pub struct TransformerOptimizer<T: Float + Debug + Default + Clone + Sum + ScalarOperand + Send + Sync + 'static> { /* private fields */ }Expand description
Transformer-based neural optimizer with self-attention mechanisms
Implementations§
Source§impl<T: Float + Debug + Default + Clone + Sum + ScalarOperand + Send + Sync + 'static> TransformerOptimizer<T>
impl<T: Float + Debug + Default + Clone + Sum + ScalarOperand + Send + Sync + 'static> TransformerOptimizer<T>
Sourcepub fn new(config: TransformerOptimizerConfig) -> Result<Self>
pub fn new(config: TransformerOptimizerConfig) -> Result<Self>
Create new transformer optimizer
Sourcepub fn step(
&mut self,
parameters: &mut HashMap<String, Array2<T>>,
gradients: &mut HashMap<String, Array2<T>>,
loss: T,
) -> Result<T>
pub fn step( &mut self, parameters: &mut HashMap<String, Array2<T>>, gradients: &mut HashMap<String, Array2<T>>, loss: T, ) -> Result<T>
Perform optimization step
Sourcepub fn get_statistics(&self) -> HashMap<String, f64>
pub fn get_statistics(&self) -> HashMap<String, f64>
Get current optimization statistics
Trait Implementations§
Auto Trait Implementations§
impl<T> Freeze for TransformerOptimizer<T>where
T: Freeze,
impl<T> !RefUnwindSafe for TransformerOptimizer<T>
impl<T> !Send for TransformerOptimizer<T>
impl<T> !Sync for TransformerOptimizer<T>
impl<T> Unpin for TransformerOptimizer<T>where
T: Unpin,
impl<T> UnsafeUnpin for TransformerOptimizer<T>where
T: UnsafeUnpin,
impl<T> !UnwindSafe for TransformerOptimizer<T>
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Source§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
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>
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impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
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The inverse inclusion map: attempts to construct
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Checks if
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Use with care! Same as
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.