pub struct GradientFlowAnalyzer<A: Float, D: Dimension> { /* private fields */ }Expand description
Gradient flow analyzer for understanding optimization dynamics
Implementations§
Source§impl<A: Float + ScalarOperand + Debug, D: Dimension + Send + Sync> GradientFlowAnalyzer<A, D>
impl<A: Float + ScalarOperand + Debug, D: Dimension + Send + Sync> GradientFlowAnalyzer<A, D>
Sourcepub fn record_step(
&mut self,
gradients: &[Array<A, D>],
parameter_updates: &[Array<A, D>],
) -> Result<()>
pub fn record_step( &mut self, gradients: &[Array<A, D>], parameter_updates: &[Array<A, D>], ) -> Result<()>
Record a gradient and parameter update step
Sourcepub fn get_stats(&mut self) -> &GradientFlowStats<A>
pub fn get_stats(&mut self) -> &GradientFlowStats<A>
Get gradient flow statistics
Sourcepub fn step_count(&self) -> usize
pub fn step_count(&self) -> usize
Get current step count
Sourcepub fn export_for_visualization(&self) -> VisualizationData<A>
pub fn export_for_visualization(&self) -> VisualizationData<A>
Export data for visualization
Trait Implementations§
Auto Trait Implementations§
impl<A, D> Freeze for GradientFlowAnalyzer<A, D>where
A: Freeze,
impl<A, D> RefUnwindSafe for GradientFlowAnalyzer<A, D>where
A: RefUnwindSafe,
D: RefUnwindSafe,
impl<A, D> Send for GradientFlowAnalyzer<A, D>where
A: Send,
impl<A, D> Sync for GradientFlowAnalyzer<A, D>where
A: Sync,
impl<A, D> Unpin for GradientFlowAnalyzer<A, D>
impl<A, D> UnsafeUnpin for GradientFlowAnalyzer<A, D>where
A: UnsafeUnpin,
impl<A, D> UnwindSafe for GradientFlowAnalyzer<A, D>
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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
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impl<T> IntoEither for T
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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
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
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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.