Packages

c

ai.h2o.sparkling.ml.features

H2OFeatureEstimator

abstract class H2OFeatureEstimator[P <: Parameters] extends H2OEstimator[P] with H2OFeatureEstimatorBase

Linear Supertypes
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
H2OAutoEncoder, H2OAutoEncoderBase, H2ODimReductionEstimator, H2OGLRM, H2OGLRMBase, H2OPCA
Ordering
  1. Alphabetic
  2. By Inheritance
Inherited
  1. H2OFeatureEstimator
  2. H2OFeatureEstimatorBase
  3. H2OEstimator
  4. DefaultParamsWritable
  5. MLWritable
  6. H2OTrainFramePreparation
  7. H2OAlgoCommonUtils
  8. EstimatorCommonUtils
  9. RestCommunication
  10. RestEncodingUtils
  11. Logging
  12. H2OCommonParams
  13. H2OBaseMOJOParams
  14. H2OAlgoParamsBase
  15. H2OFrameLifecycle
  16. ParameterConstructorMethods
  17. Estimator
  18. PipelineStage
  19. Logging
  20. Params
  21. Serializable
  22. Serializable
  23. Identifiable
  24. AnyRef
  25. Any
  1. Hide All
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new H2OFeatureEstimator()(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 outputSchema: Seq[StructField]
    Attributes
    protected
    Definition Classes
    H2OFeatureEstimatorBase
  3. abstract def paramTag: ClassTag[P]
    Attributes
    protected
    Definition Classes
    H2OEstimator
  4. abstract val uid: String
    Definition Classes
    Identifiable
  5. abstract def validate(schema: StructType): Unit
    Attributes
    protected
    Definition Classes
    H2OFeatureEstimatorBase

