Struct AdvancedMLErrorMitigator 

pub struct AdvancedMLErrorMitigator { /* private fields */ }

Main advanced ML error mitigation system

Implementations

impl AdvancedMLErrorMitigator

pub fn new(config: AdvancedMLMitigationConfig) -> Result<Self>

Create new advanced ML error mitigator

pub fn mitigate_errors( &mut self, measurements: &Array1<f64>, circuit: &InterfaceCircuit, ) -> Result<AdvancedMLMitigationResult>

Apply advanced ML error mitigation

pub fn create_deep_model(&self) -> Result<DeepMitigationNetwork>

Create deep learning model

pub fn create_rl_agent(&self) -> Result<QLearningMitigationAgent>

Create reinforcement learning agent

pub fn extract_features( &self, circuit: &InterfaceCircuit, measurements: &Array1<f64>, ) -> Result<Array1<f64>>

Extract features from circuit and measurements

pub fn select_mitigation_strategy( &mut self, features: &Array1<f64>, ) -> Result<MitigationAction>

Select optimal mitigation strategy using RL agent

pub fn apply_traditional_mitigation( &self, strategy: MitigationAction, measurements: &Array1<f64>, _circuit: &InterfaceCircuit, ) -> Result<f64>

Apply traditional mitigation methods

pub fn apply_activation(&self, x: f64, activation: ActivationFunction) -> f64

Apply activation function

pub fn forward_pass( &self, model: &DeepMitigationNetwork, input: &Array1<f64>, ) -> Result<Array1<f64>>

Public wrapper for forward pass (for testing)