Packages

t

ai.catboost.spark.params

TrainingParamsTrait

trait TrainingParamsTrait extends QuantizationParamsTrait with HasLabelCol with HasFeaturesCol with HasWeightCol

Params for training CatBoost. See documentation on https://catboost.ai/docs/ for details.

Linear Supertypes
HasWeightCol, HasFeaturesCol, HasLabelCol, QuantizationParamsTrait, ThreadCountParams, IgnoredFeaturesParams, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
CatBoostClassifier, CatBoostRegressor, ClassifierTrainingParamsTrait, RegressorTrainingParamsTrait
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. TrainingParamsTrait
  2. HasWeightCol
  3. HasFeaturesCol
  4. HasLabelCol
  5. QuantizationParamsTrait
  6. ThreadCountParams
  7. IgnoredFeaturesParams
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
  1. Hide All
  2. Show All
Visibility
  1. Public
  2. All

Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params
    Definition Classes
    Params
  2. abstract val uid: String
    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final val allowConstLabel: BooleanParam
  6. final val allowWritingFiles: BooleanParam
  7. final val approxOnFullHistory: BooleanParam
  8. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  9. final val baggingTemperature: FloatParam
  10. final val bestModelMinTrees: IntParam
  11. final val bootstrapType: EnumParam[EBootstrapType]
  12. final val borderCount: IntParam
    Definition Classes
    QuantizationParamsTrait
  13. final def clear(param: Param[_]): TrainingParamsTrait.this.type
    Definition Classes
    Params
  14. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. final val customMetric: StringArrayParam
  17. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  18. final val depth: IntParam
  19. final val diffusionTemperature: FloatParam
  20. final val earlyStoppingRounds: IntParam
  21. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  22. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  23. final val evalMetric: Param[String]
  24. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  25. def explainParams(): String
    Definition Classes
    Params
  26. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  27. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  28. final val featureBorderType: EnumParam[EBorderSelectionType]
    Definition Classes
    QuantizationParamsTrait
  29. final val featureWeightsList: DoubleArrayParam
  30. final val featureWeightsMap: OrderedStringMapParam[Float]
  31. final val featuresCol: Param[String]
    Definition Classes
    HasFeaturesCol
  32. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  33. final val firstFeatureUsePenaltiesList: DoubleArrayParam
  34. final val firstFeatureUsePenaltiesMap: OrderedStringMapParam[Float]
  35. final val foldLenMultiplier: FloatParam
  36. final val foldPermutationBlock: IntParam
  37. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  38. final def getAllowConstLabel: Boolean
  39. final def getAllowWritingFiles: Boolean
  40. final def getApproxOnFullHistory: Boolean
  41. final def getBaggingTemperature: Float
  42. final def getBestModelMinTrees: Int
  43. final def getBootstrapType: EBootstrapType
  44. final def getBorderCount: Int
    Definition Classes
    QuantizationParamsTrait
  45. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  46. final def getCustomMetric: Array[String]
  47. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  48. final def getDepth: Int
  49. final def getDiffusionTemperature: Float
  50. final def getEarlyStoppingRounds: Int
  51. final def getEvalMetric: String
  52. final def getFeatureBorderType: EBorderSelectionType
    Definition Classes
    QuantizationParamsTrait
  53. final def getFeatureWeightsList: Array[Double]
  54. final def getFeatureWeightsMap: LinkedHashMap[String, Float]
  55. final def getFeaturesCol: String
    Definition Classes
    HasFeaturesCol
  56. final def getFirstFeatureUsePenaltiesList: Array[Double]
