pub struct DenseLayer {
pub name: String,
pub weights: Tensor,
pub bias: Tensor,
pub activation: String,
}Expand description
A single dense (fully connected) layer with weights and biases.
Fields§
§name: StringLayer name.
weights: TensorWeight matrix: shape \[out_features, in_features\].
bias: TensorBias vector: shape [out_features].
activation: StringActivation function name (e.g. "relu", "sigmoid", "tanh", "linear").
Implementations§
Source§impl DenseLayer
impl DenseLayer
Sourcepub fn new(
name: impl Into<String>,
in_features: usize,
out_features: usize,
activation: impl Into<String>,
) -> Self
pub fn new( name: impl Into<String>, in_features: usize, out_features: usize, activation: impl Into<String>, ) -> Self
Construct a zero-initialised dense layer.
Sourcepub fn forward(&self, input: &[f64]) -> Vec<f64>
pub fn forward(&self, input: &[f64]) -> Vec<f64>
Forward pass: output\[i\] = sum_j(w\[i,j\] * input\[j\]) + bias\[i\], then activation.
Sourcepub fn param_count(&self) -> usize
pub fn param_count(&self) -> usize
Number of trainable parameters.
Trait Implementations§
Source§impl Clone for DenseLayer
impl Clone for DenseLayer
Source§fn clone(&self) -> DenseLayer
fn clone(&self) -> DenseLayer
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · 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 DenseLayer
impl RefUnwindSafe for DenseLayer
impl Send for DenseLayer
impl Sync for DenseLayer
impl Unpin for DenseLayer
impl UnsafeUnpin for DenseLayer
impl UnwindSafe for DenseLayer
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<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.