Struct AdaGrad
pub struct AdaGrad { /* private fields */ }
Expand description
AdaGrad optimizer
Trait Implementations§
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impl<B> SimpleOptimizer<B> for AdaGrad
where
B: Backend,
impl<B> SimpleOptimizer<B> for AdaGrad
where
B: Backend,
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type State<const D: usize>
= AdaGradState<B, D>
type State<const D: usize> = AdaGradState<B, D>
The state of the optimizer. It also implements record, so that it can be saved.
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fn step<const D: usize>(
&self,
lr: f64,
tensor: Tensor<B, D>,
grad: Tensor<B, D>,
state: Option<<AdaGrad as SimpleOptimizer<B>>::State<D>>,
) -> (Tensor<B, D>, Option<<AdaGrad as SimpleOptimizer<B>>::State<D>>)
fn step<const D: usize>( &self, lr: f64, tensor: Tensor<B, D>, grad: Tensor<B, D>, state: Option<<AdaGrad as SimpleOptimizer<B>>::State<D>>, ) -> (Tensor<B, D>, Option<<AdaGrad as SimpleOptimizer<B>>::State<D>>)
The optimizer step is performed for one tensor at a time with its
gradient and state. Read more
Auto Trait Implementations§
impl Freeze for AdaGrad
impl RefUnwindSafe for AdaGrad
impl Send for AdaGrad
impl Sync for AdaGrad
impl Unpin for AdaGrad
impl UnwindSafe for AdaGrad
Blanket Implementations§
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impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
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fn borrow_mut(&mut self) -> &mut
T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read
more
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impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
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impl<T> Instrument for T
impl<T> Instrument for T
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fn instrument(self, span: Span) ->
Instrumented<Self>
fn instrument(self, span: Span) -> Instrumented<Self>
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fn in_current_span(self) ->
Instrumented<Self>
fn in_current_span(self) -> Instrumented<Self>
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impl<T> IntoEither for T
impl<T> IntoEither for T
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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
more
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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