  57. final def getFirstFeatureUsePenaltiesMap: LinkedHashMap[String, Float]
  58. final def getFoldLenMultiplier: Float
  59. final def getFoldPermutationBlock: Int
  60. final def getHasTime: Boolean
  61. final def getIgnoredFeaturesIndices: Array[Int]
    Definition Classes
    IgnoredFeaturesParams
  62. final def getIgnoredFeaturesNames: Array[String]
    Definition Classes
    IgnoredFeaturesParams
  63. final def getInputBorders: String
    Definition Classes
    QuantizationParamsTrait
  64. final def getIterations: Int
  65. final def getL2LeafReg: Float
  66. final def getLabelCol: String
    Definition Classes
    HasLabelCol
  67. final def getLeafEstimationBacktracking: ELeavesEstimationStepBacktracking
  68. final def getLeafEstimationIterations: Int
  69. final def getLeafEstimationMethod: ELeavesEstimation
  70. final def getLearningRate: Float
  71. final def getLoggingLevel: ELoggingLevel
  72. final def getLossFunction: String
  73. final def getMetricPeriod: Int
  74. final def getModelShrinkMode: EModelShrinkMode
  75. final def getModelShrinkRate: Float
  76. final def getMvsReg: Float
  77. final def getNanMode: ENanMode
    Definition Classes
    QuantizationParamsTrait
  78. final def getOdPval: Float
  79. final def getOdType: EOverfittingDetectorType
  80. final def getOdWait: Int
  81. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  82. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  83. final def getPenaltiesCoefficient: Float
  84. final def getPerFloatFeatureQuantizaton: Array[String]
    Definition Classes
    QuantizationParamsTrait
  85. final def getPerObjectFeaturePenaltiesList: Array[Double]
  86. final def getPerObjectFeaturePenaltiesMap: LinkedHashMap[String, Float]
  87. final def getRandomSeed: Int
  88. final def getRandomStrength: Float
  89. final def getRsm: Float
  90. final def getSamplingFrequency: ESamplingFrequency
  91. final def getSamplingUnit: ESamplingUnit
  92. final def getSaveSnapshot: Boolean
  93. final def getScoreFunction: EScoreFunction
  94. final def getSnapshotFile: String
  95. final def getSnapshotInterval: Duration
  96. final def getSparkPartitionCount: Int
  97. final def getSubsample: Float
  98. final def getThreadCount: Int
    Definition Classes
    ThreadCountParams
  99. final def getTrainDir: String
  100. final def getUseBestModel: Boolean
  101. final def getWeightCol: String
    Definition Classes
    HasWeightCol
  102. final def getWorkerInitializationTimeout: Duration
  103. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  104. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  105. final val hasTime: BooleanParam
  106. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  107. final val ignoredFeaturesIndices: IntArrayParam
    Definition Classes
    IgnoredFeaturesParams
  108. final val ignoredFeaturesNames: StringArrayParam
    Definition Classes
    IgnoredFeaturesParams
  109. final val inputBorders: Param[String]
    Definition Classes
    QuantizationParamsTrait
  110. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  111. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  112. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  113. final val iterations: IntParam
  114. final val l2LeafReg: FloatParam
  115. final val labelCol: Param[String]
    Definition Classes
    HasLabelCol
  116. final val leafEstimationBacktracking: EnumParam[ELeavesEstimationStepBacktracking]
  117. final val leafEstimationIterations: IntParam
  118. final val leafEstimationMethod: EnumParam[ELeavesEstimation]
  119. final val learningRate: FloatParam
  120. final val loggingLevel: EnumParam[ELoggingLevel]
  121. final val lossFunction: Param[String]
  122. final val metricPeriod: IntParam
  123. final val modelShrinkMode: EnumParam[EModelShrinkMode]
  124. final val modelShrinkRate: FloatParam
  125. final val mvsReg: FloatParam
  126. final val nanMode: EnumParam[ENanMode]
    Definition Classes
    QuantizationParamsTrait
