Struct LiquidStateMachine

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pub struct LiquidStateMachine {
    pub reservoir_size: usize,
    pub connection_prob: f32,
    pub spectral_radius: f32,
    pub input_scaling: f32,
    pub leak_rate: f32,
    pub state: Tensor,
    pub input_weights: Tensor,
    pub reservoir_weights: Tensor,
    pub memory_capacity: usize,
    pub state_history: VecDeque<Tensor>,
}

Expand description

Liquid State Machine for temporal graph processing

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§reservoir_size: usize

Reservoir nodes

§connection_prob: f32

Connection probability

§spectral_radius: f32

Spectral radius

§input_scaling: f32

Input scaling

§leak_rate: f32

Leak rate

§state: Tensor

Internal state

§input_weights: Tensor

Input weights

§reservoir_weights: Tensor

Reservoir weights

§memory_capacity: usize

Memory capacity

§state_history: VecDeque<Tensor>

State history

Implementations§

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impl LiquidStateMachine

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pub fn new( input_dim: usize, reservoir_size: usize, connection_prob: f32, ) -> Result<Self, Box<dyn Error>>

Create new liquid state machine

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pub fn process(&mut self, input: &Tensor) -> Result<Tensor, Box<dyn Error>>

Process input through liquid state machine

Trait Implementations§

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impl Clone for LiquidStateMachine

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fn clone(&self) -> LiquidStateMachine

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for LiquidStateMachine

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for LiquidStateMachine

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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

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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

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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fn into(self) -> U

Calls U::from(self).

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

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impl<T> IntoEither for T

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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

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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

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