Struct NeuralArchitecture 

pub struct NeuralArchitecture {
    pub id: Uuid,
    pub layers: Vec<ArchitectureLayer>,
    pub skip_connections: Vec<SkipConnection>,
    pub hyperparameters: ArchitectureHyperparameters,
    pub performance: Option<PerformanceMetrics>,
    pub complexity: ArchitectureComplexity,
}

Neural architecture representation

Fields

id: Uuid

Unique identifier

layers: Vec<ArchitectureLayer>

Architecture layers

skip_connections: Vec<SkipConnection>

Skip connections

hyperparameters: ArchitectureHyperparameters

Hyperparameters

performance: Option<PerformanceMetrics>

Performance metrics

complexity: ArchitectureComplexity

Architecture complexity

Implementations

impl NeuralArchitecture

pub fn random(config: &NeuroEvolutionConfig, rng: &mut Random) -> Self

Create a new random architecture

pub fn mutate(&mut self, config: &NeuroEvolutionConfig, rng: &mut Random)

Mutate the architecture

pub fn crossover(&self, other: &Self, rng: &mut Random) -> (Self, Self)

Crossover with another architecture

pub fn diversity_distance(&self, other: &Self) -> f64

Calculate diversity distance to another architecture

Trait Implementations

impl Clone for NeuralArchitecture

fn clone(&self) -> NeuralArchitecture

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for NeuralArchitecture

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for NeuralArchitecture

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for NeuralArchitecture

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.