breeze.numerics

Scaling

trait Scaling extends AnyRef

Scaling utilities.

Often, in order to avoid underflow, we can offload some of the exponent of a double into an int. To make things more efficient, we can actually share that exponent between doubles.

The scales used in this trait are in log space: they can be safely added and subtracted.

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  1. abstract val scaleConstant: Int

    the largest (log) power of two we want to deal with

Concrete Value Members

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

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  8. def computeScaleDelta(scores: Array[Double]): Int

    Computes the log power of two we'd need to scale by so that the max double is between (2 ** scaleConstant, 2 ** -scaleConstant).

    Computes the log power of two we'd need to scale by so that the max double is between (2 ** scaleConstant, 2 ** -scaleConstant).

    scores
    returns

  9. def determineScale(score: Double, oldScale: Int): Int

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

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  11. def equals(arg0: Any): Boolean

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  12. def finalize(): Unit

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

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  17. final def notify(): Unit

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  18. final def notifyAll(): Unit

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  19. def scaleArray(scores: Array[Double], currentScale: Int): Int

    Ensures that the max double is between (2**scaleConstant,2**-scaleConstant), scaling the array as necessary.

    Ensures that the max double is between (2**scaleConstant,2**-scaleConstant), scaling the array as necessary.

    scores
    currentScale
    returns

    newScale

  20. def scaleArrayToScale(scores: Array[Double], currentScale: Int, targetScale: Int): Unit

  21. def scaleValue(score: Double, currentScale: Int, targetScale: Int): Double

    Converts the scaled value into "normal" space

  22. def sumArrays(src: Array[Double], srcScale: Int, dest: Array[Double], destScale: Int): Int

    Sums src into dest assuming they're at different scales.

    Sums src into dest assuming they're at different scales. src may be longer than dest, which is useful for allocating a large work buffer.

    src
    srcScale
    dest
    destScale
    returns

    the new scale

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

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  24. def toLogSpace(score: Double, currentScale: Int): Double

  25. def toString(): String

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  26. def unscaleValue(score: Double, currentScale: Int): Double

    Converts the scaled value into "normal" space

  27. final def wait(): Unit

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

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

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