Struct XavierUniform

pub struct XavierUniform<X>
where
    X: SampleUniform,
{ /* private fields */ }

Uniform Xavier initializers use a uniform distribution to initialize the weights of a neural network within a given range.

Implementations

impl<X> XavierUniform<X>

where X: Float + SampleUniform,

pub fn new(inputs: usize, outputs: usize) -> Self

pub fn boundary(&self) -> X

pub fn distr(&self) -> Uniform<X>

where X: Float,

Trait Implementations

impl<X> Clone for XavierUniform<X>

where X: SampleUniform + Clone,

fn clone(&self) -> XavierUniform<X>

Returns a copy of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl<X> Debug for XavierUniform<X>

where X: SampleUniform + Debug,

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<X> Distribution<X> for XavierUniform<X>

where X: Float + SampleUniform,

fn sample<R>(&self, rng: &mut R) -> X

where R: Rng + ?Sized,

Generate a random value of T, using rng as the source of randomness.

fn sample_iter<R>(self, rng: R) -> DistIter<Self, R, T>

where R: Rng, Self: Sized,

Create an iterator that generates random values of T, using rng as the source of randomness.

fn map<F, S>(self, func: F) -> DistMap<Self, F, T, S>

where F: Fn(T) -> S, Self: Sized,

Create a distribution of values of ‘S’ by mapping the output of Self through the closure F

impl<X> Hash for XavierUniform<X>

where X: SampleUniform + Hash,

fn hash<__H: Hasher>(&self, state: &mut __H)

Feeds this value into the given Hasher.

fn hash_slice<H>(data: &[Self], state: &mut H)

where H: Hasher, Self: Sized,

Feeds a slice of this type into the given Hasher.

impl<X> Ord for XavierUniform<X>

where X: SampleUniform + Ord,

fn cmp(&self, other: &XavierUniform<X>) -> Ordering

This method returns an Ordering between self and other.

fn max(self, other: Self) -> Self

where Self: Sized,

Compares and returns the maximum of two values.

fn min(self, other: Self) -> Self

where Self: Sized,

Compares and returns the minimum of two values.

fn clamp(self, min: Self, max: Self) -> Self

where Self: Sized,

Restrict a value to a certain interval.

impl<X> PartialEq for XavierUniform<X>

where X: SampleUniform + PartialEq,

fn eq(&self, other: &XavierUniform<X>) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl<X> PartialOrd for XavierUniform<X>

where X: SampleUniform + PartialOrd,

fn partial_cmp(&self, other: &XavierUniform<X>) -> Option<Ordering>

This method returns an ordering between self and other values if one exists.

fn lt(&self, other: &Rhs) -> bool

Tests less than (for self and other) and is used by the < operator.

fn le(&self, other: &Rhs) -> bool

Tests less than or equal to (for self and other) and is used by the <= operator.

fn gt(&self, other: &Rhs) -> bool

Tests greater than (for self and other) and is used by the > operator.

fn ge(&self, other: &Rhs) -> bool

Tests greater than or equal to (for self and other) and is used by the >= operator.

impl<X> Copy for XavierUniform<X>

where X: SampleUniform + Copy,

impl<X> Eq for XavierUniform<X>

where X: SampleUniform + Eq,

impl<X> StructuralPartialEq for XavierUniform<X>

where X: SampleUniform,