  127. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  128. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  129. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  130. final val odPval: FloatParam
  131. final val odType: EnumParam[EOverfittingDetectorType]
  132. final val odWait: IntParam
  133. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  134. final val penaltiesCoefficient: FloatParam
  135. final val perFloatFeatureQuantizaton: StringArrayParam
    Definition Classes
    QuantizationParamsTrait
  136. final val perObjectFeaturePenaltiesList: DoubleArrayParam
  137. final val perObjectFeaturePenaltiesMap: OrderedStringMapParam[Float]
  138. final val randomSeed: IntParam
  139. final val randomStrength: FloatParam
  140. final val rsm: FloatParam
  141. final val samplingFrequency: EnumParam[ESamplingFrequency]
  142. final val samplingUnit: EnumParam[ESamplingUnit]
  143. final val saveSnapshot: BooleanParam
  144. final val scoreFunction: EnumParam[EScoreFunction]
  145. final def set(paramPair: ParamPair[_]): TrainingParamsTrait.this.type
    Attributes
    protected
    Definition Classes
    Params
  146. final def set(param: String, value: Any): TrainingParamsTrait.this.type
    Attributes
    protected
    Definition Classes
    Params
  147. final def set[T](param: Param[T], value: T): TrainingParamsTrait.this.type
    Definition Classes
    Params
  148. final def setAllowConstLabel(value: Boolean): TrainingParamsTrait.this.type
  149. final def setAllowWritingFiles(value: Boolean): TrainingParamsTrait.this.type
  150. final def setApproxOnFullHistory(value: Boolean): TrainingParamsTrait.this.type
  151. final def setBaggingTemperature(value: Float): TrainingParamsTrait.this.type
  152. final def setBestModelMinTrees(value: Int): TrainingParamsTrait.this.type
  153. final def setBootstrapType(value: EBootstrapType): TrainingParamsTrait.this.type
  154. final def setBorderCount(value: Int): TrainingParamsTrait.this.type
    Definition Classes
    QuantizationParamsTrait
  155. final def setCustomMetric(value: Array[String]): TrainingParamsTrait.this.type
  156. final def setDefault(paramPairs: ParamPair[_]*): TrainingParamsTrait.this.type
    Attributes
    protected
    Definition Classes
    Params
  157. final def setDefault[T](param: Param[T], value: T): TrainingParamsTrait.this.type
    Attributes
    protected
    Definition Classes
    Params
  158. final def setDepth(value: Int): TrainingParamsTrait.this.type
  159. final def setDiffusionTemperature(value: Float): TrainingParamsTrait.this.type
  160. final def setEarlyStoppingRounds(value: Int): TrainingParamsTrait.this.type
  161. final def setEvalMetric(value: String): TrainingParamsTrait.this.type
  162. final def setFeatureBorderType(value: EBorderSelectionType): TrainingParamsTrait.this.type
    Definition Classes
    QuantizationParamsTrait
  163. final def setFeatureWeightsList(value: Array[Double]): TrainingParamsTrait.this.type
  164. final def setFeatureWeightsMap(value: LinkedHashMap[String, Float]): TrainingParamsTrait.this.type
  165. final def setFirstFeatureUsePenaltiesList(value: Array[Double]): TrainingParamsTrait.this.type
  166. final def setFirstFeatureUsePenaltiesMap(value: LinkedHashMap[String, Float]): TrainingParamsTrait.this.type
  167. final def setFoldLenMultiplier(value: Float): TrainingParamsTrait.this.type
  168. final def setFoldPermutationBlock(value: Int): TrainingParamsTrait.this.type
  169. final def setHasTime(value: Boolean): TrainingParamsTrait.this.type
  170. final def setIgnoredFeaturesIndices(value: Array[Int]): TrainingParamsTrait.this.type
    Definition Classes
    IgnoredFeaturesParams
  171. final def setIgnoredFeaturesNames(value: Array[String]): TrainingParamsTrait.this.type
    Definition Classes
    IgnoredFeaturesParams
  172. final def setInputBorders(value: String): TrainingParamsTrait.this.type
    Definition Classes
    QuantizationParamsTrait
  173. final def setIterations(value: Int): TrainingParamsTrait.this.type
  174. final def setL2LeafReg(value: Float): TrainingParamsTrait.this.type
