Struct Dropout

pub struct Dropout { /* private fields */ }

The Dropout layer is randomly zeroizes inputs with a given probability (p). This regularization technique is often used to prevent overfitting.

Config

• (p) Probability of dropping an element

Implementations

impl Dropout

pub fn new(p: f64) -> Self

pub fn scale(&self) -> f64

Trait Implementations

impl Clone for Dropout

fn clone(&self) -> Dropout

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for Dropout

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

Formats the value using the given formatter.

impl Default for Dropout

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for Dropout

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl<U> Forward<U> for Dropout

where U: DropOut,

type Output = <U as DropOut>::Output

fn forward(&self, input: &U) -> Result<Self::Output>

a single forward step

fn forward_then<F>(&self, input: &Rhs, then: F) -> Result<Self::Output, Error>

where F: FnOnce(Self::Output) -> Self::Output,

this method enables the forward pass to be generically activated using some closure. This is useful for isolating the logic of the forward pass from that of the activation function and is often used by layers and models.

impl PartialEq for Dropout

fn eq(&self, other: &Dropout) -> bool

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

const 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 PartialOrd for Dropout

fn partial_cmp(&self, other: &Dropout) -> 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 Serialize for Dropout

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl Copy for Dropout

impl StructuralPartialEq for Dropout