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. val gainsliftBins: IntParam
    Attributes
    protected
  42. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  43. def getActivation(): String
  44. def getAdaptiveRate(): Boolean
  45. def getAverageActivation(): Double
  46. def getCalculateFeatureImportances(): Boolean
  47. def getCategoricalEncoding(): String
  48. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  49. def getCustomMetricFunc(): String
  50. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  51. def getDiagnostics(): Boolean
  52. def getElasticAveraging(): Boolean
  53. def getElasticAveragingMovingRate(): Double
  54. def getElasticAveragingRegularization(): Double
  55. def getEpochs(): Double
  56. def getEpsilon(): Double
  57. def getExportCheckpointsDir(): String
  58. def getExportWeightsAndBiases(): Boolean
  59. def getFastMode(): Boolean
  60. def getForceLoadBalance(): Boolean
  61. def getGainsliftBins(): Int
  62. def getHidden(): Array[Int]
  63. def getHiddenDropoutRatios(): Array[Double]
  64. def getIgnoreConstCols(): Boolean
  65. def getIgnoredCols(): Array[String]
    Definition Classes
    HasIgnoredCols
  66. def getInitialBiases(): Array[DenseVector]
    Definition Classes
    HasInitialBiases
  67. def getInitialWeightDistribution(): String
  68. def getInitialWeightScale(): Double
  69. def getInitialWeights(): Array[DenseMatrix]
    Definition Classes
    HasInitialWeights
  70. def getInputDropoutRatio(): Double
  71. def getL1(): Double
  72. def getL2(): Double
  73. def getLoss(): String
  74. def getMaxCategoricalFeatures(): Int
  75. def getMaxRuntimeSecs(): Double
  76. def getMaxW2(): Float
  77. def getMiniBatchSize(): Int
  78. def getMissingValuesHandling(): String
  79. def getModelId(): String
  80. def getMomentumRamp(): Double
  81. def getMomentumStable(): Double
  82. def getMomentumStart(): Double
  83. def getNesterovAcceleratedGradient(): Boolean
  84. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  85. def getOverwriteWithBestModel(): Boolean
  86. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  87. def getQuietMode(): Boolean
  88. def getRate(): Double
  89. def getRateAnnealing(): Double
  90. def getRateDecay(): Double
  91. def getReplicateTrainingData(): Boolean
  92. def getReproducible(): Boolean
  93. def getRho(): Double
  94. def getScoreDutyCycle(): Double
  95. def getScoreEachIteration(): Boolean
  96. def getScoreInterval(): Double
  97. def getScoreTrainingSamples(): Long
  98. def getScoreValidationSamples(): Long
  99. def getScoreValidationSampling(): String
  100. def getSeed(): Long
  101. def getShuffleTrainingData(): Boolean
  102. def getSingleNodeMode(): Boolean
  103. def getSparse(): Boolean
  104. def getSparsityBeta(): Double
  105. def getStandardize(): Boolean
  106. def getStoppingMetric(): String
  107. def getStoppingRounds(): Int
  108. def getStoppingTolerance(): Double
  109. def getTargetRatioCommToComp(): Double
  110. def getTrainSamplesPerIteration(): Long
  111. def getUseAllFactorLevels(): Boolean
  112. def getWeightCol(): String
  113. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  114. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  115. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  116. val hidden: IntArrayParam
    Attributes
    protected
  117. val hiddenDropoutRatios: NullableDoubleArrayParam
    Attributes
    protected
  118. val ignoreConstCols: BooleanParam
    Attributes
    protected
  119. val initialWeightDistribution: Param[String]
    Attributes
    protected
  120. val initialWeightScale: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  121. val inputDropoutRatio: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  122. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  123. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  124. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  125. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  126. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  127. val l1: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  128. val l2: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  129. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  130. val loss: Param[String]
    Attributes
    protected
  131. val maxCategoricalFeatures: IntParam
    Attributes
    protected
  132. val maxRuntimeSecs: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  133. val maxW2: FloatParam
    Attributes
    protected
  134. val miniBatchSize: IntParam
    Attributes
    protected
  135. val missingValuesHandling: Param[String]
    Attributes
    protected
  136. val modelId: NullableStringParam
    Attributes
    protected
  137. val momentumRamp: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  138. val momentumStable: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  139. val momentumStart: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  140. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  141. val nesterovAcceleratedGradient: BooleanParam
    Attributes
    protected
  142. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  143. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  144. def nullableBooleanArrayParam(name: String, doc: String): NullableBooleanArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  145. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  146. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  147. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  148. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  149. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  150. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  151. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  152. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  153. val overwriteWithBestModel: BooleanParam
    Attributes
    protected
  154. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  155. def paramTag: ClassTag[DeepLearningParameters]
    Attributes
    protected
  156. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  157. val quietMode: BooleanParam
    Attributes
    protected
  158. val rate: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  159. val rateAnnealing: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  160. val rateDecay: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  161. val replicateTrainingData: BooleanParam
    Attributes
    protected
  162. val reproducible: BooleanParam
    Attributes
    protected
  163. val rho: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  164. val scoreDutyCycle: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  165. val scoreEachIteration: BooleanParam
    Attributes
    protected
  166. val scoreInterval: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  167. val scoreTrainingSamples: LongParam
    Attributes
    protected
  168. val scoreValidationSamples: LongParam
    Attributes
    protected
  169. val scoreValidationSampling: Param[String]
    Attributes
    protected
  170. val seed: LongParam
    Attributes
    protected
  171. final def set(paramPair: ParamPair[_]): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  172. final def set(param: String, value: Any): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  173. final def set[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type
    Definition Classes
    Params
  174. def setActivation(value: String): H2OAutoEncoderParams.this.type
  175. def setAdaptiveRate(value: Boolean): H2OAutoEncoderParams.this.type
  176. def setAverageActivation(value: Double): H2OAutoEncoderParams.this.type
  177. def setCalculateFeatureImportances(value: Boolean): H2OAutoEncoderParams.this.type
  178. def setCategoricalEncoding(value: String): H2OAutoEncoderParams.this.type
  179. def setCustomMetricFunc(value: String): H2OAutoEncoderParams.this.type
  180. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoEncoderParams.this.type
    Attributes
    protected
    Definition Classes
    Params
  181. final def setDefault[T](param: Param[T], value: T): H2OAutoEncoderParams.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  182. def setDiagnostics(value: Boolean): H2OAutoEncoderParams.this.type
  183. def setElasticAveraging(value: Boolean): H2OAutoEncoderParams.this.type
  184. def setElasticAveragingMovingRate(value: Double): H2OAutoEncoderParams.this.type
  185. def setElasticAveragingRegularization(value: Double): H2OAutoEncoderParams.this.type
  186. def setEpochs(value: Double): H2OAutoEncoderParams.this.type
  187. def setEpsilon(value: Double): H2OAutoEncoderParams.this.type
  188. def setExportCheckpointsDir(value: String): H2OAutoEncoderParams.this.type
  189. def setExportWeightsAndBiases(value: Boolean): H2OAutoEncoderParams.this.type
  190. def setFastMode(value: Boolean): H2OAutoEncoderParams.this.type
  191. def setForceLoadBalance(value: Boolean): H2OAutoEncoderParams.this.type
  192. def setGainsliftBins(value: Int): H2OAutoEncoderParams.this.type
  193. def setHidden(value: Array[Int]): H2OAutoEncoderParams.this.type
  194. def setHiddenDropoutRatios(value: Array[Double]): H2OAutoEncoderParams.this.type
  195. def setIgnoreConstCols(value: Boolean): H2OAutoEncoderParams.this.type
  196. def setIgnoredCols(value: Array[String]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasIgnoredCols
  197. def setInitialBiases(value: Array[DenseVector]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasInitialBiases
