Struct QuantumAutoencoder

pub struct QuantumAutoencoder {
    pub input_qubits: usize,
    pub latent_qubits: usize,
    pub encoder: VariationalCircuit,
    pub decoder: VariationalCircuit,
    pub learning_rate: f64,
    /* private fields */
}

Quantum autoencoder for data compression and feature learning

Fields

input_qubits: usize

Number of input qubits

latent_qubits: usize

Number of latent qubits (compressed representation)

encoder: VariationalCircuit

Encoder circuit

decoder: VariationalCircuit

Decoder circuit

learning_rate: f64

Training parameters

Implementations

impl QuantumAutoencoder

pub fn new( input_qubits: usize, latent_qubits: usize, learning_rate: f64, ) -> Self

Create a new quantum autoencoder

pub fn train_step( &mut self, training_data: &[Array1<Complex<f64>>], ) -> QuantRS2Result<f64>

Train the autoencoder on a batch of training data

pub fn encode( &self, input_state: &Array1<Complex<f64>>, ) -> QuantRS2Result<Array1<Complex<f64>>>

Encode input data to latent representation

pub fn decode( &self, latent_state: &Array1<Complex<f64>>, ) -> QuantRS2Result<Array1<Complex<f64>>>

Decode latent representation back to output

Trait Implementations

impl Clone for QuantumAutoencoder

fn clone(&self) -> QuantumAutoencoder

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for QuantumAutoencoder

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

Formats the value using the given formatter.