  175. final def setLeafEstimationBacktracking(value: ELeavesEstimationStepBacktracking): TrainingParamsTrait.this.type
  176. final def setLeafEstimationIterations(value: Int): TrainingParamsTrait.this.type
  177. final def setLeafEstimationMethod(value: ELeavesEstimation): TrainingParamsTrait.this.type
  178. final def setLearningRate(value: Float): TrainingParamsTrait.this.type
  179. final def setLoggingLevel(value: ELoggingLevel): TrainingParamsTrait.this.type
  180. final def setLossFunction(value: String): TrainingParamsTrait.this.type
  181. final def setMetricPeriod(value: Int): TrainingParamsTrait.this.type
  182. final def setModelShrinkMode(value: EModelShrinkMode): TrainingParamsTrait.this.type
  183. final def setModelShrinkRate(value: Float): TrainingParamsTrait.this.type
  184. final def setMvsReg(value: Float): TrainingParamsTrait.this.type
  185. final def setNanMode(value: ENanMode): TrainingParamsTrait.this.type
    Definition Classes
    QuantizationParamsTrait
  186. final def setOdPval(value: Float): TrainingParamsTrait.this.type
  187. final def setOdType(value: EOverfittingDetectorType): TrainingParamsTrait.this.type
  188. final def setOdWait(value: Int): TrainingParamsTrait.this.type
  189. final def setPenaltiesCoefficient(value: Float): TrainingParamsTrait.this.type
  190. final def setPerFloatFeatureQuantizaton(value: Array[String]): TrainingParamsTrait.this.type
    Definition Classes
    QuantizationParamsTrait
  191. final def setPerObjectFeaturePenaltiesList(value: Array[Double]): TrainingParamsTrait.this.type
  192. final def setPerObjectFeaturePenaltiesMap(value: LinkedHashMap[String, Float]): TrainingParamsTrait.this.type
  193. final def setRandomSeed(value: Int): TrainingParamsTrait.this.type
  194. final def setRandomStrength(value: Float): TrainingParamsTrait.this.type
  195. final def setRsm(value: Float): TrainingParamsTrait.this.type
  196. final def setSamplingFrequency(value: ESamplingFrequency): TrainingParamsTrait.this.type
  197. final def setSamplingUnit(value: ESamplingUnit): TrainingParamsTrait.this.type
  198. final def setSaveSnapshot(value: Boolean): TrainingParamsTrait.this.type
  199. final def setScoreFunction(value: EScoreFunction): TrainingParamsTrait.this.type
  200. final def setSnapshotFile(value: String): TrainingParamsTrait.this.type
  201. final def setSnapshotInterval(value: Duration): TrainingParamsTrait.this.type
  202. final def setSparkPartitionCount(value: Int): TrainingParamsTrait.this.type
  203. final def setSubsample(value: Float): TrainingParamsTrait.this.type
  204. final def setThreadCount(value: Int): TrainingParamsTrait.this.type
    Definition Classes
    ThreadCountParams
  205. final def setTrainDir(value: String): TrainingParamsTrait.this.type
  206. final def setUseBestModel(value: Boolean): TrainingParamsTrait.this.type
  207. final def setWorkerInitializationTimeout(value: Duration): TrainingParamsTrait.this.type
  208. final val snapshotFile: Param[String]
  209. final val snapshotInterval: DurationParam
  210. final val sparkPartitionCount: IntParam
  211. final val subsample: FloatParam
  212. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  213. final val threadCount: IntParam
    Definition Classes
    ThreadCountParams
  214. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  215. final val trainDir: Param[String]
  216. final val useBestModel: BooleanParam
  217. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  218. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  219. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  220. final val weightCol: Param[String]
    Definition Classes
    HasWeightCol
  221. final val workerInitializationTimeout: DurationParam

Inherited from HasWeightCol

Inherited from HasFeaturesCol

Inherited from HasLabelCol

Inherited from QuantizationParamsTrait

Inherited from ThreadCountParams

Inherited from IgnoredFeaturesParams

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped