  7. RestCommunication
  8. RestEncodingUtils
  9. Logging
  10. Logging
  11. H2OAlgoParamsBase
  12. ParameterConstructorMethods
  13. Params
  14. Serializable
  15. Serializable
  16. Identifiable
  17. AnyRef
  18. Any
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Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params
  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  5. val alphaValue: NullableDoubleArrayParam

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    Attributes
    protected
  6. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  7. val balanceClasses: BooleanParam

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    Attributes
    protected
  8. val betaEpsilon: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected
  9. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  10. def booleanParam(name: String, doc: String): BooleanParam

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    protected
    Definition Classes
    ParameterConstructorMethods
  11. val bs: NullableIntArrayParam

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    Attributes
    protected
  12. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit

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    Definition Classes
    RestCommunication
  13. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected
  14. final def clear(param: Param[_]): H2OGAMParams.this.type

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    Definition Classes
    Params
  15. def clone(): AnyRef

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    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  16. val coldStart: BooleanParam

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    protected
  17. val computePValues: BooleanParam

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    Attributes
    protected
  18. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
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    Definition Classes
    H2OAlgoParamsBase
  19. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
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    Definition Classes
    H2OAlgoParamsBase
  20. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]

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    Definition Classes
    H2OAlgoParamsBase
  21. def convertModelIdToKey(key: String): String

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    protected
    Definition Classes
    EstimatorCommonUtils
  22. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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    Definition Classes
    H2OAlgoParamsBase
  23. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Params
  24. val customMetricFunc: NullableStringParam

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  25. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Params
  26. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit

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    RestCommunication
  27. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication
  28. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    ParameterConstructorMethods
  29. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam

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    ParameterConstructorMethods
  30. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Definition Classes
    RestCommunication
  31. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Definition Classes
    RestCommunication
  32. val earlyStopping: BooleanParam

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  33. final def eq(arg0: AnyRef): Boolean

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    AnyRef
  34. def equals(arg0: Any): Boolean

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  35. def explainParam(param: Param[_]): String

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    Params
  36. def explainParams(): String

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    Definition Classes
    Params
  37. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected
  38. final def extractParamMap(): ParamMap

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

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    Definition Classes
    Params
  40. val family: Param[String]

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    protected
  41. def finalize(): Unit

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    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  42. def floatParam(name: String, doc: String): FloatParam

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    Attributes
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    ParameterConstructorMethods
  43. val foldAssignment: Param[String]

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  44. val foldCol: NullableStringParam

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    Attributes
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  45. val gamCols: NullableStringArrayParam

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    Attributes
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    Definition Classes
    HasGamCols
  46. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  47. def getAlphaValue(): Array[Double]

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  48. def getBalanceClasses(): Boolean

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  49. def getBetaConstraints(): DataFrame

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    Definition Classes
    HasBetaConstraints
  50. def getBetaEpsilon(): Double

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  51. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils
  52. def getBs(): Array[Int]

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  53. final def getClass(): Class[_]

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    Definition Classes
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  54. def getClassSamplingFactors(): Array[Float]

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  55. def getColdStart(): Boolean

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  56. def getComputePValues(): Boolean

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  57. def getCustomMetricFunc(): String

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  58. final def getDefault[T](param: Param[T]): Option[T]

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    Params
  59. def getEarlyStopping(): Boolean

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  60. def getExportCheckpointsDir(): String

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  61. def getFamily(): String

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  62. def getFoldAssignment(): String

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  63. def getFoldCol(): String

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  64. def getGamCols(): Array[String]

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    Definition Classes
    HasGamCols
  65. def getGradientEpsilon(): Double

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  66. def getIgnoreConstCols(): Boolean

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  67. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols
  68. def getInteractions(): Array[String]

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  69. def getIntercept(): Boolean

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  70. def getKeepCrossValidationFoldAssignment(): Boolean

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  71. def getKeepCrossValidationModels(): Boolean

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  72. def getKeepCrossValidationPredictions(): Boolean

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  73. def getKeepGamCols(): Boolean

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  74. def getKnotIds(): Array[String]

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  75. def getLabelCol(): String

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  76. def getLambdaSearch(): Boolean

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  77. def getLambdaValue(): Array[Double]

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  78. def getLink(): String

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  79. def getMaxActivePredictors(): Int

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  80. def getMaxAfterBalanceSize(): Float

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  81. def getMaxConfusionMatrixSize(): Int

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  82. def getMaxIterations(): Int

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  83. def getMaxRuntimeSecs(): Double

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  84. def getMissingValuesHandling(): String

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  85. def getModelId(): String

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  86. def getNfolds(): Int

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  87. def getNlambdas(): Int

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  88. def getNonNegative(): Boolean

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  89. def getNumKnots(): Array[Int]

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  90. def getObjReg(): Double

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  91. def getObjectiveEpsilon(): Double

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  92. def getOffsetCol(): String

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

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    Params
  94. def getParam(paramName: String): Param[Any]

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  95. def getPrior(): Double

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  96. def getRemoveCollinearCols(): Boolean

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  97. def getScale(): Array[Double]

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  98. def getScoreEachIteration(): Boolean

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  99. def getSeed(): Long

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  100. def getSolver(): String

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  101. def getStandardize(): Boolean

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  102. def getStoppingMetric(): String

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  103. def getStoppingRounds(): Int

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  104. def getStoppingTolerance(): Double

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  105. def getTheta(): Double

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  106. def getTweedieLinkPower(): Double

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  107. def getTweedieVariancePower(): Double

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  108. def getWeightCol(): String

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  109. val gradientEpsilon: org.apache.spark.ml.param.DoubleParam

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  110. final def hasDefault[T](param: Param[T]): Boolean

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  111. def hasParam(paramName: String): Boolean

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  112. def hashCode(): Int

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  113. val ignoreConstCols: BooleanParam

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  114. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging
  115. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream

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    RestCommunication
  116. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream

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    Definition Classes
    RestCommunication
  117. def intArrayParam(name: String, doc: String): IntArrayParam

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    ParameterConstructorMethods
  118. def intParam(name: String, doc: String): IntParam

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  119. val interactions: NullableStringArrayParam

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  120. val intercept: BooleanParam

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  121. final def isDefined(param: Param[_]): Boolean

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  122. final def isInstanceOf[T0]: Boolean

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    Any
  123. def isPrimitiveType(value: Any): Boolean

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    RestEncodingUtils
  124. final def isSet(param: Param[_]): Boolean

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  125. def isTraceEnabled(): Boolean

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    Logging
  126. val keepCrossValidationFoldAssignment: BooleanParam

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  127. val keepCrossValidationModels: BooleanParam

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  128. val keepCrossValidationPredictions: BooleanParam

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  129. val keepGamCols: BooleanParam

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  130. val knotIds: NullableStringArrayParam

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  131. val labelCol: Param[String]

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  132. val lambdaSearch: BooleanParam

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  133. val lambdaValue: NullableDoubleArrayParam

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  134. val link: Param[String]

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  135. def log: Logger

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    Logging
  136. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Logging
  137. def logDebug(msg: ⇒ String): Unit

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    Logging
  138. def logError(msg: ⇒ String, throwable: Throwable): Unit

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    Logging
  139. def logError(msg: ⇒ String): Unit

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    Logging
  140. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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    Logging
  141. def logInfo(msg: ⇒ String): Unit

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    Logging
  142. def logName: String

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    Logging
  143. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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  144. def logTrace(msg: ⇒ String): Unit

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    Logging
  145. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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  146. def logWarning(msg: ⇒ String): Unit

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    Logging
  147. def longParam(name: String, doc: String): LongParam

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  148. val maxActivePredictors: IntParam

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  149. val maxAfterBalanceSize: FloatParam

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  150. val maxConfusionMatrixSize: IntParam

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  151. val maxIterations: IntParam

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  152. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam

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  153. val missingValuesHandling: Param[String]

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  154. val modelId: NullableStringParam

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

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  156. val nfolds: IntParam

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  157. val nlambdas: IntParam

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  158. val nonNegative: BooleanParam

