Trait

com.microsoft.ml.spark.lightgbm

LightGBMParams

Related Doc: package lightgbm

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trait LightGBMParams extends Wrappable with DefaultParamsWritable with HasWeightCol with HasValidationIndicatorCol with HasInitScoreCol with LightGBMExecutionParams

Defines common parameters across all LightGBM learners.

Linear Supertypes
LightGBMExecutionParams, HasInitScoreCol, HasValidationIndicatorCol, HasWeightCol, DefaultParamsWritable, MLWritable, Wrappable, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. LightGBMParams
  2. LightGBMExecutionParams
  3. HasInitScoreCol
  4. HasValidationIndicatorCol
  5. HasWeightCol
  6. DefaultParamsWritable
  7. MLWritable
  8. Wrappable
  9. Params
  10. Serializable
  11. Serializable
  12. Identifiable
  13. AnyRef
  14. Any
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Abstract Value Members

  1. abstract def copy(extra: ParamMap): Params

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    Definition Classes
    Params
  2. abstract val uid: String

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    Definition Classes
    Identifiable

Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  2. final def ##(): Int

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    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T

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    Attributes
    protected
    Definition Classes
    Params
  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0

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    Definition Classes
    Any
  6. val baggingFraction: DoubleParam

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  7. val baggingFreq: IntParam

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  8. val baggingSeed: IntParam

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  9. val boostFromAverage: BooleanParam

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  10. val boostingType: Param[String]

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  11. val categoricalSlotIndexes: IntArrayParam

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  12. val categoricalSlotNames: StringArrayParam

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  13. final def clear(param: Param[_]): LightGBMParams.this.type

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    Definition Classes
    Params
  14. def clone(): AnyRef

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  16. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Attributes
    protected
    Definition Classes
    Params
  17. val defaultListenPort: IntParam

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    Definition Classes
    LightGBMExecutionParams
  18. val earlyStoppingRound: IntParam

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  19. final def eq(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  20. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any
  21. def explainParam(param: Param[_]): String

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    Definition Classes
    Params
  22. def explainParams(): String

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    Definition Classes
    Params
  23. final def extractParamMap(): ParamMap

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    Definition Classes
    Params
  24. final def extractParamMap(extra: ParamMap): ParamMap

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    Definition Classes
    Params
  25. val featureFraction: DoubleParam

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  26. def finalize(): Unit

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    Attributes
    protected[java.lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  27. final def get[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  28. def getBaggingFraction: Double

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  29. def getBaggingFreq: Int

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  30. def getBaggingSeed: Int

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  31. def getBoostFromAverage: Boolean

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  32. def getBoostingType: String

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  33. def getCategoricalSlotIndexes: Array[Int]

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  34. def getCategoricalSlotNames: Array[String]

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  35. final def getClass(): Class[_]

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    Definition Classes
    AnyRef → Any
  36. final def getDefault[T](param: Param[T]): Option[T]

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    Definition Classes
    Params
  37. def getDefaultListenPort: Int

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    Definition Classes
    LightGBMExecutionParams
  38. def getEarlyStoppingRound: Int

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  39. def getFeatureFraction: Double

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  40. def getInitScoreCol: String

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    Definition Classes
    HasInitScoreCol
  41. def getIsProvideTrainingMetric: Boolean

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  42. def getLambdaL1: Double

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  43. def getLambdaL2: Double

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  44. def getLearningRate: Double

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  45. def getMaxBin: Int

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  46. def getMaxDepth: Int

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  47. def getMinSumHessianInLeaf: Double

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  48. def getModelString: String

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  49. def getNumBatches: Int

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  50. def getNumIterations: Int

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  51. def getNumLeaves: Int

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  52. def getObjective: String

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  53. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  54. def getParallelism: String

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    Definition Classes
    LightGBMExecutionParams
  55. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  56. def getTimeout: Double

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    Definition Classes
    LightGBMExecutionParams
  57. def getUseBarrierExecutionMode: Boolean

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    Definition Classes
    LightGBMExecutionParams
  58. def getValidationIndicatorCol: String

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    Definition Classes
    HasValidationIndicatorCol
  59. def getVerbosity: Int

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  60. def getWeightCol: String

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    Definition Classes
    HasWeightCol
  61. final def hasDefault[T](param: Param[T]): Boolean

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    Definition Classes
    Params
  62. def hasParam(paramName: String): Boolean

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    Definition Classes
    Params
  63. def hashCode(): Int

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    Definition Classes
    AnyRef → Any
  64. val initScoreCol: Param[String]

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    The name of the initial score column

    The name of the initial score column

    Definition Classes
    HasInitScoreCol
  65. final def isDefined(param: Param[_]): Boolean

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    Definition Classes
    Params
  66. final def isInstanceOf[T0]: Boolean

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    Definition Classes
    Any
  67. val isProvideTrainingMetric: BooleanParam

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  68. final def isSet(param: Param[_]): Boolean

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    Definition Classes
    Params
  69. val lambdaL1: DoubleParam

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  70. val lambdaL2: DoubleParam

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  71. val learningRate: DoubleParam

