Trait

ai.h2o.sparkling.ml.params

H2ODRFParams

Related Doc: package params

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trait H2ODRFParams extends H2OAlgoParamsBase with HasCalibrationDataFrame with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, Logging, HasCalibrationDataFrame, H2OAlgoParamsBase, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2ODRF, H2ODRFClassifier, H2ODRFRegressor
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Inherited
  1. H2ODRFParams
  2. HasIgnoredCols
  3. H2OAlgoCommonUtils
  4. EstimatorCommonUtils
  5. RestCommunication
  6. RestEncodingUtils
  7. Logging
  8. Logging
  9. HasCalibrationDataFrame
  10. H2OAlgoParamsBase
  11. ParameterConstructorMethods
  12. Params
  13. Serializable
  14. Serializable
  15. Identifiable
  16. AnyRef
  17. Any
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Visibility
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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. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any

  6. val aucType: Param[String]

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    Attributes
    protected

  7. val balanceClasses: BooleanParam

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    Attributes
    protected

  8. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  9. val binomialDoubleTrees: BooleanParam

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    Attributes
    protected

  10. def booleanParam(name: String, doc: String): BooleanParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  11. val buildTreeOneNode: BooleanParam

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    Attributes
    protected

  12. val calibrateModel: BooleanParam

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    Attributes
    protected

  13. val categoricalEncoding: Param[String]

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    Attributes
    protected

  14. val checkConstantResponse: BooleanParam

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    Attributes
    protected

  15. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit

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    Definition Classes
    RestCommunication

  16. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected

  17. final def clear(param: Param[_]): H2ODRFParams.this.type

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    Definition Classes
    Params

  18. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )

  19. val colSampleRateChangePerLevel: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  20. val colSampleRatePerTree: org.apache.spark.ml.param.DoubleParam

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    Attributes
    protected

  21. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  22. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  23. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  24. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  25. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  26. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
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    Definition Classes
    Params

  27. val customMetricFunc: NullableStringParam

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

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    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  30. 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

  31. val distribution: Param[String]

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    protected

  32. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    Definition Classes
    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  35. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  37. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  39. def explainParams(): String

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    Definition Classes
    Params

  40. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  41. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

  42. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params

  43. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  44. def floatParam(name: String, doc: String): FloatParam

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  45. val foldAssignment: Param[String]

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    protected

  46. val foldCol: NullableStringParam

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  47. val gainsliftBins: IntParam

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  48. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params

  49. def getAucType(): String

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  50. def getBalanceClasses(): Boolean

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  51. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  52. def getBinomialDoubleTrees(): Boolean

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  53. def getBuildTreeOneNode(): Boolean

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  54. def getCalibrateModel(): Boolean

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  55. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  56. def getCategoricalEncoding(): String

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  57. def getCheckConstantResponse(): Boolean

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

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

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  60. def getColSampleRateChangePerLevel(): Double

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  61. def getColSampleRatePerTree(): Double

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  62. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params

  64. def getDistribution(): String

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  65. def getExportCheckpointsDir(): String

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  66. def getFoldAssignment(): String

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  67. def getFoldCol(): String

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  68. def getGainsliftBins(): Int

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  69. def getHistogramType(): String

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  70. def getIgnoreConstCols(): Boolean

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  71. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  72. def getKeepCrossValidationFoldAssignment(): Boolean

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  73. def getKeepCrossValidationModels(): Boolean

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  74. def getKeepCrossValidationPredictions(): Boolean

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  75. def getLabelCol(): String

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  76. def getMaxAfterBalanceSize(): Float

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  77. def getMaxConfusionMatrixSize(): Int

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  78. def getMaxDepth(): Int

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  79. def getMaxRuntimeSecs(): Double

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  80. def getMinRows(): Double

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  81. def getMinSplitImprovement(): Double

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  82. def getModelId(): String

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  83. def getMtries(): Int

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  84. def getNbins(): Int

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  85. def getNbinsCats(): Int

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  86. def getNbinsTopLevel(): Int

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  87. def getNfolds(): Int

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  88. def getNtrees(): Int

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  89. def getOffsetCol(): String

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  92. def getSampleRate(): Double

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  93. def getSampleRatePerClass(): Array[Double]

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  94. def getScoreEachIteration(): Boolean

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  95. def getScoreTreeInterval(): Int

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  96. def getSeed(): Long

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  97. def getStoppingMetric(): String

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  98. def getStoppingRounds(): Int

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  99. def getStoppingTolerance(): Double

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  100. def getWeightCol(): String

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

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    Definition Classes
    Params

  102. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  103. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  104. val histogramType: Param[String]

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  105. val ignoreConstCols: BooleanParam

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  106. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    RestCommunication

  109. def intArrayParam(name: String, doc: String): IntArrayParam

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    Attributes
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    Definition Classes
    ParameterConstructorMethods

  110. def intParam(name: String, doc: String): IntParam

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    ParameterConstructorMethods

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

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    Params

  112. final def isInstanceOf[T0]: Boolean

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    Any

  113. def isPrimitiveType(value: Any): Boolean

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    protected
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    RestEncodingUtils

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

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    Definition Classes
    Params

  115. def isTraceEnabled(): Boolean

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    Logging

  116. val keepCrossValidationFoldAssignment: BooleanParam

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  117. val keepCrossValidationModels: BooleanParam

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  118. val keepCrossValidationPredictions: BooleanParam

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  119. val labelCol: Param[String]

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  120. def log: Logger

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    Logging

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

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    Logging

  122. def logDebug(msg: ⇒ String): Unit

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    Logging

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

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    Logging

  124. def logError(msg: ⇒ String): Unit

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    Logging

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

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    Logging

  126. def logInfo(msg: ⇒ String): Unit

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    Logging

  127. def logName: String

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

  132. def longParam(name: String, doc: String): LongParam

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  133. val maxAfterBalanceSize: FloatParam

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  134. val maxConfusionMatrixSize: IntParam

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  135. val maxDepth: IntParam

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

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  137. val minRows: org.apache.spark.ml.param.DoubleParam

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  138. val minSplitImprovement: org.apache.spark.ml.param.DoubleParam

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  139. val modelId: NullableStringParam

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  140. val mtries: IntParam

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  141. val nbins: IntParam

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  142. val nbinsCats: IntParam

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  143. val nbinsTopLevel: IntParam

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

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    Definition Classes
    AnyRef

  145. val nfolds: IntParam

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    protected

  146. final def notify(): Unit

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    Definition Classes
    AnyRef

  147. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  148. val ntrees: IntParam

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    protected

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

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    ParameterConstructorMethods

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

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

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

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  153. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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    ParameterConstructorMethods

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

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

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    ParameterConstructorMethods

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

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  157. val offsetCol: NullableStringParam

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

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    ParameterConstructorMethods

  159. def paramTag: ClassTag[DRFParameters]

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    protected

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

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    Definition Classes
    Params

  161. 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

  162. 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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    Attributes
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    RestCommunication

  163. 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

  164. val sampleRate: org.apache.spark.ml.param.DoubleParam

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  165. val sampleRatePerClass: NullableDoubleArrayParam

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  166. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  167. val scoreEachIteration: BooleanParam

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  168. val scoreTreeInterval: IntParam

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  169. val seed: LongParam

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  170. final def set(paramPair: ParamPair[_]): H2ODRFParams.this.type

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    Params

  171. final def set(param: String, value: Any): H2ODRFParams.this.type

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    Params

  172. final def set[T](param: Param[T], value: T): H2ODRFParams.this.type

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    Definition Classes
    Params

  173. def setAucType(value: String): H2ODRFParams.this.type

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  174. def setBalanceClasses(value: Boolean): H2ODRFParams.this.type

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  175. def setBinomialDoubleTrees(value: Boolean): H2ODRFParams.this.type

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  176. def setBuildTreeOneNode(value: Boolean): H2ODRFParams.this.type

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  177. def setCalibrateModel(value: Boolean): H2ODRFParams.this.type

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  178. def setCalibrationDataFrame(value: DataFrame): H2ODRFParams.this.type

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    Definition Classes
    HasCalibrationDataFrame

  179. def setCategoricalEncoding(value: String): H2ODRFParams.this.type

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  180. def setCheckConstantResponse(value: Boolean): H2ODRFParams.this.type

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  181. def setClassSamplingFactors(value: Array[Float]): H2ODRFParams.this.type

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  182. def setColSampleRateChangePerLevel(value: Double): H2ODRFParams.this.type

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  183. def setColSampleRatePerTree(value: Double): H2ODRFParams.this.type

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  184. def setCustomMetricFunc(value: String): H2ODRFParams.this.type

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  185. final def setDefault(paramPairs: ParamPair[_]*): H2ODRFParams.this.type

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    Params

  186. final def setDefault[T](param: Param[T], value: T): H2ODRFParams.this.type

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    Params

  187. def setDistribution(value: String): H2ODRFParams.this.type

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  188. def setExportCheckpointsDir(value: String): H2ODRFParams.this.type

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  189. def setFoldAssignment(value: String): H2ODRFParams.this.type

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  190. def setFoldCol(value: String): H2ODRFParams.this.type

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  191. def setGainsliftBins(value: Int): H2ODRFParams.this.type

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  192. def setHistogramType(value: String): H2ODRFParams.this.type

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  193. def setIgnoreConstCols(value: Boolean): H2ODRFParams.this.type

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  194. def setIgnoredCols(value: Array[String]): H2ODRFParams.this.type

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    Definition Classes
    HasIgnoredCols

  195. def setKeepCrossValidationFoldAssignment(value: Boolean): H2ODRFParams.this.type

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  196. def setKeepCrossValidationModels(value: Boolean): H2ODRFParams.this.type

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  197. def setKeepCrossValidationPredictions(value: Boolean): H2ODRFParams.this.type

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  198. def setLabelCol(value: String): H2ODRFParams.this.type

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  199. def setMaxAfterBalanceSize(value: Float): H2ODRFParams.this.type

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  200. def setMaxConfusionMatrixSize(value: Int): H2ODRFParams.this.type

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  201. def setMaxDepth(value: Int): H2ODRFParams.this.type

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  202. def setMaxRuntimeSecs(value: Double): H2ODRFParams.this.type

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  203. def setMinRows(value: Double): H2ODRFParams.this.type

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  204. def setMinSplitImprovement(value: Double): H2ODRFParams.this.type

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  205. def setModelId(value: String): H2ODRFParams.this.type

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  206. def setMtries(value: Int): H2ODRFParams.this.type

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  207. def setNbins(value: Int): H2ODRFParams.this.type

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  208. def setNbinsCats(value: Int): H2ODRFParams.this.type

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  209. def setNbinsTopLevel(value: Int): H2ODRFParams.this.type

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  210. def setNfolds(value: Int): H2ODRFParams.this.type

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  211. def setNtrees(value: Int): H2ODRFParams.this.type

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  212. def setOffsetCol(value: String): H2ODRFParams.this.type

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  213. def setSampleRate(value: Double): H2ODRFParams.this.type

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  214. def setSampleRatePerClass(value: Array[Double]): H2ODRFParams.this.type

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  215. def setScoreEachIteration(value: Boolean): H2ODRFParams.this.type

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  216. def setScoreTreeInterval(value: Int): H2ODRFParams.this.type

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  217. def setSeed(value: Long): H2ODRFParams.this.type

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  218. def setStoppingMetric(value: String): H2ODRFParams.this.type

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  219. def setStoppingRounds(value: Int): H2ODRFParams.this.type

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  220. def setStoppingTolerance(value: Double): H2ODRFParams.this.type

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  221. def setWeightCol(value: String): H2ODRFParams.this.type

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  222. val stoppingMetric: Param[String]

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    Attributes
    protected

  223. val stoppingRounds: IntParam

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

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  227. def stringify(value: Any): String

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    Definition Classes
    RestEncodingUtils

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

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    RestEncodingUtils

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

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    RestEncodingUtils

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

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    RestEncodingUtils

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

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

  232. def stringifyPrimitiveParam(value: Any): String

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    Attributes
    protected
    Definition Classes
    RestEncodingUtils

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

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    Definition Classes
    AnyRef

  234. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

  235. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  236. 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

  237. final def wait(): Unit

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    Annotations
    @throws( ... )

  238. final def wait(arg0: Long, arg1: Int): Unit

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    @throws( ... )

  239. final def wait(arg0: Long): Unit

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    @throws( ... )

  240. val weightCol: NullableStringParam

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    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from Logging

Inherited from HasCalibrationDataFrame

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