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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  2. By Inheritance
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. val customMetricFunc: NullableStringParam
    Attributes
    protected
  20. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  21. val diagnostics: BooleanParam
    Attributes
    protected
  22. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  23. def doubleParam(name: String, doc: String): org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  24. val elasticAveraging: BooleanParam
    Attributes
    protected
  25. val elasticAveragingMovingRate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  26. val elasticAveragingRegularization: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  27. val epochs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  28. val epsilon: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  29. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  30. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  31. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  32. def explainParams(): String
    Definition Classes
    Params
  33. val exportCheckpointsDir: NullableStringParam
    Attributes
    protected
  34. val exportWeightsAndBiases: BooleanParam
    Attributes
    protected
  35. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  36. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  37. val fastMode: BooleanParam
    Attributes
    protected
  38. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  39. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  40. val forceLoadBalance: BooleanParam
    Attributes
    protected
  41. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  42. def getActivation(): String
  43. def getAdaptiveRate(): Boolean
  44. def getAverageActivation(): Double
  45. def getCalculateFeatureImportances(): Boolean
  46. def getCategoricalEncoding(): String
  47. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  48. def getCustomMetricFunc(): String
  49. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  50. def getDiagnostics(): Boolean
  51. def getElasticAveraging(): Boolean
  52. def getElasticAveragingMovingRate(): Double
  53. def getElasticAveragingRegularization(): Double
  54. def getEpochs(): Double
  55. def getEpsilon(): Double
  56. def getExportCheckpointsDir(): String
  57. def getExportWeightsAndBiases(): Boolean
  58. def getFastMode(): Boolean
  59. def getForceLoadBalance(): Boolean
  60. def getHidden(): Array[Int]
  61. def getHiddenDropoutRatios(): Array[Double]
  62. def getIgnoreConstCols(): Boolean
  63. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  64. def getInitialBiases(): Array[DenseVector]
    Definition Classes
    HasInitialBiases
  65. def getInitialWeightDistribution(): String
  66. def getInitialWeightScale(): Double
  67. def getInitialWeights(): Array[DenseMatrix]
    Definition Classes
    HasInitialWeights
  68. def getInputDropoutRatio(): Double
  69. def getL1(): Double
  70. def getL2(): Double
  71. def getLoss(): String
  72. def getMaxCategoricalFeatures(): Int
  73. def getMaxRuntimeSecs(): Double
  74. def getMaxW2(): Float
  75. def getMiniBatchSize(): Int
  76. def getMissingValuesHandling(): String
  77. def getModelId(): String
  78. def getMomentumRamp(): Double
  79. def getMomentumStable(): Double
  80. def getMomentumStart(): Double
  81. def getNesterovAcceleratedGradient(): Boolean
  82. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  83. def getOverwriteWithBestModel(): Boolean
  84. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  85. def getQuietMode(): Boolean
  86. def getRate(): Double
  87. def getRateAnnealing(): Double
  88. def getRateDecay(): Double
  89. def getReplicateTrainingData(): Boolean
  90. def getReproducible(): Boolean
  91. def getRho(): Double
  92. def getScoreDutyCycle(): Double
  93. def getScoreEachIteration(): Boolean
  94. def getScoreInterval(): Double
  95. def getScoreTrainingSamples(): Long
  96. def getScoreValidationSamples(): Long
  97. def getScoreValidationSampling(): String
  98. def getSeed(): Long
  99. def getShuffleTrainingData(): Boolean
  100. def getSingleNodeMode(): Boolean
  101. def getSparse(): Boolean
  102. def getSparsityBeta(): Double
  103. def getStandardize(): Boolean
  104. def getStoppingMetric(): String
  105. def getStoppingRounds(): Int
  106. def getStoppingTolerance(): Double
  107. def getTargetRatioCommToComp(): Double
  108. def getTrainSamplesPerIteration(): Long
  109. def getUseAllFactorLevels(): Boolean
  110. def getWeightCol(): String
  111. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  112. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  113. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  114. val hidden: IntArrayParam
    Attributes
    protected
  115. val hiddenDropoutRatios: NullableDoubleArrayParam
    Attributes
    protected
  116. val ignoreConstCols: BooleanParam
    Attributes
    protected
  117. val initialWeightDistribution: Param[String]
    Attributes
    protected
