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
Ordering
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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
  1. Public
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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 balanceClasses: BooleanParam

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    Attributes
    protected

  7. var binaryModel: Option[H2OBinaryModel]

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    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils

  8. val binomialDoubleTrees: BooleanParam

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  10. val buildTreeOneNode: BooleanParam

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    Attributes
    protected

  11. val calibrateModel: BooleanParam

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    Attributes
    protected

  12. val categoricalEncoding: Param[String]

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    Attributes
    protected

  13. val checkConstantResponse: BooleanParam

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    Attributes
    protected

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

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    Definition Classes
    RestCommunication

  15. val classSamplingFactors: NullableFloatArrayParam

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    Attributes
    protected

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

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    Definition Classes
    Params

  17. def clone(): AnyRef

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

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

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    Attributes
    protected

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

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    Attributes
    protected

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  21. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

  23. def convertModelIdToKey(key: String): String

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

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

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    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase

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

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    Params

  26. val customMetricFunc: NullableStringParam

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    protected

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

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    Attributes
    protected
    Definition Classes
    Params

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

  29. 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

  30. val distribution: Param[String]

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    protected

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

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    ParameterConstructorMethods

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

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    ParameterConstructorMethods

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Attributes
    protected
    Definition Classes
    RestCommunication

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

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    Definition Classes
    AnyRef

  36. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

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

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    Definition Classes
    Params

  38. def explainParams(): String

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    Definition Classes
    Params

  39. val exportCheckpointsDir: NullableStringParam

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    Attributes
    protected

  40. final def extractParamMap(): ParamMap

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  42. def finalize(): Unit

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

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

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    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods

  44. val foldAssignment: Param[String]

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    Attributes
    protected

  45. val foldCol: NullableStringParam

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    Attributes
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  46. val gainsliftBins: IntParam

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

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    Definition Classes
    Params

  48. def getBalanceClasses(): Boolean

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  49. def getBinaryModel(): H2OBinaryModel

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    Definition Classes
    H2OAlgoCommonUtils

  50. def getBinomialDoubleTrees(): Boolean

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  51. def getBuildTreeOneNode(): Boolean

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  52. def getCalibrateModel(): Boolean

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  53. def getCalibrationDataFrame(): DataFrame

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    Definition Classes
    HasCalibrationDataFrame

  54. def getCategoricalEncoding(): String

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  55. def getCheckConstantResponse(): Boolean

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

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

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  58. def getColSampleRateChangePerLevel(): Double

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  59. def getColSampleRatePerTree(): Double

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  60. def getCustomMetricFunc(): String

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

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    Definition Classes
    Params

  62. def getDistribution(): String

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  63. def getExportCheckpointsDir(): String

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  64. def getFoldAssignment(): String

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  65. def getFoldCol(): String

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  66. def getGainsliftBins(): Int

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  67. def getHistogramType(): String

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  68. def getIgnoreConstCols(): Boolean

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  69. def getIgnoredCols(): Array[String]

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    Definition Classes
    HasIgnoredCols

  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 getLabelCol(): String

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  74. def getMaxAfterBalanceSize(): Float

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  75. def getMaxConfusionMatrixSize(): Int

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  76. def getMaxDepth(): Int

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  77. def getMaxRuntimeSecs(): Double

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  78. def getMinRows(): Double

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  79. def getMinSplitImprovement(): Double

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  80. def getModelId(): String

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  81. def getMtries(): Int

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  82. def getNbins(): Int

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  83. def getNbinsCats(): Int

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  84. def getNbinsTopLevel(): Int

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  85. def getNfolds(): Int

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  86. def getNtrees(): Int

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  87. def getOffsetCol(): String

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

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    Definition Classes
    Params

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

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    Definition Classes
    Params

  90. def getSampleRate(): Double

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  91. def getSampleRatePerClass(): Array[Double]

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  92. def getScoreEachIteration(): Boolean

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  93. def getScoreTreeInterval(): Int

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  94. def getSeed(): Long

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  95. def getStoppingMetric(): String

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  96. def getStoppingRounds(): Int

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  97. def getStoppingTolerance(): Double

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  98. def getWeightCol(): String

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

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    Definition Classes
    Params

  100. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params

  101. def hashCode(): Int

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    Definition Classes
    AnyRef → Any

  102. val histogramType: Param[String]

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  103. val ignoreConstCols: BooleanParam

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  104. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Logging

  105. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging

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

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    Definition Classes
    RestCommunication

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

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    Definition Classes
    RestCommunication

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

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    ParameterConstructorMethods

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

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

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    Params

  111. final def isInstanceOf[T0]: Boolean

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    Any

  112. def isPrimitiveType(value: Any): Boolean

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    RestEncodingUtils

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

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  114. def isTraceEnabled(): Boolean

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    Logging

  115. val keepCrossValidationFoldAssignment: BooleanParam

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  116. val keepCrossValidationModels: BooleanParam

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  117. val keepCrossValidationPredictions: BooleanParam

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  118. val labelCol: Param[String]

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  119. def log: Logger

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

  126. def logName: String

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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    Logging

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

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  132. val maxAfterBalanceSize: FloatParam

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  133. val maxConfusionMatrixSize: IntParam

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  134. val maxDepth: IntParam

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

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

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

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  138. val modelId: NullableStringParam

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  139. val mtries: IntParam

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  140. val nbins: IntParam

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  141. val nbinsCats: IntParam

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  142. val nbinsTopLevel: IntParam

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

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    AnyRef

  144. val nfolds: IntParam

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    protected

  145. final def notify(): Unit

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    AnyRef

  146. final def notifyAll(): Unit

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    AnyRef

  147. val ntrees: IntParam

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

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    ParameterConstructorMethods

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

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

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

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

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

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    ParameterConstructorMethods

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

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  155. val offsetCol: NullableStringParam

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

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    ParameterConstructorMethods

  157. def paramTag: ClassTag[DRFParameters]

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    protected

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

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    Definition Classes
    Params

  159. 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

  160. 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

  161. 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

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

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    protected

  163. val sampleRatePerClass: NullableDoubleArrayParam

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  164. def sanitize(colName: String): String

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    Definition Classes
    H2OAlgoCommonUtils

  165. val scoreEachIteration: BooleanParam

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  166. val scoreTreeInterval: IntParam

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  167. val seed: LongParam

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

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    Params

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

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    Params

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

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    Definition Classes
    Params

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

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

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

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

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

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    Definition Classes
    HasCalibrationDataFrame

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

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

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

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

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

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

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

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    Params

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

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    Params

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

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

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

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

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

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

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

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

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    Definition Classes
    HasIgnoredCols

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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  219. val stoppingMetric: Param[String]

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    Attributes
    protected

  220. val stoppingRounds: IntParam

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

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    protected

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

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    Definition Classes
    ParameterConstructorMethods

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

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    ParameterConstructorMethods

  224. def stringify(value: Any): String

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    RestEncodingUtils

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

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    RestEncodingUtils

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

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    RestEncodingUtils

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

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    RestEncodingUtils

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

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    RestEncodingUtils

  229. def stringifyPrimitiveParam(value: Any): String

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    RestEncodingUtils

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

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  231. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any

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

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    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils

  233. 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

  234. final def wait(): Unit

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    @throws( ... )

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

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    @throws( ... )

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

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    @throws( ... )

  237. 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