pub struct AdvancedSTDPNetwork {
pub layers: Vec<STDPLayer>,
pub advanced_stdp_rules: Vec<Vec<AdvancedAdvancedSTDP>>,
pub current_params: Array1<f64>,
pub best_params: Array1<f64>,
pub best_objective: f64,
pub nit: usize,
pub network_stats: NetworkStats,
}Expand description
Advanced-advanced STDP network for complex optimization problems
Fields§
§layers: Vec<STDPLayer>Network layers
advanced_stdp_rules: Vec<Vec<AdvancedAdvancedSTDP>>Advanced-advanced STDP rules
current_params: Array1<f64>Current parameters being optimized
best_params: Array1<f64>Best parameters found
best_objective: f64Best objective value
nit: usizeIteration counter
network_stats: NetworkStatsNetwork statistics
Implementations§
Source§impl AdvancedSTDPNetwork
impl AdvancedSTDPNetwork
Sourcepub fn new(
layer_sizes: Vec<usize>,
target_firing_rate: f64,
learning_rate: f64,
) -> Self
pub fn new( layer_sizes: Vec<usize>, target_firing_rate: f64, learning_rate: f64, ) -> Self
Create new advanced STDP network
Sourcepub fn optimize<F>(
&mut self,
objective: F,
initial_params: &ArrayView1<'_, f64>,
max_nit: usize,
dt: f64,
) -> Result<Array1<f64>>
pub fn optimize<F>( &mut self, objective: F, initial_params: &ArrayView1<'_, f64>, max_nit: usize, dt: f64, ) -> Result<Array1<f64>>
Run advanced STDP optimization
Sourcepub fn get_network_stats(&self) -> &NetworkStats
pub fn get_network_stats(&self) -> &NetworkStats
Get network performance statistics
Trait Implementations§
Source§impl Clone for AdvancedSTDPNetwork
impl Clone for AdvancedSTDPNetwork
Source§fn clone(&self) -> AdvancedSTDPNetwork
fn clone(&self) -> AdvancedSTDPNetwork
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 Freeze for AdvancedSTDPNetwork
impl RefUnwindSafe for AdvancedSTDPNetwork
impl Send for AdvancedSTDPNetwork
impl Sync for AdvancedSTDPNetwork
impl Unpin for AdvancedSTDPNetwork
impl UnwindSafe for AdvancedSTDPNetwork
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 moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§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 moreSource§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).Source§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.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.