  118. val initialWeightScale: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  119. val inputDropoutRatio: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  120. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  121. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  122. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  123. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  124. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  125. val l1: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  126. val l2: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  127. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  128. val loss: Param[String]
    Attributes
    protected
  129. val maxCategoricalFeatures: IntParam
    Attributes
    protected
  130. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  131. val maxW2: FloatParam
    Attributes
    protected
  132. val miniBatchSize: IntParam
    Attributes
    protected
  133. val missingValuesHandling: Param[String]
    Attributes
    protected
  134. val modelId: NullableStringParam
    Attributes
    protected
  135. val momentumRamp: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  136. val momentumStable: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  137. val momentumStart: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  138. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  139. val nesterovAcceleratedGradient: BooleanParam
    Attributes
    protected
  140. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  141. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  142. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  143. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  144. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  145. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  146. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  147. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  148. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  149. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  150. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  151. val overwriteWithBestModel: BooleanParam
    Attributes
    protected
  152. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  153. def paramTag: ClassTag[DeepLearningParameters]
    Attributes
    protected
  154. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  155. val quietMode: BooleanParam
    Attributes
    protected
  156. val rate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  157. val rateAnnealing: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  158. val rateDecay: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  159. val replicateTrainingData: BooleanParam
    Attributes
    protected
  160. val reproducible: BooleanParam
    Attributes
    protected
  161. val rho: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  162. val scoreDutyCycle: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  163. val scoreEachIteration: BooleanParam
    Attributes
    protected
  164. val scoreInterval: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  165. val scoreTrainingSamples: LongParam
    Attributes
    protected
  166. val scoreValidationSamples: LongParam
    Attributes
    protected
  167. val scoreValidationSampling: Param[String]
    Attributes
    protected
  168. val seed: LongParam
    Attributes
    protected
  169. final def set(paramPair: ParamPair[_]): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  170. final def set(param: String, value: Any): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  171. final def set[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type
    Definition Classes
    Params
  172. def setActivation(value: String): H2OAutoEncoderParams.this.type
  173. def setAdaptiveRate(value: Boolean): H2OAutoEncoderParams.this.type
  174. def setAverageActivation(value: Double): H2OAutoEncoderParams.this.type
  175. def setCalculateFeatureImportances(value: Boolean): H2OAutoEncoderParams.this.type
  176. def setCategoricalEncoding(value: String): H2OAutoEncoderParams.this.type
  177. def setCustomMetricFunc(value: String): H2OAutoEncoderParams.this.type
  178. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  179. final def setDefault[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  180. def setDiagnostics(value: Boolean): H2OAutoEncoderParams.this.type
  181. def setElasticAveraging(value: Boolean): H2OAutoEncoderParams.this.type
  182. def setElasticAveragingMovingRate(value: Double): H2OAutoEncoderParams.this.type
  183. def setElasticAveragingRegularization(value: Double): H2OAutoEncoderParams.this.type
  184. def setEpochs(value: Double): H2OAutoEncoderParams.this.type
  185. def setEpsilon(value: Double): H2OAutoEncoderParams.this.type
  186. def setExportCheckpointsDir(value: String): H2OAutoEncoderParams.this.type
  187. def setExportWeightsAndBiases(value: Boolean): H2OAutoEncoderParams.this.type
  188. def setFastMode(value: Boolean): H2OAutoEncoderParams.this.type
  189. def setForceLoadBalance(value: Boolean): H2OAutoEncoderParams.this.type