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[_]): H2OFeatureEstimator.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): H2OFeatureEstimator.this.type
    Definition Classes
    H2OEstimator → Estimator → PipelineStage → Params
  20. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  21. def createMOJOSettings(): H2OMOJOSettings
    Attributes
    protected
    Definition Classes
    H2OEstimator
  22. def createMOJOUID(): String
    Attributes
    protected
    Definition Classes
    H2OEstimator
  23. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  24. def delete(endpoint: URI, suffix: String, conf: H2OConf): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  25. 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
  26. def doubleArrayParam(name: String, doc: String): DoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  27. def doubleParam(name: String, doc: String): DoubleParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  28. def downloadBinaryURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  29. def downloadStringURLContent(endpoint: URI, suffix: String, conf: H2OConf, file: File): Unit
    Attributes
    protected
    Definition Classes
    RestCommunication
  30. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  31. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  32. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  33. def explainParams(): String
    Definition Classes
    Params
  34. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  35. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  36. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  37. def fit(dataset: Dataset[_]): H2OFeatureMOJOModel
    Definition Classes
    H2OFeatureEstimator → H2OEstimator → Estimator
  38. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[H2OMOJOModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  39. def fit(dataset: Dataset[_], paramMap: ParamMap): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  40. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): H2OMOJOModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  41. def floatParam(name: String, doc: String): FloatParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  42. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  43. def getBinaryModel(): H2OBinaryModel
    Definition Classes
    H2OAlgoCommonUtils
  44. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  45. def getColumnsToCategorical(): Array[String]
    Definition Classes
    H2OCommonParams
  46. def getConvertInvalidNumbersToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  47. def getConvertUnknownCategoricalLevelsToNa(): Boolean
    Definition Classes
    H2OBaseMOJOParams
  48. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  49. def getKeepBinaryModels(): Boolean
    Definition Classes
    H2OCommonParams
  50. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  51. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  52. def getSplitRatio(): Double
    Definition Classes
    H2OCommonParams
  53. def getValidationDataFrame(): DataFrame
    Definition Classes
    H2OCommonParams
  54. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  55. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  56. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  57. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  58. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  59. def insert(endpoint: URI, suffix: String, conf: H2OConf, streamWrapper: (OutputStream) ⇒ OutputStream, params: Map[String, Any]): OutputStream
    Attributes
    protected
    Definition Classes
    RestCommunication
  60. def insertToNode(node: NodeDesc, suffix: String, conf: H2OConf, params: Map[String, Any]): OutputStream
    Definition Classes
    RestCommunication
  61. def intArrayParam(name: String, doc: String): IntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  62. def intParam(name: String, doc: String): IntParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  63. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  64. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  65. def isPrimitiveType(value: Any): Boolean
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  66. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  67. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  68. final val keepBinaryModels: BooleanParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  69. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  70. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  71. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  72. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  73. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  74. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  77. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  78. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  79. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  81. def longParam(name: String, doc: String): LongParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  82. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  83. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  84. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  85. def nullableDataFrameParam(name: String, doc: String): NullableDataFrameParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  86. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  87. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  88. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  89. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  90. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  91. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  92. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  93. def nullableStringParam(name: String, doc: String): NullableStringParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  94. def param[T](name: String, doc: String): Param[T]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  95. var parameters: P
    Attributes
    protected
    Definition Classes
    H2OEstimator
  96. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  97. def prepareH2OTrainFrameForFitting(frame: H2OFrame): Unit
    Attributes
    protected
    Definition Classes
    H2OTrainFramePreparation
  98. 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
  99. 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
  100. 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
  101. def sanitize(colName: String): String
    Definition Classes
    H2OAlgoCommonUtils
  102. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  103. final def set(paramPair: ParamPair[_]): H2OFeatureEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  104. final def set(param: String, value: Any): H2OFeatureEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  105. final def set[T](param: Param[T], value: T): H2OFeatureEstimator.this.type
    Definition Classes
    Params
  106. def setColumnsToCategorical(columnNames: ArrayList[String]): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  107. def setColumnsToCategorical(columns: Array[String]): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  108. def setColumnsToCategorical(first: String, others: String*): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  109. def setConvertInvalidNumbersToNa(value: Boolean): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  110. def setConvertUnknownCategoricalLevelsToNa(value: Boolean): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  111. final def setDefault(paramPairs: ParamPair[_]*): H2OFeatureEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  112. final def setDefault[T](param: Param[T], value: T): H2OFeatureEstimator.this.type
    Attributes
    protected
    Definition Classes
    Params
  113. def setKeepBinaryModels(value: Boolean): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  114. def setSplitRatio(ratio: Double): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  115. def setValidationDataFrame(dataFrame: DataFrame): H2OFeatureEstimator.this.type
    Definition Classes
    H2OCommonParams
  116. final val splitRatio: DoubleParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  117. def stringArrayParam(name: String, doc: String): StringArrayParam
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  118. def stringParam(name: String, doc: String): Param[String]
    Attributes
    protected
    Definition Classes
    ParameterConstructorMethods
  119. def stringify(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  120. def stringifyArray(arr: Array[_]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  121. def stringifyMap(map: Map[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  122. def stringifyPair(pair: Tuple2[_, _]): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  123. def stringifyParams(params: Map[String, Any], encodeParamsAsJson: Boolean): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  124. def stringifyPrimitiveParam(value: Any): String
    Attributes
    protected
    Definition Classes
    RestEncodingUtils
  125. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  126. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  127. def trainAndGetDestinationKey(endpointSuffix: String, params: Map[String, Any], encodeParamsAsJson: Boolean = false): String
    Attributes
    protected
    Definition Classes
    EstimatorCommonUtils
  128. def transformSchema(schema: StructType): StructType
    Definition Classes
    H2OFeatureEstimatorBase → PipelineStage
  129. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  130. 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
  131. final val validationDataFrame: NullableDataFrameParam
    Attributes
    protected
    Definition Classes
    H2OCommonParams
  132. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  133. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  134. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  135. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable
  136. object LoggingLevel extends Enumeration
    Definition Classes
    RestCommunication

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