Packages

c

ai.h2o.sparkling.ml.features

H2ODimReductionEstimator

abstract class H2ODimReductionEstimator[P <: Parameters] extends H2OFeatureEstimator[P] with H2ODimReductionExtraParams with HasInputCols

Linear Supertypes
HasInputCols, H2ODimReductionExtraParams, HasInputColsOnMOJO, SpecificMOJOParameters, HasOutputCol, H2OFeatureEstimator[P], H2OFeatureEstimatorBase, H2OEstimator[P], DefaultParamsWritable, MLWritable, H2OTrainFramePreparation, H2OAlgoCommonUtils, EstimatorCommonUtils, RestCommunication, RestEncodingUtils, Logging, H2OCommonParams, H2OBaseMOJOParams, H2OAlgoParamsBase, H2OFrameLifecycle, ParameterConstructorMethods, Estimator[H2OMOJOModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
Known Subclasses
H2OGLRM, H2OGLRMBase, H2OPCA
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2ODimReductionEstimator
  2. HasInputCols
  3. H2ODimReductionExtraParams
  4. HasInputColsOnMOJO
  5. SpecificMOJOParameters
  6. HasOutputCol
  7. H2OFeatureEstimator
  8. H2OFeatureEstimatorBase
  9. H2OEstimator
  10. DefaultParamsWritable
  11. MLWritable
  12. H2OTrainFramePreparation
  13. H2OAlgoCommonUtils
  14. EstimatorCommonUtils
  15. RestCommunication
  16. RestEncodingUtils
  17. Logging
  18. H2OCommonParams
  19. H2OBaseMOJOParams
  20. H2OAlgoParamsBase
  21. H2OFrameLifecycle
  22. ParameterConstructorMethods
  23. Estimator
  24. PipelineStage
  25. Logging
  26. Params
  27. Serializable
  28. Serializable
  29. Identifiable
  30. AnyRef
  31. Any
  1. Hide All
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2ODimReductionEstimator()(implicit arg0: ClassTag[P])

Type Members

  1. implicit class ParametersExtraMethods extends AnyRef
    Definition Classes
    H2OAlgoParamsBase

