QMLUtils

quantrs2_sim::quantum_machine_learning_layers

Struct QMLUtils

pub struct QMLUtils;

Expand description

Utility functions for QML

Implementations§

impl QMLUtils

pub fn generate_synthetic_data( num_samples: usize, input_dim: usize, output_dim: usize, ) -> (Vec<Array1<f64>>, Vec<Array1<f64>>)

Generate synthetic training data for testing

pub fn train_test_split( inputs: Vec<Array1<f64>>, outputs: Vec<Array1<f64>>, test_ratio: f64, ) -> (Vec<(Array1<f64>, Array1<f64>)>, Vec<(Array1<f64>, Array1<f64>)>)

Split data into training and validation sets

pub fn evaluate_accuracy( predictions: &[Array1<f64>], targets: &[Array1<f64>], threshold: f64, ) -> f64

Evaluate model accuracy

pub fn compute_circuit_complexity( num_qubits: usize, depth: usize, gate_count: usize, ) -> HashMap<String, f64>

Compute quantum circuit complexity metrics

Auto Trait Implementations§

impl Freeze for QMLUtils

impl RefUnwindSafe for QMLUtils

impl Send for QMLUtils

impl Sync for QMLUtils

impl Unpin for QMLUtils

impl UnwindSafe for QMLUtils

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