scirs2_optimize::neuromorphic::liquid_state_machines

Struct LiquidStateMachine

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: usize

Reservoir size

§input_size: usize

Input size

§output_size: usize

Output size

Implementations§

Source §

impl LiquidStateMachine

Source

pub fn new(input_size: usize, reservoir_size: usize, output_size: usize) -> Self

Create new LSM

Source

pub fn update_reservoir(&mut self, input: &ArrayView1<'_, f64>)

Update reservoir state

Source

pub fn compute_output(&self) -> Array1<f64>

Compute output

Source

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

Source §

fn clone(&self) -> LiquidStateMachine

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

Source §

impl Debug for LiquidStateMachine

Source §

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl UnwindSafe for LiquidStateMachine

Blanket Implementations§

Source §

impl<T> Any for T
where T: 'static + ?Sized,

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

impl<T> Borrow<T> for T
where T: ?Sized,

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source §

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

Source §

impl<T> CloneToUninit for T
where T: Clone,

Source §

unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)

Performs copy-assignment from self to dest. Read more

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

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 more

Source §

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

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 more

Source §