Struct StructuralPlasticity 

pub struct StructuralPlasticity {
    pub neurons: HashMap<u64, NeuronLike>,
    pub dendritic_growth_rate: f32,
    pub pruning_threshold: f32,
    pub neurogenesis_events: u32,
}

Fields

neurons: HashMap<u64, NeuronLike>

dendritic_growth_rate: f32

pruning_threshold: f32

neurogenesis_events: u32

Implementations

impl StructuralPlasticity

pub fn new() -> Self

pub fn grow_dendrite(&mut self, neuron_id: u64, new_block: u32) -> bool

Grow dendrite: add new branches (dendritic growth)

pub fn mark_for_pruning(&mut self, neuron_id: u64, block_to_remove: u32)

Mark synapse for pruning (use it or lose it)

pub fn prune_inactive_branches(&mut self, neuron_id: u64) -> u32

Prune inactive branches

pub fn neurogenesis( &mut self, seed_blocks: Vec<u32>, specialization: &str, ) -> u64

Neurogenesis: create new neuron-like structure

pub fn record_activation(&mut self, neuron_id: u64, strength: f32)

Record activation (for pruning decisions)

pub fn dendritic_complexity(&self, neuron_id: u64) -> f32

Calculate dendritic complexity

pub fn stats(&self) -> (u32, u32, f32, u32)

Get network statistics

pub fn specialized_neurons(&self) -> Vec<(u64, &str, u32)>

Get most specialized neurons

pub fn save(&self, dir: &Path) -> Result<(), String>

pub fn load(dir: &Path) -> Result<Self, String>

pub fn load_or_init(dir: &Path) -> Self

Trait Implementations

impl Default for StructuralPlasticity

fn default() -> Self

Returns the “default value” for a type.