t

ai.h2o.sparkling.ml.params

H2OAutoEncoderParams

trait H2OAutoEncoderParams extends H2OAlgoParamsBase with HasInitialBiases with HasInitialWeights with HasIgnoredCols

Linear Supertypes
HasIgnoredCols, HasInitialWeights, HasInitialBiases, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OAutoEncoder
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Inherited
  1. H2OAutoEncoderParams
  2. HasIgnoredCols
  3. HasInitialWeights
  4. HasInitialBiases
  5. H2OAlgoParamsBase
  6. H2OFrameLifecycle
  7. ParameterConstructorMethods
  8. Params
  9. Serializable
  10. Serializable
  11. Identifiable
  12. AnyRef
  13. Any
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Visibility
  1. Public
  2. All

Type Members

  1. implicit class ParametersExtraMethods extends AnyRef
    Definition Classes
    H2OAlgoParamsBase

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. val activation: Param[String]
    Attributes
    protected
  6. val adaptiveRate: BooleanParam
    Attributes
    protected
  7. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  8. val averageActivation: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  9. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  10. val calculateFeatureImportances: BooleanParam
    Attributes
    protected
  11. val categoricalEncoding: Param[String]
    Attributes
    protected
  12. final def clear(param: Param[_]): H2OAutoEncoderParams.this.type
    Definition Classes
    Params
  13. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  14. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  15. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  16. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  17. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  18. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  19. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  20. val diagnostics: BooleanParam
    Attributes
    protected
  21. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  22. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  23. val elasticAveraging: BooleanParam
    Attributes
    protected
  24. val elasticAveragingMovingRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  25. val elasticAveragingRegularization: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  26. val epochs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  27. val epsilon: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  28. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  29. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  30. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  31. def explainParams(): String
    Definition Classes
    Params
  32. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  33. val exportWeightsAndBiases: BooleanParam
    Attributes
    protected
  34. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  35. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  36. val fastMode: BooleanParam
    Attributes
    protected
  37. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  38. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  39. val forceLoadBalance: BooleanParam
    Attributes
    protected
  40. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  41. def getActivation(): String
  42. def getAdaptiveRate(): Boolean
  43. def getAverageActivation(): Double
  44. def getCalculateFeatureImportances(): Boolean
  45. def getCategoricalEncoding(): String
  46. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  47. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  48. def getDiagnostics(): Boolean
  49. def getElasticAveraging(): Boolean
  50. def getElasticAveragingMovingRate(): Double
  51. def getElasticAveragingRegularization(): Double
  52. def getEpochs(): Double
  53. def getEpsilon(): Double
  54. def getExportCheckpointsDir(): String
  55. def getExportWeightsAndBiases(): Boolean
  56. def getFastMode(): Boolean
  57. def getForceLoadBalance(): Boolean
  58. def getHidden(): Array[Int]
  59. def getHiddenDropoutRatios(): Array[Double]
  60. def getIgnoreConstCols(): Boolean
  61. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  62. def getInitialBiases(): Array[DenseVector]
    Definition Classes
    HasInitialBiases
  63. def getInitialWeightDistribution(): String
  64. def getInitialWeightScale(): Double
  65. def getInitialWeights(): Array[DenseMatrix]
    Definition Classes
    HasInitialWeights
  66. def getInputDropoutRatio(): Double
  67. def getL1(): Double
  68. def getL2(): Double
  69. def getLoss(): String
  70. def getMaxCategoricalFeatures(): Int
  71. def getMaxRuntimeSecs(): Double
  72. def getMaxW2(): Float
  73. def getMiniBatchSize(): Int
  74. def getMissingValuesHandling(): String
  75. def getModelId(): String
  76. def getMomentumRamp(): Double
  77. def getMomentumStable(): Double
  78. def getMomentumStart(): Double
  79. def getNesterovAcceleratedGradient(): Boolean
  80. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  81. def getOverwriteWithBestModel(): Boolean
  82. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  83. def getQuietMode(): Boolean
  84. def getRate(): Double
  85. def getRateAnnealing(): Double
  86. def getRateDecay(): Double
  87. def getReplicateTrainingData(): Boolean
  88. def getReproducible(): Boolean
  89. def getRho(): Double
  90. def getScoreDutyCycle(): Double
  91. def getScoreEachIteration(): Boolean
  92. def getScoreInterval(): Double
  93. def getScoreTrainingSamples(): Long
  94. def getScoreValidationSamples(): Long
  95. def getScoreValidationSampling(): String
  96. def getSeed(): Long
  97. def getShuffleTrainingData(): Boolean
  98. def getSingleNodeMode(): Boolean
  99. def getSparse(): Boolean
  100. def getSparsityBeta(): Double
  101. def getStandardize(): Boolean
  102. def getStoppingMetric(): String
  103. def getStoppingRounds(): Int
  104. def getStoppingTolerance(): Double
  105. def getTargetRatioCommToComp(): Double
  106. def getTrainSamplesPerIteration(): Long
  107. def getUseAllFactorLevels(): Boolean
  108. def getWeightCol(): String
  109. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  110. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  111. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  112. val hidden: IntArrayParam
    Attributes
    protected
  113. val hiddenDropoutRatios: NullableDoubleArrayParam
    Attributes
    protected
  114. val ignoreConstCols: BooleanParam
    Attributes
    protected
  115. val initialWeightDistribution: Param[String]
    Attributes
    protected
  116. val initialWeightScale: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  117. val inputDropoutRatio: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  118. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  119. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  120. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  121. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  122. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  123. val l1: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  124. val l2: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  125. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  126. val loss: Param[String]
    Attributes
    protected
  127. val maxCategoricalFeatures: IntParam
    Attributes
    protected
  128. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  129. val maxW2: FloatParam
    Attributes
    protected
  130. val miniBatchSize: IntParam
    Attributes
    protected
  131. val missingValuesHandling: Param[String]
    Attributes
    protected
  132. val modelId: NullableStringParam
    Attributes
    protected
  133. val momentumRamp: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  134. val momentumStable: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  135. val momentumStart: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  136. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  137. val nesterovAcceleratedGradient: BooleanParam
    Attributes
    protected
  138. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  139. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  140. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  141. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  142. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  143. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  144. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  145. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  146. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  147. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  148. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  149. val overwriteWithBestModel: BooleanParam
    Attributes
    protected
  150. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  151. def paramTag: ClassTag[DeepLearningParameters]
    Attributes
    protected
  152. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  153. val quietMode: BooleanParam
    Attributes
    protected
  154. val rate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  155. val rateAnnealing: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  156. val rateDecay: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  157. val replicateTrainingData: BooleanParam
    Attributes
    protected
  158. val reproducible: BooleanParam
    Attributes
    protected
  159. val rho: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  160. val scoreDutyCycle: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  161. val scoreEachIteration: BooleanParam
    Attributes
    protected
  162. val scoreInterval: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  163. val scoreTrainingSamples: LongParam
    Attributes
    protected
  164. val scoreValidationSamples: LongParam
    Attributes
    protected
  165. val scoreValidationSampling: Param[String]
    Attributes
    protected
  166. val seed: LongParam
    Attributes
    protected
  167. final def set(paramPair: ParamPair[_]): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  168. final def set(param: String, value: Any): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  169. final def set[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type
    Definition Classes
    Params
  170. def setActivation(value: String): H2OAutoEncoderParams.this.type
  171. def setAdaptiveRate(value: Boolean): H2OAutoEncoderParams.this.type
  172. def setAverageActivation(value: Double): H2OAutoEncoderParams.this.type
  173. def setCalculateFeatureImportances(value: Boolean): H2OAutoEncoderParams.this.type
  174. def setCategoricalEncoding(value: String): H2OAutoEncoderParams.this.type
  175. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  176. final def setDefault[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  177. def setDiagnostics(value: Boolean): H2OAutoEncoderParams.this.type
  178. def setElasticAveraging(value: Boolean): H2OAutoEncoderParams.this.type
  179. def setElasticAveragingMovingRate(value: Double): H2OAutoEncoderParams.this.type
  180. def setElasticAveragingRegularization(value: Double): H2OAutoEncoderParams.this.type
  181. def setEpochs(value: Double): H2OAutoEncoderParams.this.type
  182. def setEpsilon(value: Double): H2OAutoEncoderParams.this.type
  183. def setExportCheckpointsDir(value: String): H2OAutoEncoderParams.this.type
  184. def setExportWeightsAndBiases(value: Boolean): H2OAutoEncoderParams.this.type
  185. def setFastMode(value: Boolean): H2OAutoEncoderParams.this.type
  186. def setForceLoadBalance(value: Boolean): H2OAutoEncoderParams.this.type
  187. def setHidden(value: Array[Int]): H2OAutoEncoderParams.this.type
  188. def setHiddenDropoutRatios(value: Array[Double]): H2OAutoEncoderParams.this.type
  189. def setIgnoreConstCols(value: Boolean): H2OAutoEncoderParams.this.type
  190. def setIgnoredCols(value: Array[String]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasIgnoredCols
  191. def setInitialBiases(value: Array[DenseVector]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasInitialBiases
  192. def setInitialWeightDistribution(value: String): H2OAutoEncoderParams.this.type
  193. def setInitialWeightScale(value: Double): H2OAutoEncoderParams.this.type
  194. def setInitialWeights(value: Array[DenseMatrix]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasInitialWeights
  195. def setInputDropoutRatio(value: Double): H2OAutoEncoderParams.this.type
  196. def setL1(value: Double): H2OAutoEncoderParams.this.type
  197. def setL2(value: Double): H2OAutoEncoderParams.this.type
  198. def setLoss(value: String): H2OAutoEncoderParams.this.type
  199. def setMaxCategoricalFeatures(value: Int): H2OAutoEncoderParams.this.type
  200. def setMaxRuntimeSecs(value: Double): H2OAutoEncoderParams.this.type
  201. def setMaxW2(value: Float): H2OAutoEncoderParams.this.type
  202. def setMiniBatchSize(value: Int): H2OAutoEncoderParams.this.type
  203. def setMissingValuesHandling(value: String): H2OAutoEncoderParams.this.type
  204. def setModelId(value: String): H2OAutoEncoderParams.this.type
  205. def setMomentumRamp(value: Double): H2OAutoEncoderParams.this.type
  206. def setMomentumStable(value: Double): H2OAutoEncoderParams.this.type
  207. def setMomentumStart(value: Double): H2OAutoEncoderParams.this.type
  208. def setNesterovAcceleratedGradient(value: Boolean): H2OAutoEncoderParams.this.type
  209. def setOverwriteWithBestModel(value: Boolean): H2OAutoEncoderParams.this.type
  210. def setQuietMode(value: Boolean): H2OAutoEncoderParams.this.type
  211. def setRate(value: Double): H2OAutoEncoderParams.this.type
  212. def setRateAnnealing(value: Double): H2OAutoEncoderParams.this.type
  213. def setRateDecay(value: Double): H2OAutoEncoderParams.this.type
  214. def setReplicateTrainingData(value: Boolean): H2OAutoEncoderParams.this.type
  215. def setReproducible(value: Boolean): H2OAutoEncoderParams.this.type
  216. def setRho(value: Double): H2OAutoEncoderParams.this.type
  217. def setScoreDutyCycle(value: Double): H2OAutoEncoderParams.this.type
  218. def setScoreEachIteration(value: Boolean): H2OAutoEncoderParams.this.type
  219. def setScoreInterval(value: Double): H2OAutoEncoderParams.this.type
  220. def setScoreTrainingSamples(value: Long): H2OAutoEncoderParams.this.type
  221. def setScoreValidationSamples(value: Long): H2OAutoEncoderParams.this.type
  222. def setScoreValidationSampling(value: String): H2OAutoEncoderParams.this.type
  223. def setSeed(value: Long): H2OAutoEncoderParams.this.type
  224. def setShuffleTrainingData(value: Boolean): H2OAutoEncoderParams.this.type
  225. def setSingleNodeMode(value: Boolean): H2OAutoEncoderParams.this.type
  226. def setSparse(value: Boolean): H2OAutoEncoderParams.this.type
  227. def setSparsityBeta(value: Double): H2OAutoEncoderParams.this.type
  228. def setStandardize(value: Boolean): H2OAutoEncoderParams.this.type
  229. def setStoppingMetric(value: String): H2OAutoEncoderParams.this.type
  230. def setStoppingRounds(value: Int): H2OAutoEncoderParams.this.type
  231. def setStoppingTolerance(value: Double): H2OAutoEncoderParams.this.type
  232. def setTargetRatioCommToComp(value: Double): H2OAutoEncoderParams.this.type
  233. def setTrainSamplesPerIteration(value: Long): H2OAutoEncoderParams.this.type
  234. def setUseAllFactorLevels(value: Boolean): H2OAutoEncoderParams.this.type
  235. def setWeightCol(value: String): H2OAutoEncoderParams.this.type
  236. val shuffleTrainingData: BooleanParam
    Attributes
    protected
  237. val singleNodeMode: BooleanParam
    Attributes
    protected
  238. val sparse: BooleanParam
    Attributes
    protected
  239. val sparsityBeta: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  240. val standardize: BooleanParam
    Attributes
    protected
  241. val stoppingMetric: Param[String]
    Attributes
    protected
  242. val stoppingRounds: IntParam
    Attributes
    protected
  243. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  244. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  245. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  246. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  247. val targetRatioCommToComp: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  248. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  249. val trainSamplesPerIteration: LongParam
    Attributes
    protected
  250. val useAllFactorLevels: BooleanParam
    Attributes
    protected
  251. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  252. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  253. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  254. val weightCol: NullableStringParam
    Attributes
    protected

Inherited from HasIgnoredCols

Inherited from HasInitialWeights

Inherited from HasInitialBiases

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped