Class

ai.deepsense.deeplang.doperables

SparkEstimatorWrapper

Related Doc: package doperables

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abstract class SparkEstimatorWrapper[M <: org.apache.spark.ml.Model[M], E <: org.apache.spark.ml.Estimator[M], MW <: SparkModelWrapper[M, E]] extends Estimator[MW] with ParamsWithSparkWrappers with ParamsSerialization with Loadable

Wrapper for creating deeplang Estimators from spark.ml Estimators. It is parametrized by model and estimator types, because these entities are tightly coupled.

We assume that every ml.Estimator and SparkModelWrapper has a no-arg constructor.

M

Type of wrapped ml.Model

E

Type of wrapped ml.Estimator

MW

Type of used model wrapper

Linear Supertypes
Loadable, ParamsSerialization, ParamsWithSparkWrappers, Estimator[MW], Params, Logging, DefaultJsonProtocol, AdditionalFormats, ProductFormats, ProductFormatsInstances, CollectionFormats, StandardFormats, BasicFormats, Serializable, Serializable, DOperable, HasInferenceResult, AnyRef, Any
Known Subclasses
AFTSurvivalRegression, ALS, ChiSqSelectorEstimator, CountVectorizerEstimator, DecisionTreeRegression, GBTRegression, IDFEstimator, IsotonicRegression, KMeans, LDA, LinearRegression, LogisticRegression, MinMaxScalerEstimator, MultilayerPerceptronClassifier, NaiveBayes, PCAEstimator, QuantileDiscretizerEstimator, RandomForestRegression, SingleStringIndexer, SparkSingleColumnEstimatorWrapper, StandardScalerEstimator, VanillaDecisionTreeClassifier, VanillaGBTClassifier, VanillaRandomForestClassifier, VectorIndexerEstimator, Word2VecEstimator
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Inherited
  1. SparkEstimatorWrapper
  2. Loadable
  3. ParamsSerialization
  4. ParamsWithSparkWrappers
  5. Estimator
  6. Params
  7. Logging
  8. DefaultJsonProtocol
  9. AdditionalFormats
  10. ProductFormats
  11. ProductFormatsInstances
  12. CollectionFormats
  13. StandardFormats
  14. BasicFormats
  15. Serializable
  16. Serializable
  17. DOperable
  18. HasInferenceResult
  19. AnyRef
  20. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new SparkEstimatorWrapper()(implicit modelWrapperTag: scala.reflect.api.JavaUniverse.TypeTag[MW], estimatorTag: scala.reflect.api.JavaUniverse.TypeTag[E])

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Type Members

  1. class OptionFormat[T] extends (StandardFormats.this)#JF[Option[T]]

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    Definition Classes
    StandardFormats

Abstract Value Members

  1. abstract def params: Array[Param[_]]

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    Definition Classes
    Params

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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    protected
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  4. final def ==(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  5. implicit object BigDecimalJsonFormat extends JsonFormat[BigDecimal]

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    Definition Classes
    BasicFormats

  6. implicit object BigIntJsonFormat extends JsonFormat[BigInt]

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    Definition Classes
    BasicFormats

  7. implicit object BooleanJsonFormat extends JsonFormat[Boolean]

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  8. implicit object ByteJsonFormat extends JsonFormat[Byte]

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    Definition Classes
    BasicFormats

  9. implicit object CharJsonFormat extends JsonFormat[Char]

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    Definition Classes
    BasicFormats

  10. implicit object DoubleJsonFormat extends JsonFormat[Double]

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    Definition Classes
    BasicFormats

  11. implicit object FloatJsonFormat extends JsonFormat[Float]

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    Definition Classes
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  12. implicit object IntJsonFormat extends JsonFormat[Int]

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    Definition Classes
    BasicFormats

  13. implicit object JsValueFormat extends JsonFormat[JsValue]

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    Definition Classes
    AdditionalFormats

  14. implicit object LongJsonFormat extends JsonFormat[Long]

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    Definition Classes
    BasicFormats

  15. implicit object RootJsArrayFormat extends RootJsonFormat[JsArray]

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    Definition Classes
    AdditionalFormats

