Struct OptimizationNetwork

Source

pub struct OptimizationNetwork {
    pub input_embedding: Array2<f64>,
    pub hidden_layers: Vec<Array2<f64>>,
    pub output_layer: Array2<f64>,
    pub attention_weights: Option<Vec<Array2<f64>>>,
    pub layer_norms: Vec<LayerNorm>,
    pub activation: ActivationType,
}

Expand description

Neural network for learned optimization

Fields§

§input_embedding: Array2<f64>

Input embedding layer

§hidden_layers: Vec<Array2<f64>>

Hidden layers

§output_layer: Array2<f64>

Output layer

§attention_weights: Option<Vec<Array2<f64>>>

Attention weights (if using transformer)

§layer_norms: Vec<LayerNorm>

Layer normalization parameters

§activation: ActivationType

Activation function type

Implementations§

Source §

impl OptimizationNetwork

Source

pub fn new( input_size: usize, hidden_sizes: Vec<usize>, output_size: usize, use_attention: bool, activation: ActivationType, ) -> Self

Create new optimization network

Source

pub fn forward(&self, input: &ArrayView1<'_, f64>) -> Array1<f64>

Forward pass through the network

Trait Implementations§

Source §

impl Clone for OptimizationNetwork

Source §

fn clone(&self) -> OptimizationNetwork

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 OptimizationNetwork

Source §

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

§

impl UnwindSafe for OptimizationNetwork

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 §