  198. def setInitialWeightDistribution(value: String): H2OAutoEncoderParams.this.type
  199. def setInitialWeightScale(value: Double): H2OAutoEncoderParams.this.type
  200. def setInitialWeights(value: Array[DenseMatrix]): H2OAutoEncoderParams.this.type
    Definition Classes
    HasInitialWeights
  201. def setInputDropoutRatio(value: Double): H2OAutoEncoderParams.this.type
  202. def setL1(value: Double): H2OAutoEncoderParams.this.type
  203. def setL2(value: Double): H2OAutoEncoderParams.this.type
  204. def setLoss(value: String): H2OAutoEncoderParams.this.type
  205. def setMaxCategoricalFeatures(value: Int): H2OAutoEncoderParams.this.type
  206. def setMaxRuntimeSecs(value: Double): H2OAutoEncoderParams.this.type
  207. def setMaxW2(value: Float): H2OAutoEncoderParams.this.type
  208. def setMiniBatchSize(value: Int): H2OAutoEncoderParams.this.type
  209. def setMissingValuesHandling(value: String): H2OAutoEncoderParams.this.type
  210. def setModelId(value: String): H2OAutoEncoderParams.this.type
  211. def setMomentumRamp(value: Double): H2OAutoEncoderParams.this.type
  212. def setMomentumStable(value: Double): H2OAutoEncoderParams.this.type
  213. def setMomentumStart(value: Double): H2OAutoEncoderParams.this.type
  214. def setNesterovAcceleratedGradient(value: Boolean): H2OAutoEncoderParams.this.type
  215. def setOverwriteWithBestModel(value: Boolean): H2OAutoEncoderParams.this.type
  216. def setQuietMode(value: Boolean): H2OAutoEncoderParams.this.type
  217. def setRate(value: Double): H2OAutoEncoderParams.this.type
  218. def setRateAnnealing(value: Double): H2OAutoEncoderParams.this.type
  219. def setRateDecay(value: Double): H2OAutoEncoderParams.this.type
  220. def setReplicateTrainingData(value: Boolean): H2OAutoEncoderParams.this.type
  221. def setReproducible(value: Boolean): H2OAutoEncoderParams.this.type
  222. def setRho(value: Double): H2OAutoEncoderParams.this.type
  223. def setScoreDutyCycle(value: Double): H2OAutoEncoderParams.this.type
  224. def setScoreEachIteration(value: Boolean): H2OAutoEncoderParams.this.type
  225. def setScoreInterval(value: Double): H2OAutoEncoderParams.this.type
  226. def setScoreTrainingSamples(value: Long): H2OAutoEncoderParams.this.type
  227. def setScoreValidationSamples(value: Long): H2OAutoEncoderParams.this.type
  228. def setScoreValidationSampling(value: String): H2OAutoEncoderParams.this.type
  229. def setSeed(value: Long): H2OAutoEncoderParams.this.type
  230. def setShuffleTrainingData(value: Boolean): H2OAutoEncoderParams.this.type
  231. def setSingleNodeMode(value: Boolean): H2OAutoEncoderParams.this.type
  232. def setSparse(value: Boolean): H2OAutoEncoderParams.this.type
  233. def setSparsityBeta(value: Double): H2OAutoEncoderParams.this.type
  234. def setStandardize(value: Boolean): H2OAutoEncoderParams.this.type
  235. def setStoppingMetric(value: String): H2OAutoEncoderParams.this.type
  236. def setStoppingRounds(value: Int): H2OAutoEncoderParams.this.type
  237. def setStoppingTolerance(value: Double): H2OAutoEncoderParams.this.type
  238. def setTargetRatioCommToComp(value: Double): H2OAutoEncoderParams.this.type
  239. def setTrainSamplesPerIteration(value: Long): H2OAutoEncoderParams.this.type
  240. def setUseAllFactorLevels(value: Boolean): H2OAutoEncoderParams.this.type
  241. def setWeightCol(value: String): H2OAutoEncoderParams.this.type
  242. val shuffleTrainingData: BooleanParam
    Attributes
    protected
  243. val singleNodeMode: BooleanParam
    Attributes
    protected
  244. val sparse: BooleanParam
    Attributes
    protected
  245. val sparsityBeta: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  246. val standardize: BooleanParam
    Attributes
    protected
  247. val stoppingMetric: Param[String]
    Attributes
    protected
  248. val stoppingRounds: IntParam
    Attributes
    protected
  249. val stoppingTolerance: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  250. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  251. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  252. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  253. val targetRatioCommToComp: org.apache.spark.ml.param.DoubleParam
    Attributes
    protected
  254. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  255. val trainSamplesPerIteration: LongParam
    Attributes
    protected
  256. val useAllFactorLevels: BooleanParam
    Attributes
    protected
  257. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  258. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  259. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  260. 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