kr.ac.kaist.ir.deep.train

ManipulationType

trait ManipulationType[IN, OUT] extends Serializable

Trait that describes how to convert input into corrupted matrix

Input operation corrupts the given input, and apply network propagations onto matrix representation of input

IN

the type of input

OUT

the type of output

Linear Supertypes
Serializable, Serializable, AnyRef, Any
Known Subclasses
AEType, RAEType, StandardRAEType, StringToVectorType, StringType, TreeType, URAEType, VectorType
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Abstract Value Members

  1. abstract val corrupt: Corruption

    Corruption function

  2. abstract def corrupted(x: IN): IN

    Corrupt input

    Corrupt input

    x

    input to be corrupted

    returns

    corrupted input

  3. abstract val error: Objective

    Objective function

  4. abstract def lossOf(net: Network)(pair: (IN, OUT)): Scalar

    Apply given input and compute the error

    Apply given input and compute the error

    net

    A network that gets input

    pair

    (Input, Real output) for error computation.

    returns

    error of this network

  5. abstract def onewayTrip(net: Network, x: IN): ScalarMatrix

    Apply given single input as one-way forward trip.

    Apply given single input as one-way forward trip.

    net

    A network that gets input

    x

    input to be computed

    returns

    output of the network.

  6. abstract def roundTrip(net: Network, in: IN, real: OUT): Unit

    Apply & Back-prop given single input

    Apply & Back-prop given single input

    net

    A network that gets input

    in

    Input for error computation.

    real

    Real output for error computation.

  7. abstract def stringOf(net: Network, in: (IN, OUT)): String

    Make validation output

    Make validation output

    net

    A network that gets input

    in

    (Input, Real output) pair for computation

    returns

    input as string

Concrete Value Members

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

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  2. final def ##(): Int

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  3. final def ==(arg0: Any): Boolean

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  4. final def asInstanceOf[T0]: T0

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  5. def clone(): AnyRef

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  6. def different(x: OUT, y: OUT): Boolean

    Check whether given two are same or not.

    Check whether given two are same or not.

    x

    Out-type object

    y

    Out-type object

    returns

    True if they are different.

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

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  8. def equals(arg0: Any): Boolean

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  9. def finalize(): Unit

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

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  11. def hashCode(): Int

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  12. final def isInstanceOf[T0]: Boolean

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

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  14. final def notify(): Unit

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  15. final def notifyAll(): Unit

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

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  17. def toString(): String

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  18. final def wait(): Unit

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

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

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