  16. implicit object RootJsObjectFormat extends RootJsonFormat[JsObject]

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    Definition Classes
    AdditionalFormats

  17. implicit object ShortJsonFormat extends JsonFormat[Short]

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    Definition Classes
    BasicFormats

  18. implicit object StringJsonFormat extends JsonFormat[String]

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    BasicFormats

  19. implicit object SymbolJsonFormat extends JsonFormat[Symbol]

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  20. implicit object UnitJsonFormat extends JsonFormat[Unit]

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  21. implicit def arrayFormat[T](implicit arg0: JsonFormat[T], arg1: ClassManifest[T]): RootJsonFormat[Array[T]] { def write(array: Array[T]): spray.json.JsArray }

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    Definition Classes
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  22. final def asInstanceOf[T0]: T0

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    Any

  23. final def clear(param: Param[_]): SparkEstimatorWrapper.this.type

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  24. def clone(): AnyRef

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    protected[java.lang]
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    AnyRef
    Annotations
    @throws( ... )

  25. def convertInputNumericToVector: Boolean

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    Definition Classes
    Estimator

  26. def convertOutputVectorToDouble: Boolean

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    Definition Classes
    Estimator

  27. def copyValues[T <: Params](to: T, extra: ParamMap = ParamMap.empty): T

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    Definition Classes
    Params

  28. def createEstimatorInstance(): SerializableSparkEstimator[M, E]

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  29. def createModelWrapperInstance(): MW

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  30. def customValidateParams: Vector[DeepLangException]

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  31. implicit def eitherFormat[A, B](implicit arg0: JF[A], arg1: JF[B]): JF[Either[A, B]]

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    Definition Classes
    StandardFormats

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

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    AnyRef

  33. def equals(arg0: Any): Boolean

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    Definition Classes
    AnyRef → Any

  34. def estimatorName: String

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    Attributes
    protected
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    Estimator

  35. implicit val estimatorTag: scala.reflect.api.JavaUniverse.TypeTag[E]

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  36. def extractFieldNames(classManifest: ClassManifest[_]): Array[String]

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  37. final def extractParamMap(extra: ParamMap = ParamMap.empty): ParamMap

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    Params

  38. def finalize(): Unit

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    protected[java.lang]
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    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )

  39. def fit: DMethod1To1[Unit, DataFrame, MW]

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    Definition Classes
    Estimator

  40. def fromField[T](value: JsValue, fieldName: String)(implicit reader: JsonReader[T]): T

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    protected
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  41. final def get[T](param: Param[T]): Option[T]

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

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  43. final def getDefault[T](param: Param[T]): Option[T]

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

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  45. final def getOrDefaultOption[T](param: Param[T]): Option[T]

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  46. final def hasDefault[T](param: Param[T]): Boolean

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  47. def hashCode(): Int

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    AnyRef → Any

  48. implicit def immIndexedSeqFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[IndexedSeq[T]]

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    Definition Classes
    CollectionFormats

  49. implicit def immIterableFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Iterable[T]]

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    CollectionFormats

  50. implicit def immLinearSeqFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[LinearSeq[T]]

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    CollectionFormats

  51. implicit def immSeqFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Seq[T]]

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    Definition Classes
    CollectionFormats

  52. implicit def immSetFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Set[T]]

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    CollectionFormats

  53. implicit def indexedSeqFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[IndexedSeq[T]]

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    Definition Classes
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  54. def inferenceResult: Option[ParamsInferenceResult]

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    Params → HasInferenceResult

  55. final def isDefined(param: Param[_]): Boolean

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  56. final def isInstanceOf[T0]: Boolean

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

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  58. implicit def iterableFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Iterable[T]]

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    Definition Classes
    CollectionFormats

  59. def jsonFormat[T](reader: JsonReader[T], writer: JsonWriter[T]): JsonFormat[T]

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    Definition Classes
    AdditionalFormats

  60. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21, P22, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21, P22) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String, fieldName17: String, fieldName18: String, fieldName19: String, fieldName20: String, fieldName21: String, fieldName22: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: JF[P20], arg20: JF[P21], arg21: JF[P22]): RootJsonFormat[T]

