pub struct LSTMCell<F: Float + Debug> { /* private fields */ }Expand description
LSTM cell implementation
Implementations§
Source§impl<F: Float + Debug + Clone + FromPrimitive> LSTMCell<F>
impl<F: Float + Debug + Clone + FromPrimitive> LSTMCell<F>
Sourcepub fn new(_input_size: usize, hiddensize: usize) -> Self
pub fn new(_input_size: usize, hiddensize: usize) -> Self
Create new LSTM cell with random initialization
Sourcepub fn random_matrix(_rows: usize, cols: usize, stddev: F) -> Array2<F>
pub fn random_matrix(_rows: usize, cols: usize, stddev: F) -> Array2<F>
Initialize random matrix with given standard deviation
Sourcepub fn forward(
&self,
input: &Array1<F>,
prevstate: &LSTMState<F>,
) -> Result<LSTMState<F>>
pub fn forward( &self, input: &Array1<F>, prevstate: &LSTMState<F>, ) -> Result<LSTMState<F>>
Forward pass through LSTM cell
Sourcepub fn init_state(&self) -> LSTMState<F>
pub fn init_state(&self) -> LSTMState<F>
Initialize zero state
Trait Implementations§
Auto Trait Implementations§
impl<F> Freeze for LSTMCell<F>
impl<F> RefUnwindSafe for LSTMCell<F>where
F: RefUnwindSafe,
impl<F> Send for LSTMCell<F>where
F: Send,
impl<F> Sync for LSTMCell<F>where
F: Sync,
impl<F> Unpin for LSTMCell<F>
impl<F> UnwindSafe for LSTMCell<F>where
F: RefUnwindSafe,
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> 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.