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  159. final def notify(): Unit

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  160. final def notifyAll(): Unit

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  161. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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  162. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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  163. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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  164. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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  165. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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  166. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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  167. def nullableStringParam(name: String, doc: String): NullableStringParam

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  168. val numKnots: NullableIntArrayParam

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  169. val objReg: org.apache.spark.ml.param.DoubleParam

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  170. val objectiveEpsilon: org.apache.spark.ml.param.DoubleParam

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  171. val offsetCol: NullableStringParam

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  172. def param[T](name: String, doc: String): Param[T]

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  173. def paramTag: ClassTag[GAMParameters]

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

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    Params
  175. val prior: org.apache.spark.ml.param.DoubleParam

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  176. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication
  177. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream

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  178. val removeCollinearCols: BooleanParam

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  179. def request[ResultType](endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean, confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication
  180. def sanitize(colName: String): String

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    H2OAlgoCommonUtils
  181. val scale: NullableDoubleArrayParam

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  182. val scoreEachIteration: BooleanParam

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  183. val seed: LongParam

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  184. final def set(paramPair: ParamPair[_]): H2OGAMParams.this.type

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    Params
  185. final def set(param: String, value: Any): H2OGAMParams.this.type

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    Params
  186. final def set[T](param: Param[T], value: T): H2OGAMParams.this.type

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    Definition Classes
    Params
  187. def setAlphaValue(value: Array[Double]): H2OGAMParams.this.type

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  188. def setBalanceClasses(value: Boolean): H2OGAMParams.this.type

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  189. def setBetaConstraints(value: DataFrame): H2OGAMParams.this.type

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    Definition Classes
    HasBetaConstraints
  190. def setBetaEpsilon(value: Double): H2OGAMParams.this.type

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  191. def setBs(value: Array[Int]): H2OGAMParams.this.type

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  192. def setClassSamplingFactors(value: Array[Float]): H2OGAMParams.this.type

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  193. def setColdStart(value: Boolean): H2OGAMParams.this.type

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  194. def setComputePValues(value: Boolean): H2OGAMParams.this.type

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  195. def setCustomMetricFunc(value: String): H2OGAMParams.this.type

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  196. final def setDefault(paramPairs: ParamPair[_]*): H2OGAMParams.this.type

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    Params
  197. final def setDefault[T](param: Param[T], value: T): H2OGAMParams.this.type

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    Params
  198. def setEarlyStopping(value: Boolean): H2OGAMParams.this.type

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  199. def setExportCheckpointsDir(value: String): H2OGAMParams.this.type

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  200. def setFamily(value: String): H2OGAMParams.this.type

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  201. def setFoldAssignment(value: String): H2OGAMParams.this.type

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  202. def setFoldCol(value: String): H2OGAMParams.this.type

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  203. def setGamCols(value: Array[String]): H2OGAMParams.this.type

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    Definition Classes
    HasGamCols
  204. def setGradientEpsilon(value: Double): H2OGAMParams.this.type

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  205. def setIgnoreConstCols(value: Boolean): H2OGAMParams.this.type

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  206. def setIgnoredCols(value: Array[String]): H2OGAMParams.this.type

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    Definition Classes
    HasIgnoredCols
  207. def setInteractions(value: Array[String]): H2OGAMParams.this.type

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  208. def setIntercept(value: Boolean): H2OGAMParams.this.type

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  209. def setKeepCrossValidationFoldAssignment(value: Boolean): H2OGAMParams.this.type

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  210. def setKeepCrossValidationModels(value: Boolean): H2OGAMParams.this.type

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  211. def setKeepCrossValidationPredictions(value: Boolean): H2OGAMParams.this.type

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  212. def setKeepGamCols(value: Boolean): H2OGAMParams.this.type

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  213. def setKnotIds(value: Array[String]): H2OGAMParams.this.type

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  214. def setLabelCol(value: String): H2OGAMParams.this.type

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  215. def setLambdaSearch(value: Boolean): H2OGAMParams.this.type

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  216. def setLambdaValue(value: Array[Double]): H2OGAMParams.this.type

