rust_lstm::optimizers

Struct Adam

Source 
pub struct Adam { /* private fields */ }
Expand description

Adam optimizer with adaptive learning rates

Implementations§

Source§

impl Adam

Source

pub fn new(learning_rate: f64) -> Self

Source

pub fn with_params( learning_rate: f64, beta1: f64, beta2: f64, epsilon: f64, ) -> Self

Trait Implementations§

Source§

impl Optimizer for Adam

Source§

fn update( &mut self, param_id: &str, param: &mut Array2<f64>, gradient: &Array2<f64>, )

Source§

fn reset(&mut self)

Source§

fn set_learning_rate(&mut self, lr: f64)

Set the learning rate dynamically (for compatibility with schedulers)
Source§

fn get_learning_rate(&self) -> f64

Get the current learning rate

Auto Trait Implementations§

§

impl Freeze for Adam

§

impl RefUnwindSafe for Adam

§

impl Send for Adam

§

impl Sync for Adam

§

impl Unpin for Adam

§

impl UnwindSafe for Adam

Blanket Implementations§

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T, U> Into<U> for T
where U: From<T>,

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T, U> TryFrom<U> for T
where U: Into<T>,

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V