pub struct EvolutionaryNAS {
pub config: EvolutionaryNASConfig,
}Expand description
Evolutionary Neural Architecture Search.
Uses tournament selection and mutation to search the architecture space. Inspired by the AmoebaNet regularized evolutionary search (Real et al. 2019).
Fields§
§config: EvolutionaryNASConfigAlgorithm configuration
Implementations§
Source§impl EvolutionaryNAS
impl EvolutionaryNAS
Sourcepub fn new(population_size: usize, n_generations: usize) -> Self
pub fn new(population_size: usize, n_generations: usize) -> Self
Create with default configuration.
Sourcepub fn with_config(config: EvolutionaryNASConfig) -> Self
pub fn with_config(config: EvolutionaryNASConfig) -> Self
Create from an explicit config.
Sourcepub fn search<F: ArchFitness>(
&self,
space: &SearchSpace,
fitness: &F,
seed: u64,
) -> Result<NASResult, OptimizeError>
pub fn search<F: ArchFitness>( &self, space: &SearchSpace, fitness: &F, seed: u64, ) -> Result<NASResult, OptimizeError>
Run evolutionary search.
§Arguments
space: Architecture search space.fitness: Fitness evaluator (higher = better).seed: Random seed.
Auto Trait Implementations§
impl Freeze for EvolutionaryNAS
impl RefUnwindSafe for EvolutionaryNAS
impl Send for EvolutionaryNAS
impl Sync for EvolutionaryNAS
impl Unpin for EvolutionaryNAS
impl UnsafeUnpin for EvolutionaryNAS
impl UnwindSafe for EvolutionaryNAS
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T: ?Sized,
impl<T> BorrowMut<T> for Twhere
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Mutably borrows from an owned value. Read more
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Converts
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Converts self into a Right variant of Either<Self, Self>
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
Converts
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Source§impl<SS, SP> SupersetOf<SS> for SPwhere
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impl<SS, SP> SupersetOf<SS> for SPwhere
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The inverse inclusion map: attempts to construct
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fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.