pub struct Network<'a> {
pub layers: Vec<Layer<'a>>,
pub shape: &'a [(&'a ActivationFunction, usize)],
pub cost_function: &'a CostFunction,
/* private fields */
}
Fields§
§layers: Vec<Layer<'a>>
§shape: &'a [(&'a ActivationFunction, usize)]
§cost_function: &'a CostFunction
Implementations§
Source§impl Network<'_>
impl Network<'_>
pub fn new<'a>( shape: &'a [(&ActivationFunction, usize)], optimizer: &'a mut dyn Optimizer, cost_function: &'a CostFunction, ) -> Network<'a>
pub fn predict(&self, input: &Array2<f64>) -> Array2<f64>
pub fn backprop( &self, X: &Array2<f64>, y: &Array2<f64>, ) -> (Vec<Array2<f64>>, Vec<Array2<f64>>)
pub fn train_minibatch(&mut self, (X, y): &(Array2<f64>, Array2<f64>))
pub fn train_and_log( &mut self, data: &Dataset<'_>, batch_size: usize, verification_samples: usize, epochs: i32, ) -> Vec<(i32, f64)>
pub fn eval(&self, data: &Dataset<'_>, sample_size: usize) -> f64
pub fn predict_unit_square( &self, resolution: usize, ) -> ((usize, usize), Vec<Vec<f64>>)
Trait Implementations§
Auto Trait Implementations§
impl<'a> Freeze for Network<'a>
impl<'a> !RefUnwindSafe for Network<'a>
impl<'a> !Send for Network<'a>
impl<'a> !Sync for Network<'a>
impl<'a> Unpin for Network<'a>
impl<'a> !UnwindSafe for Network<'a>
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 more