SpectralRegularization

ruvector_attention::training::loss

Struct SpectralRegularization 

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

Spectral regularization for smooth representations

Implementations§

Source§

impl SpectralRegularization

Source

pub fn new(weight: f32) -> Self

Source

pub fn compute_batch(&self, embeddings: &[&[f32]]) -> f32

Compute spectral norm regularization for a batch of embeddings

Trait Implementations§

Source§

impl Loss for SpectralRegularization

Source§

fn compute(&self, anchor: &[f32], positive: &[f32], negatives: &[&[f32]]) -> f32

Compute loss value
Source§

fn compute_with_gradients( &self, anchor: &[f32], positive: &[f32], negatives: &[&[f32]], ) -> (f32, Vec<f32>)

Compute loss with gradients for anchor

Auto Trait Implementations§

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