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  217. def setLink(value: String): H2OGAMParams.this.type

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  218. def setMaxActivePredictors(value: Int): H2OGAMParams.this.type

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  219. def setMaxAfterBalanceSize(value: Float): H2OGAMParams.this.type

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  220. def setMaxConfusionMatrixSize(value: Int): H2OGAMParams.this.type

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  221. def setMaxIterations(value: Int): H2OGAMParams.this.type

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  222. def setMaxRuntimeSecs(value: Double): H2OGAMParams.this.type

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  223. def setMissingValuesHandling(value: String): H2OGAMParams.this.type

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  224. def setModelId(value: String): H2OGAMParams.this.type

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  225. def setNfolds(value: Int): H2OGAMParams.this.type

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  226. def setNlambdas(value: Int): H2OGAMParams.this.type

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  227. def setNonNegative(value: Boolean): H2OGAMParams.this.type

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  228. def setNumKnots(value: Array[Int]): H2OGAMParams.this.type

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  229. def setObjReg(value: Double): H2OGAMParams.this.type

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  230. def setObjectiveEpsilon(value: Double): H2OGAMParams.this.type

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  231. def setOffsetCol(value: String): H2OGAMParams.this.type

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  232. def setPrior(value: Double): H2OGAMParams.this.type

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  233. def setRemoveCollinearCols(value: Boolean): H2OGAMParams.this.type

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  234. def setScale(value: Array[Double]): H2OGAMParams.this.type

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  235. def setScoreEachIteration(value: Boolean): H2OGAMParams.this.type

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  236. def setSeed(value: Long): H2OGAMParams.this.type

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  237. def setSolver(value: String): H2OGAMParams.this.type

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  238. def setStandardize(value: Boolean): H2OGAMParams.this.type

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  239. def setStoppingMetric(value: String): H2OGAMParams.this.type

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  240. def setStoppingRounds(value: Int): H2OGAMParams.this.type

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  241. def setStoppingTolerance(value: Double): H2OGAMParams.this.type

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  242. def setTheta(value: Double): H2OGAMParams.this.type

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  243. def setTweedieLinkPower(value: Double): H2OGAMParams.this.type

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  244. def setTweedieVariancePower(value: Double): H2OGAMParams.this.type

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  245. def setWeightCol(value: String): H2OGAMParams.this.type

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  246. val solver: Param[String]

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    protected
  247. val standardize: BooleanParam

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  248. val stoppingMetric: Param[String]

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  249. val stoppingRounds: IntParam

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  250. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam

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  251. def stringArrayParam(name: String, doc: String): StringArrayParam

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    ParameterConstructorMethods
  252. def stringParam(name: String, doc: String): Param[String]

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  253. def stringify(value: Any): String

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    RestEncodingUtils
  254. def stringifyArray(arr: Array[_]): String

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    RestEncodingUtils
  255. def stringifyMap(map: Map[_, _]): String

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    RestEncodingUtils
  256. def stringifyPair(pair: Tuple2[_, _]): String

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    RestEncodingUtils
  257. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String

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    RestEncodingUtils
  258. def stringifyPrimitiveParam(value: Any): String

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

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    Definition Classes
    AnyRef
  260. val theta: org.apache.spark.ml.param.DoubleParam

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  261. def toString(): String

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    Identifiable → AnyRef → Any
  262. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Definition Classes
    EstimatorCommonUtils
  263. val tweedieLinkPower: org.apache.spark.ml.param.DoubleParam

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  264. val tweedieVariancePower: org.apache.spark.ml.param.DoubleParam

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  265. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType

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    Definition Classes
    RestCommunication
  266. final def wait(): Unit

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    @throws( ... )
  267. final def wait(arg0: Long, arg1: Int): Unit

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    @throws( ... )
  268. final def wait(arg0: Long): Unit

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    @throws( ... )
  269. val weightCol: NullableStringParam

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    protected

Inherited from HasGamCols

Inherited from HasBetaConstraints

Inherited from HasIgnoredCols

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Logging

Inherited from H2OAlgoParamsBase

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped