pub struct GradientDescent { /* private fields */ }Expand description
SIMD-optimized gradient descent optimizer
Implementations§
Source§impl GradientDescent
impl GradientDescent
Sourcepub fn with_momentum(self, momentum: f32) -> Self
pub fn with_momentum(self, momentum: f32) -> Self
Set momentum for the optimizer
Sourcepub fn with_weight_decay(self, weight_decay: f32) -> Self
pub fn with_weight_decay(self, weight_decay: f32) -> Self
Set weight decay (L2 regularization)
Sourcepub fn with_nesterov(self) -> Self
pub fn with_nesterov(self) -> Self
Enable Nesterov momentum
Sourcepub fn step(
&self,
params: &mut ArrayViewMut1<'_, f32>,
gradient: &ArrayView1<'_, f32>,
velocity: &mut ArrayViewMut1<'_, f32>,
)
pub fn step( &self, params: &mut ArrayViewMut1<'_, f32>, gradient: &ArrayView1<'_, f32>, velocity: &mut ArrayViewMut1<'_, f32>, )
Perform a single optimization step
Auto Trait Implementations§
impl Freeze for GradientDescent
impl RefUnwindSafe for GradientDescent
impl Send for GradientDescent
impl Sync for GradientDescent
impl Unpin for GradientDescent
impl UnsafeUnpin for GradientDescent
impl UnwindSafe for GradientDescent
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read more