pub struct LiquidStateMachine {
pub reservoir_weights: Array2<f64>,
pub input_weights: Array2<f64>,
pub output_weights: Array2<f64>,
pub reservoir_state: Array1<f64>,
pub reservoir_size: usize,
pub input_size: usize,
pub output_size: usize,
}Expand description
Liquid State Machine for optimization
Fields§
§reservoir_weights: Array2<f64>Reservoir weights
input_weights: Array2<f64>Input weights
output_weights: Array2<f64>Output weights (trainable)
reservoir_state: Array1<f64>Reservoir state
reservoir_size: usizeReservoir size
input_size: usizeInput size
output_size: usizeOutput size
Implementations§
Source§impl LiquidStateMachine
impl LiquidStateMachine
Sourcepub fn new(input_size: usize, reservoir_size: usize, output_size: usize) -> Self
pub fn new(input_size: usize, reservoir_size: usize, output_size: usize) -> Self
Create new LSM
Sourcepub fn update_reservoir(&mut self, input: &ArrayView1<'_, f64>)
pub fn update_reservoir(&mut self, input: &ArrayView1<'_, f64>)
Update reservoir state
Sourcepub fn compute_output(&self) -> Array1<f64>
pub fn compute_output(&self) -> Array1<f64>
Compute output
Sourcepub fn train_output_weights(
&mut self,
targets: &Array2<f64>,
states: &Array2<f64>,
) -> Result<(), OptimizeError>
pub fn train_output_weights( &mut self, targets: &Array2<f64>, states: &Array2<f64>, ) -> Result<(), OptimizeError>
Train output weights using least squares
Trait Implementations§
Source§impl Clone for LiquidStateMachine
impl Clone for LiquidStateMachine
Source§fn clone(&self) -> LiquidStateMachine
fn clone(&self) -> LiquidStateMachine
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 LiquidStateMachine
impl RefUnwindSafe for LiquidStateMachine
impl Send for LiquidStateMachine
impl Sync for LiquidStateMachine
impl Unpin for LiquidStateMachine
impl UnwindSafe for LiquidStateMachine
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.