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    Definition Classes
    ProductFormatsInstances

  61. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String, fieldName17: String, fieldName18: String, fieldName19: String, fieldName20: String, fieldName21: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: JF[P20], arg20: JF[P21]): RootJsonFormat[T]

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    Definition Classes
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  62. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String, fieldName17: String, fieldName18: String, fieldName19: String, fieldName20: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: JF[P20]): RootJsonFormat[T]

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    Definition Classes
    ProductFormatsInstances

  63. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String, fieldName17: String, fieldName18: String, fieldName19: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19]): RootJsonFormat[T]

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    Definition Classes
    ProductFormatsInstances

  64. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String, fieldName17: String, fieldName18: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18]): RootJsonFormat[T]

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    Definition Classes
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  65. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String, fieldName17: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17]): RootJsonFormat[T]

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    Definition Classes
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  66. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String, fieldName16: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16]): RootJsonFormat[T]

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  67. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String, fieldName15: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15]): RootJsonFormat[T]

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    Definition Classes
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  68. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String, fieldName14: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14]): RootJsonFormat[T]

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    Definition Classes
    ProductFormatsInstances

  69. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String, fieldName13: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13]): RootJsonFormat[T]

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    Definition Classes
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  70. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String, fieldName12: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12]): RootJsonFormat[T]

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    Definition Classes
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  71. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String, fieldName11: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11]): RootJsonFormat[T]

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    Definition Classes
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  72. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String, fieldName10: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10]): RootJsonFormat[T]

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    Definition Classes
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  73. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, P9, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String, fieldName9: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9]): RootJsonFormat[T]

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  74. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, P8, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String, fieldName8: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8]): RootJsonFormat[T]

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  75. def jsonFormat[P1, P2, P3, P4, P5, P6, P7, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String, fieldName7: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7]): RootJsonFormat[T]

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  76. def jsonFormat[P1, P2, P3, P4, P5, P6, T <: Product](construct: (P1, P2, P3, P4, P5, P6) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String, fieldName6: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6]): RootJsonFormat[T]

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  77. def jsonFormat[P1, P2, P3, P4, P5, T <: Product](construct: (P1, P2, P3, P4, P5) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String, fieldName5: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5]): RootJsonFormat[T]

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  78. def jsonFormat[P1, P2, P3, P4, T <: Product](construct: (P1, P2, P3, P4) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String, fieldName4: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4]): RootJsonFormat[T]

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  79. def jsonFormat[P1, P2, P3, T <: Product](construct: (P1, P2, P3) ⇒ T, fieldName1: String, fieldName2: String, fieldName3: String)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3]): RootJsonFormat[T]

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  80. def jsonFormat[P1, P2, T <: Product](construct: (P1, P2) ⇒ T, fieldName1: String, fieldName2: String)(implicit arg0: JF[P1], arg1: JF[P2]): RootJsonFormat[T]

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  81. def jsonFormat[P1, T <: Product](construct: (P1) ⇒ T, fieldName1: String)(implicit arg0: JF[P1]): RootJsonFormat[T]

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  82. def jsonFormat0[T](construct: () ⇒ T): RootJsonFormat[T]

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  83. def jsonFormat1[P1, T <: Product](construct: (P1) ⇒ T)(implicit arg0: JF[P1], arg1: ClassManifest[T]): RootJsonFormat[T]

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  84. def jsonFormat10[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: ClassManifest[T]): RootJsonFormat[T]

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  85. def jsonFormat11[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: ClassManifest[T]): RootJsonFormat[T]

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  86. def jsonFormat12[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: ClassManifest[T]): RootJsonFormat[T]

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  87. def jsonFormat13[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: ClassManifest[T]): RootJsonFormat[T]

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  88. def jsonFormat14[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: ClassManifest[T]): RootJsonFormat[T]

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  89. def jsonFormat15[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: ClassManifest[T]): RootJsonFormat[T]

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  90. def jsonFormat16[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: ClassManifest[T]): RootJsonFormat[T]

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  91. def jsonFormat17[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: ClassManifest[T]): RootJsonFormat[T]

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  92. def jsonFormat18[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: ClassManifest[T]): RootJsonFormat[T]

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  93. def jsonFormat19[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: ClassManifest[T]): RootJsonFormat[T]

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  94. def jsonFormat2[P1, P2, T <: Product](construct: (P1, P2) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: ClassManifest[T]): RootJsonFormat[T]

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  95. def jsonFormat20[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: JF[P20], arg20: ClassManifest[T]): RootJsonFormat[T]

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  96. def jsonFormat21[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: JF[P20], arg20: JF[P21], arg21: ClassManifest[T]): RootJsonFormat[T]

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  97. def jsonFormat22[P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21, P22, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9, P10, P11, P12, P13, P14, P15, P16, P17, P18, P19, P20, P21, P22) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: JF[P10], arg10: JF[P11], arg11: JF[P12], arg12: JF[P13], arg13: JF[P14], arg14: JF[P15], arg15: JF[P16], arg16: JF[P17], arg17: JF[P18], arg18: JF[P19], arg19: JF[P20], arg20: JF[P21], arg21: JF[P22], arg22: ClassManifest[T]): RootJsonFormat[T]

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  98. def jsonFormat3[P1, P2, P3, T <: Product](construct: (P1, P2, P3) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: ClassManifest[T]): RootJsonFormat[T]

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  99. def jsonFormat4[P1, P2, P3, P4, T <: Product](construct: (P1, P2, P3, P4) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: ClassManifest[T]): RootJsonFormat[T]

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  100. def jsonFormat5[P1, P2, P3, P4, P5, T <: Product](construct: (P1, P2, P3, P4, P5) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: ClassManifest[T]): RootJsonFormat[T]

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  101. def jsonFormat6[P1, P2, P3, P4, P5, P6, T <: Product](construct: (P1, P2, P3, P4, P5, P6) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: ClassManifest[T]): RootJsonFormat[T]

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  102. def jsonFormat7[P1, P2, P3, P4, P5, P6, P7, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: ClassManifest[T]): RootJsonFormat[T]

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  103. def jsonFormat8[P1, P2, P3, P4, P5, P6, P7, P8, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: ClassManifest[T]): RootJsonFormat[T]

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  104. def jsonFormat9[P1, P2, P3, P4, P5, P6, P7, P8, P9, T <: Product](construct: (P1, P2, P3, P4, P5, P6, P7, P8, P9) ⇒ T)(implicit arg0: JF[P1], arg1: JF[P2], arg2: JF[P3], arg3: JF[P4], arg4: JF[P5], arg5: JF[P6], arg6: JF[P7], arg7: JF[P8], arg8: JF[P9], arg9: ClassManifest[T]): RootJsonFormat[T]

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  105. def lazyFormat[T](format: ⇒ JsonFormat[T]): JsonFormat[T] { lazy val delegate: spray.json.JsonFormat[T] }

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  106. def lift[T <: AnyRef](reader: RootJsonReader[T]): RootJsonFormat[T]

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    Definition Classes
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  107. def lift[T <: AnyRef](reader: JsonReader[T]): JsonFormat[T]

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  108. def lift[T](writer: RootJsonWriter[T]): RootJsonFormat[T]

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    Definition Classes
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  109. def lift[T](writer: JsonWriter[T]): JsonFormat[T] { def read(value: spray.json.JsValue): Nothing }

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  110. implicit def linearSeqFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[LinearSeq[T]]

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    Definition Classes
    CollectionFormats

  111. implicit def listFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[List[T]] { def write(list: List[T]): spray.json.JsArray }

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  112. def load(ctx: ExecutionContext, path: String): SparkEstimatorWrapper.this.type

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    Definition Classes
    SparkEstimatorWrapper → Loadable

  113. def loadAndSetParams(ctx: ExecutionContext, path: String): SparkEstimatorWrapper.this.type

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    Definition Classes
    ParamsSerialization

  114. def loadParams(ctx: ExecutionContext, path: String): JsValue

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    ParamsSerialization

  115. lazy val logger: Logger

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    Logging

  116. implicit def mapFormat[K, V](implicit arg0: JsonFormat[K], arg1: JsonFormat[V]): RootJsonFormat[Map[K, V]] { def write(m: Map[K,V]): spray.json.JsObject }

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  117. implicit val modelWrapperTag: scala.reflect.api.JavaUniverse.TypeTag[MW]

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

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    AnyRef

  119. def noValueParamsFromJson(jsValue: JsValue): Seq[Param[_]]

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    Sequence of params without values for this class, parsed from Json.

