Enum ConnectionModel 

pub enum ConnectionModel {
    Uniform {
        p: f32,
    },
    DistanceDependent {
        p_max: f32,
        lambda: f32,
    },
    SmallWorld {
        k: usize,
        beta: f32,
    },
    ScaleFree {
        m0: usize,
        m: usize,
    },
    Layered {
        layer_sizes: Vec<usize>,
        inter_layer_p: f32,
    },
}

Strategy for determining connection probability between neuron pairs.

Variants

Uniform

Erdős–Rényi: each pair connected independently with probability p.

Fields

p: f32

DistanceDependent

Distance-dependent: probability decays with Euclidean distance. p(d) = p_max × exp(−d / lambda).

Fields

p_max: f32

lambda: f32

SmallWorld

Watts–Strogatz small-world: each neuron has k outgoing directed synapses to its nearest ring neighbours (k/2 clockwise, k/2 counterclockwise). k must be even. Each outgoing synapse is then rewired with probability beta to a different non-self target when one is available (a dense ring k = n - 1 has none).

Fields

k: usize

beta: f32

ScaleFree

Barabási–Albert preferential attachment: start with m0 nodes that are fully connected in both directions (m0 * (m0 - 1) directed synapses). Each new node attaches to exactly m distinct older nodes, and each attachment is stored as a reciprocal directed pair.

Fields

m0: usize

m: usize

Layered

Feed-forward layered: neurons arranged in layers, each layer fully connected to the next with given probability.

Fields

layer_sizes: Vec<usize>

inter_layer_p: f32

Trait Implementations

impl Clone for ConnectionModel

fn clone(&self) -> ConnectionModel

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for ConnectionModel

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

Formats the value using the given formatter.

impl Default for ConnectionModel

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for ConnectionModel

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

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for ConnectionModel

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

where __S: Serializer,

Serialize this value into the given Serde serializer.