Struct ContinuousEncoding 

pub struct ContinuousEncoding {
    pub depth_weights: Array1<f64>,
    pub template_weights: Array2<f64>,
    pub gate_weights: Vec<Array2<f64>>,
    pub entanglement_weights: Array2<f64>,
    pub temperature: f64,
}

Continuous relaxation for differentiable architecture search.

Fields

depth_weights: Array1<f64>

Soft depth weights (probability distribution over depths)

template_weights: Array2<f64>

Soft template weights per layer position

gate_weights: Vec<Array2<f64>>

Soft gate weights per position

entanglement_weights: Array2<f64>

Soft entanglement weights per layer

temperature: f64

Temperature for softmax

Implementations

impl ContinuousEncoding

pub fn uniform(space: &SearchSpace) -> Self

Creates a new continuous encoding initialized uniformly.

pub fn random<R: Rng>(space: &SearchSpace, rng: &mut R) -> Self

Creates a continuous encoding with random initialization.

pub fn with_temperature(self, temperature: f64) -> Self

Sets the temperature for softmax.

pub fn sample<R: Rng>( &self, space: &SearchSpace, rng: &mut R, ) -> DiscreteEncoding

Samples a discrete encoding from this continuous encoding.

pub fn to_discrete(&self, space: &SearchSpace) -> DiscreteEncoding

Converts to the most likely discrete encoding (argmax).

pub fn update( &mut self, discrete: &DiscreteEncoding, reward: f64, learning_rate: f64, )

Updates weights using gradient-like updates.

Trait Implementations

impl Clone for ContinuousEncoding

fn clone(&self) -> ContinuousEncoding

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for ContinuousEncoding

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for ContinuousEncoding

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for ContinuousEncoding

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.