    Sequence of params without values for this class, parsed from Json. If a name of a parameter is unknown, it's ignored JsNull is treated as empty object. JsNull as a value of a parameter unsets param's value.

    Definition Classes
    Params

  120. final def notify(): Unit

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    AnyRef

  121. final def notifyAll(): Unit

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    Definition Classes
    AnyRef

  122. implicit def optionFormat[T](implicit arg0: JF[T]): JF[Option[T]]

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    Definition Classes
    StandardFormats

  123. def paramPairsFromJson(jsValue: JsValue, graphReader: GraphReader): Seq[ParamPair[_]]

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    Sequence of paramPairs for this class, parsed from Json.

    Sequence of paramPairs for this class, parsed from Json. If a name of a parameter is unknown, it's ignored JsNull is treated as empty object. JsNull as value of parameter is ignored.

    Definition Classes
    Params

  124. def paramValuesToJson: JsValue

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    Json describing values associated to parameters.

    Json describing values associated to parameters.

    Definition Classes
    Params

  125. def paramsToJson: JsValue

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    Definition Classes
    Params

  126. def productElement2Field[T](fieldName: String, p: Product, ix: Int, rest: List[JsField])(implicit writer: JsonWriter[T]): List[JsField]

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  127. def replicate(extra: ParamMap = ParamMap.empty): SparkEstimatorWrapper.this.type

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  128. def report: Report

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    Estimator → DOperable

  129. def rootFormat[T](format: JsonFormat[T]): RootJsonFormat[T]

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    Definition Classes
    AdditionalFormats

  130. def rootJsonFormat[T](reader: RootJsonReader[T], writer: RootJsonWriter[T]): RootJsonFormat[T]

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  131. def safeReader[A](implicit arg0: JsonReader[A]): JsonReader[Either[Exception, A]]

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  132. def sameAs(other: Params): Boolean

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    Compares 'this' and 'other' params.

    Compares 'this' and 'other' params. Objects are equal when they are of the same class and their parameters have the same values set.

    returns

    True, if 'this' and 'other' are the same.

    Definition Classes
    Params

  133. def saveMetadata(ctx: ExecutionContext, path: String): Unit

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  134. def saveObjectWithParams(ctx: ExecutionContext, path: String): Unit

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    Definition Classes
    ParamsSerialization

  135. def saveParams(ctx: ExecutionContext, path: String): Unit

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    protected
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    ParamsSerialization

  136. implicit def seqFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Seq[T]]

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  137. val serializableEstimator: SerializableSparkEstimator[M, E]

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  138. final def set(paramMap: ParamMap): SparkEstimatorWrapper.this.type

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    protected[ai.deepsense.deeplang]
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  139. final def set(paramPairs: ParamPair[_]*): SparkEstimatorWrapper.this.type

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  140. final def set(paramPair: ParamPair[_]): SparkEstimatorWrapper.this.type

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  141. final def set[T](param: Param[T], value: T): SparkEstimatorWrapper.this.type

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  142. def setDefault(paramPairs: ParamPair[_]*): SparkEstimatorWrapper.this.type

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  143. def setDefault[T](param: Param[T], value: T): SparkEstimatorWrapper.this.type

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  144. implicit def setFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Set[T]]

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  145. def setParamsFromJson(jsValue: JsValue, graphReader: GraphReader, ignoreNulls: Boolean = false): SparkEstimatorWrapper.this.type

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    Sets param values based on provided json.

    Sets param values based on provided json. If a name of a parameter is unknown, it's ignored JsNull is treated as empty object.

    When ignoreNulls = false, JsNull as a value of a parameter unsets param's value. When ignoreNulls = true, parameters with JsNull values are ignored.

