pub struct EvolutionModel<G, F>{
pub fitness: F,
/* private fields */
}Expand description
A probabilistic model of an evolutionary step
This wraps an evolutionary genome in Fugue’s Model monad, enabling integration with SMC and MCMC inference.
Fields§
§fitness: FThe fitness function used for conditioning
Implementations§
Source§impl<G, F> EvolutionModel<G, F>
impl<G, F> EvolutionModel<G, F>
Sourcepub fn new(fitness: F, bounds: MultiBounds) -> Self
pub fn new(fitness: F, bounds: MultiBounds) -> Self
Create a new evolution model
Sourcepub fn with_temperature(self, temperature: f64) -> Self
pub fn with_temperature(self, temperature: f64) -> Self
Set the temperature for fitness weighting
Lower temperature = stronger selection pressure
Sourcepub fn sample_prior<R: Rng>(&self, rng: &mut R) -> G
pub fn sample_prior<R: Rng>(&self, rng: &mut R) -> G
Sample a genome from the prior (uniform within bounds)
Sourcepub fn log_weight(&self, genome: &G) -> f64
pub fn log_weight(&self, genome: &G) -> f64
Compute the log-weight for a genome based on fitness
w(x) = exp(f(x) / T) where T is temperature
Sourcepub fn to_weighted_trace(&self, genome: &G) -> Trace
pub fn to_weighted_trace(&self, genome: &G) -> Trace
Create a Fugue trace representing this genome with fitness weight
Trait Implementations§
Source§impl<G, F> Clone for EvolutionModel<G, F>
impl<G, F> Clone for EvolutionModel<G, F>
Source§fn clone(&self) -> EvolutionModel<G, F>
fn clone(&self) -> EvolutionModel<G, F>
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl<G, F> Freeze for EvolutionModel<G, F>where
F: Freeze,
impl<G, F> RefUnwindSafe for EvolutionModel<G, F>where
F: RefUnwindSafe,
G: RefUnwindSafe,
impl<G, F> Send for EvolutionModel<G, F>
impl<G, F> Sync for EvolutionModel<G, F>
impl<G, F> Unpin for EvolutionModel<G, F>
impl<G, F> UnsafeUnpin for EvolutionModel<G, F>where
F: UnsafeUnpin,
impl<G, F> UnwindSafe for EvolutionModel<G, F>where
F: UnwindSafe,
G: 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> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
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§impl<T> Pointable for T
impl<T> Pointable for T
§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
§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 more§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).§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.§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.