Abstract Value Members

  1. abstract def getModelId(): String
    Attributes
    protected
    Definition Classes
    H2OEstimator
  2. abstract def paramTag: ClassTag[P]
    Attributes
    protected
    Definition Classes
    H2OEstimator
  3. 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 def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. val binaryModel: Option[H2OBinaryModel]
    Attributes
    protected
    Definition Classes
    H2OAlgoCommonUtils
  7. def booleanParam(name: String, doc: String): BooleanParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  8. def checkResponseCode(connection: HttpURLConnection, confirmationLoggingLevel: LoggingLevel): Unit
    Definition Classes
    RestCommunication
  9. final def clear(param: Param[_]): H2ODimReductionEstimator.this.type
    Definition Classes
    Params
  10. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  11. final val columnsToCategorical: StringArrayParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  12. def convert2dArrayToH2OFrame(input: Array[Array[Double]]): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  13. def convertDataFrameToH2OFrameKey(dataFrame: DataFrame): String
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  14. final val convertInvalidNumbersToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  15. def convertMatrixToH2OFrameKeyArray(matrix: Array[DenseMatrix]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  16. def convertModelIdToKey(key: String): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  17. final val convertUnknownCategoricalLevelsToNa: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  18. def convertVectorArrayToH2OFrameKeyArray(vectors: Array[DenseVector]): Array[String]
    Attributes
    protected
    Definition Classes
    H2OAlgoParamsBase
  19. def copy(extra: ParamMap): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params
  20. def copyExtraParams(to: H2ODimReductionExtraParams): Unit
    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParams
  21. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  22. def createMOJOSettings(): H2OMOJOSettings
    Attributes
    protected
    Definition Classes
    H2OEstimator
  23. def createMOJOUID(): String
    Attributes
    protected
    Definition Classes
    H2OEstimator
  24. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  25. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  26. def delete[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  27. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  28. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  29. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  30. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  31. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  32. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  33. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  34. def explainParams(): String
    Definition Classes
    Params
  35. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  36. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  37. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  38. def fit(dataset: Dataset[_]): H2ODimReductionMOJOModel
    Definition Classes
    H2ODimReductionEstimator → H2OFeatureEstimator → H2OEstimator → Estimator
  39. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  40. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  41. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  42. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  43. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  44. def getBinaryModel(): H2OBinaryModel
    Definition Classes
    H2OAlgoCommonUtils
  45. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  46. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  47. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  48. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  49. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  50. def getInputCols(): Array[String]
    Definition Classes
    HasInputColsOnMOJO
  51. def getKeepBinaryModels(): Boolean
    Definition Classes
    H2OCommonParams
  52. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  53. def getOutputCol(): String
    Definition Classes
    HasOutputCol
  54. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  55. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  56. def getValidationDataFrame(): DataFrame
    Definition Classes
    H2OCommonParams
  57. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  58. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  59. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  60. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  61. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  62. val inputCols: NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    HasInputColsOnMOJO
  63. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  64. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  65. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  66. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  67. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  68. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  69. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  70. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  71. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  72. final val keepBinaryModels: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  73. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  74. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  77. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  81. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  82. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  83. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  84. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  85. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  86. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  87. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  88. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  89. def nullableDataFrameParam(name: String, doc: String): NullableDataFrameParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  90. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  91. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  92. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  93. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  94. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  95. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  96. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  97. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  98. def outputSchema: Seq[StructField]
    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParams → H2OFeatureEstimatorBase
  99. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  100. var parameters: P
    Attributes
    protected
    Definition Classes
    H2OEstimator
  101. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  102. def prepareH2OTrainFrameForFitting(frame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    H2OTrainFramePreparation
  103. def query[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], confirmationLoggingLevel: LoggingLevel)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  104. def readURLContent(endpoint: URI, requestType: String, suffix: String, conf: H2OConf, params: Map[String, Any], encodeParamsAsJson: Boolean, file: Option[String], confirmationLoggingLevel: LoggingLevel): InputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  105. 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
    Definition Classes
    RestCommunication
  106. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  107. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  108. final def set(paramPair: ParamPair[_]): H2ODimReductionEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  109. final def set(param: String, value: Any): H2ODimReductionEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  110. final def set[T](param: Param[T], value: T): H2ODimReductionEstimator.this.type
    Definition Classes
    Params
  111. def setColumnsToCategorical(columnNames: ArrayList[String]): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  112. def setColumnsToCategorical(columns: Array[String]): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  113. def setColumnsToCategorical(first: String, others: String*): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  114. def setConvertInvalidNumbersToNa(value: Boolean): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  115. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  116. final def setDefault(paramPairs: ParamPair[_]*): H2ODimReductionEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  117. final def setDefault[T](param: Param[T], value: T): H2ODimReductionEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  118. def setInputCols(column: String, otherColumns: String*): H2ODimReductionEstimator.this.type
    Definition Classes
    HasInputCols
  119. def setInputCols(columns: Array[String]): H2ODimReductionEstimator.this.type
    Definition Classes
    HasInputCols
  120. def setKeepBinaryModels(value: Boolean): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  121. def setOutputCol(name: String): H2ODimReductionEstimator.this.type
    Definition Classes
    HasOutputCol
  122. def setSplitRatio(ratio: Double): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  123. def setValidationDataFrame(dataFrame: DataFrame): H2ODimReductionEstimator.this.type
    Definition Classes
    H2OCommonParams
  124. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  125. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  126. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  127. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  128. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  129. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  130. def stringifyPair(pair: Tuple2[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  131. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  132. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  133. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  134. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  135. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  136. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OFeatureEstimatorBase → PipelineStage
  137. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  138. def update[ResultType](endpoint: URI, suffix: String, conf: H2OConf, params: Map[String, Any], skippedFields: Seq[(Class[_], String)], encodeParamsAsJson: Boolean)(implicit arg0: ClassTag[ResultType]): ResultType
    Definition Classes
    RestCommunication
  139. def validate(schema: StructType): Unit
    Attributes
    protected
    Definition Classes
    H2ODimReductionExtraParams → H2OFeatureEstimatorBase
  140. final val validationDataFrame: NullableDataFrameParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  141. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  142. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  143. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  144. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  145. object LoggingLevel extends Enumeration
    Definition Classes
    RestCommunication

Inherited from HasInputCols

Inherited from H2ODimReductionExtraParams

Inherited from HasInputColsOnMOJO

Inherited from SpecificMOJOParameters

Inherited from HasOutputCol

Inherited from H2OFeatureEstimator[P]

Inherited from H2OFeatureEstimatorBase

Inherited from H2OEstimator[P]

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from H2OTrainFramePreparation

Inherited from H2OAlgoCommonUtils

Inherited from EstimatorCommonUtils

Inherited from RestCommunication

Inherited from RestEncodingUtils

Inherited from Logging

Inherited from H2OCommonParams

Inherited from H2OBaseMOJOParams

Inherited from H2OAlgoParamsBase

Inherited from H2OFrameLifecycle

Inherited from ParameterConstructorMethods

Inherited from Estimator[H2OMOJOModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped