Object

breeze.linalg

softmax

Related Doc: package linalg

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object softmax extends UFunc

Computes the softmax (a.k.a. logSum) of an object. Softmax is defined as \log \sum_i \exp(x(i)), but implemented in a more numerically stable way. Softmax is so-called because it is a differentiable function that tends to look quite a lot like max. Consider log(exp(30) + exp(10)). That's basically 30. We use softmax a lot in machine learning.

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Type Members

  1. type Impl[V, VR] = UImpl[softmax.this.type, V, VR]

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    Definition Classes
    UFunc
  2. type Impl2[V1, V2, VR] = UImpl2[softmax.this.type, V1, V2, VR]

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    Definition Classes
    UFunc
  3. type Impl3[V1, V2, V3, VR] = UImpl3[softmax.this.type, V1, V2, V3, VR]

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    Definition Classes
    UFunc
  4. type Impl4[V1, V2, V3, V4, VR] = UImpl4[softmax.this.type, V1, V2, V3, V4, VR]

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    Definition Classes
    UFunc
  5. type InPlaceImpl[V] = generic.UFunc.InPlaceImpl[softmax.this.type, V]

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    Definition Classes
    UFunc
  6. type InPlaceImpl2[V1, V2] = generic.UFunc.InPlaceImpl2[softmax.this.type, V1, V2]

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    UFunc
  7. type InPlaceImpl3[V1, V2, V3] = generic.UFunc.InPlaceImpl3[softmax.this.type, V1, V2, V3]

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    Definition Classes
    UFunc
  8. type SinkImpl[S, V] = generic.UFunc.SinkImpl[softmax.this.type, S, V]

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    Definition Classes
    UFunc
  9. type SinkImpl2[S, V1, V2] = generic.UFunc.SinkImpl2[softmax.this.type, S, V1, V2]

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    Definition Classes
    UFunc
  10. type SinkImpl3[S, V1, V2, V3] = generic.UFunc.SinkImpl3[softmax.this.type, S, V1, V2, V3]

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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 apply[V1, V2, V3, V4, VR](v1: V1, v2: V2, v3: V3, v4: V4)(implicit impl: Impl4[V1, V2, V3, V4, VR]): VR

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    UFunc
  5. final def apply[V1, V2, V3, VR](v1: V1, v2: V2, v3: V3)(implicit impl: Impl3[V1, V2, V3, VR]): VR

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    Definition Classes
    UFunc
  6. final def apply[V1, V2, VR](v1: V1, v2: V2)(implicit impl: Impl2[V1, V2, VR]): VR

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    Definition Classes
    UFunc
  7. final def apply[V, VR](v: V)(implicit impl: Impl[V, VR]): VR

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    Definition Classes
    UFunc
  8. def array(arr: Array[Double], length: Int): Double

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    Method for computing the max of the first length elements of an array.

    Method for computing the max of the first length elements of an array. Arrays of size 0 give Double.NegativeInfinity

  9. final def asInstanceOf[T0]: T0

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  10. implicit def canZipMapValuesImpl[T, V1, VR, U](implicit handhold: ScalarOf[T, V1], impl: Impl2[V1, V1, VR], canZipMapValues: CanZipMapValues[T, V1, VR, U]): Impl2[T, T, U]

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    Definition Classes
    UFunc
  11. def clone(): AnyRef

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    protected[java.lang]
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    @throws( ... )
  12. final def eq(arg0: AnyRef): Boolean

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  13. def equals(arg0: Any): Boolean

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  14. def finalize(): Unit

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    @throws( classOf[java.lang.Throwable] )
  15. final def getClass(): Class[_]

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  16. def hashCode(): Int

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  17. implicit object implDoubleDouble extends Impl2[Double, Double, Double]

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  18. final def inPlace[V, V2, V3](v: V, v2: V2, v3: V3)(implicit impl: generic.UFunc.InPlaceImpl3[softmax.this.type, V, V2, V3]): V

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    Definition Classes
    UFunc
  19. final def inPlace[V, V2](v: V, v2: V2)(implicit impl: generic.UFunc.InPlaceImpl2[softmax.this.type, V, V2]): V

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    Definition Classes
    UFunc
  20. final def inPlace[V](v: V)(implicit impl: generic.UFunc.InPlaceImpl[softmax.this.type, V]): V

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    UFunc
  21. final def isInstanceOf[T0]: Boolean

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

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  23. final def notify(): Unit

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  24. final def notifyAll(): Unit

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  25. implicit def reduceDouble[T](implicit iter: CanTraverseValues[T, Double], maxImpl: max.Impl[T, Double]): Impl[T, Double]

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  26. implicit def reduceFloat[T](implicit iter: CanTraverseValues[T, Float], maxImpl: max.Impl[T, Float]): Impl[T, Float]

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

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  28. def toString(): String

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  29. final def wait(): Unit

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    @throws( ... )
  30. final def wait(arg0: Long, arg1: Int): Unit

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

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    @throws( ... )
  32. final def withSink[S](s: S): WithSinkHelp[softmax.this.type, S]

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