Struct AdvancedGenerator 

pub struct AdvancedGenerator { /* private fields */ }

Advanced data generator

Implementations

impl AdvancedGenerator

pub fn new(_random_state: Option<u64>) -> Self

Create a new advanced generator

pub fn make_adversarial_examples( &self, base_dataset: &Dataset, config: AdversarialConfig, ) -> Result<Dataset>

Generate adversarial examples

pub fn make_anomaly_dataset( &self, n_samples: usize, n_features: usize, config: AnomalyConfig, ) -> Result<Dataset>

Generate anomaly detection dataset

pub fn make_multitask_dataset( &self, n_samples: usize, config: MultiTaskConfig, ) -> Result<MultiTaskDataset>

Generate multi-task learning dataset

pub fn make_domain_adaptation_dataset( &self, n_samples_per_domain: usize, n_features: usize, n_classes: usize, config: DomainAdaptationConfig, ) -> Result<DomainAdaptationDataset>

Generate domain adaptation dataset

pub fn make_few_shot_dataset( &self, n_way: usize, k_shot: usize, n_query: usize, n_episodes: usize, n_features: usize, ) -> Result<FewShotDataset>

Generate few-shot learning dataset

pub fn make_continual_learning_dataset( &self, n_tasks: usize, n_samples_per_task: usize, n_features: usize, n_classes: usize, concept_drift_strength: f64, ) -> Result<ContinualLearningDataset>

Generate continual learning dataset with concept drift