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  72. val maxBin: IntParam

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  73. val maxDepth: IntParam

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  74. val minSumHessianInLeaf: DoubleParam

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  75. val modelString: Param[String]

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  76. final def ne(arg0: AnyRef): Boolean

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    Definition Classes
    AnyRef
  77. final def notify(): Unit

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    Definition Classes
    AnyRef
  78. final def notifyAll(): Unit

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    Definition Classes
    AnyRef
  79. val numBatches: IntParam

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  80. val numIterations: IntParam

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  81. val numLeaves: IntParam

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  82. val objective: Param[String]

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  83. val parallelism: Param[String]

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    Definition Classes
    LightGBMExecutionParams
  84. lazy val params: Array[Param[_]]

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    Definition Classes
    Params
  85. def save(path: String): Unit

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    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  86. final def set(paramPair: ParamPair[_]): LightGBMParams.this.type

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    Attributes
    protected
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    Params
  87. final def set(param: String, value: Any): LightGBMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  88. final def set[T](param: Param[T], value: T): LightGBMParams.this.type

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    Definition Classes
    Params
  89. def setBaggingFraction(value: Double): LightGBMParams.this.type

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  90. def setBaggingFreq(value: Int): LightGBMParams.this.type

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  91. def setBaggingSeed(value: Int): LightGBMParams.this.type

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  92. def setBoostFromAverage(value: Boolean): LightGBMParams.this.type

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  93. def setBoostingType(value: String): LightGBMParams.this.type

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  94. def setCategoricalSlotIndexes(value: Array[Int]): LightGBMParams.this.type

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  95. def setCategoricalSlotNames(value: Array[String]): LightGBMParams.this.type

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  96. final def setDefault(paramPairs: ParamPair[_]*): LightGBMParams.this.type

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    Attributes
    protected
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    Params
  97. final def setDefault[T](param: Param[T], value: T): LightGBMParams.this.type

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    Attributes
    protected
    Definition Classes
    Params
  98. def setDefaultListenPort(value: Int): LightGBMParams.this.type

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    Definition Classes
    LightGBMExecutionParams
  99. def setEarlyStoppingRound(value: Int): LightGBMParams.this.type

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  100. def setFeatureFraction(value: Double): LightGBMParams.this.type

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  101. def setInitScoreCol(value: String): LightGBMParams.this.type

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    Definition Classes
    HasInitScoreCol
  102. def setLambdaL1(value: Double): LightGBMParams.this.type

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  103. def setLambdaL2(value: Double): LightGBMParams.this.type

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  104. def setLearningRate(value: Double): LightGBMParams.this.type

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  105. def setMaxBin(value: Int): LightGBMParams.this.type

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  106. def setMaxDepth(value: Int): LightGBMParams.this.type

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  107. def setMinSumHessianInLeaf(value: Double): LightGBMParams.this.type

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  108. def setModelString(value: String): LightGBMParams.this.type

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  109. def setNumBatches(value: Int): LightGBMParams.this.type

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  110. def setNumIterations(value: Int): LightGBMParams.this.type

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  111. def setNumLeaves(value: Int): LightGBMParams.this.type

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  112. def setObjective(value: String): LightGBMParams.this.type

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  113. def setParallelism(value: String): LightGBMParams.this.type

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    Definition Classes
    LightGBMExecutionParams
  114. def setTimeout(value: Double): LightGBMParams.this.type

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    Definition Classes
    LightGBMExecutionParams
  115. def setUseBarrierExecutionMode(value: Boolean): LightGBMParams.this.type

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    Definition Classes
    LightGBMExecutionParams
  116. def setValidationIndicatorCol(value: String): LightGBMParams.this.type

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    Definition Classes
    HasValidationIndicatorCol
  117. def setVerbosity(value: Int): LightGBMParams.this.type

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  118. def setWeightCol(value: String): LightGBMParams.this.type

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    Definition Classes
    HasWeightCol
  119. def setisProvideTrainingMetric(value: Boolean): LightGBMParams.this.type

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  120. final def synchronized[T0](arg0: ⇒ T0): T0

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    Definition Classes
    AnyRef
  121. val timeout: DoubleParam

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    Definition Classes
    LightGBMExecutionParams
  122. def toString(): String

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    Definition Classes
    Identifiable → AnyRef → Any
  123. val useBarrierExecutionMode: BooleanParam

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    Definition Classes
    LightGBMExecutionParams
  124. val validationIndicatorCol: Param[String]

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    The name of the validation indicator column

    The name of the validation indicator column

    Definition Classes
    HasValidationIndicatorCol
  125. val verbosity: IntParam

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  126. final def wait(): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  127. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
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    Annotations
    @throws( ... )
  128. final def wait(arg0: Long): Unit

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    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  129. val weightCol: Param[String]

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    The name of the weight column

    The name of the weight column

    Definition Classes
    HasWeightCol
  130. def write: MLWriter

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    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from LightGBMExecutionParams

Inherited from HasInitScoreCol

Inherited from HasValidationIndicatorCol

Inherited from HasWeightCol

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

param

setParam

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