pub struct MetaOptimizer { /* private fields */ }Expand description
Meta-learning optimizer (MAML-style)
Implementations§
Source§impl MetaOptimizer
impl MetaOptimizer
pub fn new( meta_lr: f32, inner_lr: f32, inner_steps: usize, first_order: bool, ) -> Self
pub fn meta_step( &mut self, params: &mut [Tensor], meta_grads: &[Tensor], ) -> Result<()>
pub fn inner_loop( &mut self, params: Vec<Tensor>, task_grads: &[Vec<Tensor>], ) -> Result<Vec<Tensor>>
pub fn compute_meta_gradients( &self, original_params: &[Tensor], adapted_params: &[Tensor], meta_loss_grads: &[Tensor], ) -> Result<Vec<Tensor>>
Auto Trait Implementations§
impl Freeze for MetaOptimizer
impl RefUnwindSafe for MetaOptimizer
impl Send for MetaOptimizer
impl Sync for MetaOptimizer
impl Unpin for MetaOptimizer
impl UnsafeUnpin for MetaOptimizer
impl UnwindSafe for MetaOptimizer
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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
impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
Source§impl<T> Instrument for T
impl<T> Instrument for T
Source§fn instrument(self, span: Span) -> Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
Source§fn in_current_span(self) -> Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
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