pub struct FiniteDiffHessian<F>{
pub fun: F,
pub x: Vec<f64>,
pub step: f64,
/* private fields */
}Expand description
Finite-difference full Hessian approximation.
Recomputes the Hessian from scratch at each update call using central
differences. Suitable only for small problems (n ≤ a few hundred)
because cost is O(n²) function evaluations.
Fields§
§fun: FObjective function
x: Vec<f64>Current iterate x
step: f64Finite-difference step size
Implementations§
Source§impl<F> FiniteDiffHessian<F>
impl<F> FiniteDiffHessian<F>
Sourcepub fn new(fun: F, x0: &[f64], step: f64) -> Result<Self, OptimizeError>
pub fn new(fun: F, x0: &[f64], step: f64) -> Result<Self, OptimizeError>
Create and compute the initial Hessian at x0.
Sourcepub fn with_default_step(fun: F, x0: &[f64]) -> Result<Self, OptimizeError>
pub fn with_default_step(fun: F, x0: &[f64]) -> Result<Self, OptimizeError>
Create with the default step size.
Sourcepub fn recompute_at(&mut self, x: &[f64]) -> Result<(), OptimizeError>
pub fn recompute_at(&mut self, x: &[f64]) -> Result<(), OptimizeError>
Recompute the Hessian at a new point.
Trait Implementations§
Source§impl<F> HessianApproximation for FiniteDiffHessian<F>
impl<F> HessianApproximation for FiniteDiffHessian<F>
Source§fn update(&mut self, _s: &[f64], _y: &[f64]) -> Result<(), OptimizeError>
fn update(&mut self, _s: &[f64], _y: &[f64]) -> Result<(), OptimizeError>
Update the approximation given a new step-curvature pair. Read more
Source§fn multiply(&self, v: &[f64]) -> Result<Vec<f64>, OptimizeError>
fn multiply(&self, v: &[f64]) -> Result<Vec<f64>, OptimizeError>
Compute
H v (Hessian times vector).Source§fn inverse_multiply(&self, v: &[f64]) -> Result<Vec<f64>, OptimizeError>
fn inverse_multiply(&self, v: &[f64]) -> Result<Vec<f64>, OptimizeError>
Compute
H⁻¹ v (inverse Hessian times vector).Auto Trait Implementations§
impl<F> Freeze for FiniteDiffHessian<F>where
F: Freeze,
impl<F> RefUnwindSafe for FiniteDiffHessian<F>where
F: RefUnwindSafe,
impl<F> Send for FiniteDiffHessian<F>
impl<F> Sync for FiniteDiffHessian<F>
impl<F> Unpin for FiniteDiffHessian<F>where
F: Unpin,
impl<F> UnsafeUnpin for FiniteDiffHessian<F>where
F: UnsafeUnpin,
impl<F> UnwindSafe for FiniteDiffHessian<F>where
F: UnwindSafe,
Blanket Implementations§
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
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 moreSource§impl<T> Pointable for T
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
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.