    Definition Classes
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  146. def sparkEstimator: E

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  147. def sparkParamMap(sparkEntity: Params, schema: StructType): ParamMap

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    This method extracts Spark parameters from SparkParamWrappers that are: - declared directly in class which mixes this trait in - declared in values of parameters (i.e.

    This method extracts Spark parameters from SparkParamWrappers that are: - declared directly in class which mixes this trait in - declared in values of parameters (i.e. ChoiceParam, MultipleChoiceParam)

    Definition Classes
    ParamsWithSparkWrappers

  148. lazy val sparkParamWrappers: Array[SparkParamWrapper[_, _, _]]

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

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  150. def toString(): String

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  151. implicit def tuple1Format[A](implicit arg0: JF[A]): JF[(A)]

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  152. implicit def tuple2Format[A, B](implicit arg0: JF[A], arg1: JF[B]): RootJsonFormat[(A, B)] { def write(t: (A, B)): spray.json.JsArray }

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  153. implicit def tuple3Format[A, B, C](implicit arg0: JF[A], arg1: JF[B], arg2: JF[C]): RootJsonFormat[(A, B, C)] { def write(t: (A, B, C)): spray.json.JsArray }

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  154. implicit def tuple4Format[A, B, C, D](implicit arg0: JF[A], arg1: JF[B], arg2: JF[C], arg3: JF[D]): RootJsonFormat[(A, B, C, D)] { def write(t: (A, B, C, D)): spray.json.JsArray }

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  155. implicit def tuple5Format[A, B, C, D, E](implicit arg0: JF[A], arg1: JF[B], arg2: JF[C], arg3: JF[D], arg4: JF[E]): RootJsonFormat[(A, B, C, D, E)] { def write(t: (A, B, C, D, E)): spray.json.JsArray }

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  156. implicit def tuple6Format[A, B, C, D, E, F](implicit arg0: JF[A], arg1: JF[B], arg2: JF[C], arg3: JF[D], arg4: JF[E], arg5: JF[F]): RootJsonFormat[(A, B, C, D, E, F)] { def write(t: (A, B, C, D, E, F)): spray.json.JsArray }

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  157. implicit def tuple7Format[A, B, C, D, E, F, G](implicit arg0: JF[A], arg1: JF[B], arg2: JF[C], arg3: JF[D], arg4: JF[E], arg5: JF[F], arg6: JF[G]): RootJsonFormat[(A, B, C, D, E, F, G)] { def write(t: (A, B, C, D, E, F, G)): spray.json.JsArray }

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  158. def validateDynamicParams(params: Params*): Unit

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    Validates Params entities that contain dynamic parameters' values.

    Validates Params entities that contain dynamic parameters' values. Validation errors are wrapped in DeepLangMultiException.

    Definition Classes
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  159. def validateParams: Vector[DeepLangException]

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    Validates params' values by: 1.

    Validates params' values by: 1. testing whether the params have values set (or default values), 2. testing whether the values meet the constraints, 3. testing custom validations, possibly spanning over multiple params.

    Definition Classes
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  160. def validateSparkEstimatorParams(sparkEntity: Params, maybeSchema: Option[StructType]): Unit

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  161. implicit def vectorFormat[T](implicit arg0: JsonFormat[T]): RootJsonFormat[Vector[T]]

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  162. def viaSeq[I <: Iterable[T], T](f: (Seq[T]) ⇒ I)(implicit arg0: JsonFormat[T]): RootJsonFormat[I]

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  163. final def wait(): Unit

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  164. final def wait(arg0: Long, arg1: Int): Unit

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  165. final def wait(arg0: Long): Unit

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Inherited from Loadable

Inherited from ParamsSerialization

Inherited from ParamsWithSparkWrappers

Inherited from Estimator[MW]

Inherited from Params

Inherited from Logging

Inherited from DefaultJsonProtocol

Inherited from AdditionalFormats

Inherited from ProductFormats

Inherited from ProductFormatsInstances

Inherited from CollectionFormats

Inherited from StandardFormats

Inherited from BasicFormats

Inherited from Serializable

Inherited from Serializable

Inherited from DOperable

Inherited from HasInferenceResult

Inherited from AnyRef

Inherited from Any

Ungrouped