Struct QuantumPrototypicalNetwork 

pub struct QuantumPrototypicalNetwork { /* private fields */ }

Quantum prototypical network for few-shot learning

Implementations

impl QuantumPrototypicalNetwork

pub fn new( encoder: QuantumNeuralNetwork, feature_dim: usize, distance_metric: DistanceMetric, ) -> Self

Create a new quantum prototypical network

pub fn encode(&self, data: &Array1<f64>) -> Result<Array1<f64>>

Encode data into quantum feature space

pub fn compute_prototype( &self, support_examples: &[Array1<f64>], ) -> Result<Array1<f64>>

Compute prototype for a class from support examples

pub fn classify( &self, query: &Array1<f64>, prototypes: &[Array1<f64>], ) -> Result<usize>

Classify query example based on prototypes

pub fn train_episode( &mut self, episode: &Episode, optimizer: &mut dyn Optimizer, ) -> Result<f64>

Train on an episode