  190. def setHidden(value: Array[Int]): H2OAutoEncoderParams.this.type
  191. def setHiddenDropoutRatios(value: Array[Double]): H2OAutoEncoderParams.this.type
  192. def setIgnoreConstCols(value: Boolean): H2OAutoEncoderParams.this.type
  193. def setIgnoredCols(value: Array[String]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasIgnoredCols
  194. def setInitialBiases(value: Array[DenseVector]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasInitialBiases
  195. def setInitialWeightDistribution(value: String): H2OAutoEncoderParams.this.type
  196. def setInitialWeightScale(value: Double): H2OAutoEncoderParams.this.type
  197. def setInitialWeights(value: Array[DenseMatrix]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasInitialWeights
  198. def setInputDropoutRatio(value: Double): H2OAutoEncoderParams.this.type
  199. def setL1(value: Double): H2OAutoEncoderParams.this.type
  200. def setL2(value: Double): H2OAutoEncoderParams.this.type
  201. def setLoss(value: String): H2OAutoEncoderParams.this.type
  202. def setMaxCategoricalFeatures(value: Int): H2OAutoEncoderParams.this.type
  203. def setMaxRuntimeSecs(value: Double): H2OAutoEncoderParams.this.type
  204. def setMaxW2(value: Float): H2OAutoEncoderParams.this.type
  205. def setMiniBatchSize(value: Int): H2OAutoEncoderParams.this.type
  206. def setMissingValuesHandling(value: String): H2OAutoEncoderParams.this.type
  207. def setModelId(value: String): H2OAutoEncoderParams.this.type
  208. def setMomentumRamp(value: Double): H2OAutoEncoderParams.this.type
  209. def setMomentumStable(value: Double): H2OAutoEncoderParams.this.type
  210. def setMomentumStart(value: Double): H2OAutoEncoderParams.this.type
  211. def setNesterovAcceleratedGradient(value: Boolean): H2OAutoEncoderParams.this.type
  212. def setOverwriteWithBestModel(value: Boolean): H2OAutoEncoderParams.this.type
  213. def setQuietMode(value: Boolean): H2OAutoEncoderParams.this.type
  214. def setRate(value: Double): H2OAutoEncoderParams.this.type
  215. def setRateAnnealing(value: Double): H2OAutoEncoderParams.this.type
  216. def setRateDecay(value: Double): H2OAutoEncoderParams.this.type
  217. def setReplicateTrainingData(value: Boolean): H2OAutoEncoderParams.this.type
  218. def setReproducible(value: Boolean): H2OAutoEncoderParams.this.type
  219. def setRho(value: Double): H2OAutoEncoderParams.this.type
  220. def setScoreDutyCycle(value: Double): H2OAutoEncoderParams.this.type
  221. def setScoreEachIteration(value: Boolean): H2OAutoEncoderParams.this.type
  222. def setScoreInterval(value: Double): H2OAutoEncoderParams.this.type
  223. def setScoreTrainingSamples(value: Long): H2OAutoEncoderParams.this.type
  224. def setScoreValidationSamples(value: Long): H2OAutoEncoderParams.this.type
  225. def setScoreValidationSampling(value: String): H2OAutoEncoderParams.this.type
  226. def setSeed(value: Long): H2OAutoEncoderParams.this.type
  227. def setShuffleTrainingData(value: Boolean): H2OAutoEncoderParams.this.type
  228. def setSingleNodeMode(value: Boolean): H2OAutoEncoderParams.this.type
  229. def setSparse(value: Boolean): H2OAutoEncoderParams.this.type
  230. def setSparsityBeta(value: Double): H2OAutoEncoderParams.this.type
  231. def setStandardize(value: Boolean): H2OAutoEncoderParams.this.type
  232. def setStoppingMetric(value: String): H2OAutoEncoderParams.this.type
  233. def setStoppingRounds(value: Int): H2OAutoEncoderParams.this.type
  234. def setStoppingTolerance(value: Double): H2OAutoEncoderParams.this.type
  235. def setTargetRatioCommToComp(value: Double): H2OAutoEncoderParams.this.type
  236. def setTrainSamplesPerIteration(value: Long): H2OAutoEncoderParams.this.type
  237. def setUseAllFactorLevels(value: Boolean): H2OAutoEncoderParams.this.type
  238. def setWeightCol(value: String): H2OAutoEncoderParams.this.type
  239. val shuffleTrainingData: BooleanParam
    Attributes
    protected
  240. val singleNodeMode: BooleanParam
    Attributes
    protected
  241. val sparse: BooleanParam
    Attributes
    protected
  242. val sparsityBeta: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  243. val standardize: BooleanParam
    Attributes
    protected
  244. val stoppingMetric: Param[String]
    Attributes
    protected
  245. val stoppingRounds: IntParam
    Attributes
    protected
  246. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  247. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  248. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  249. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  250. val targetRatioCommToComp: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  251. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  252. val trainSamplesPerIteration: LongParam
    Attributes
    protected
  253. val useAllFactorLevels: BooleanParam
    Attributes
    protected
  254. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  255. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  256. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  257. 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