Module advanced_generators 

Advanced synthetic data generators

This module provides sophisticated synthetic data generation capabilities for complex scenarios including adversarial examples, anomaly detection, multi-task learning, and domain adaptation.

Structs

AdvancedGenerator

Advanced data generator

AdversarialConfig

Configuration for adversarial example generation

AnomalyConfig

Configuration for anomaly detection datasets

ContinualLearningDataset

Continual learning dataset

DomainAdaptationConfig

Configuration for domain adaptation datasets

DomainAdaptationDataset

Domain adaptation dataset container

DomainShift

Domain shift types

FewShotDataset

Few-shot learning dataset

FewShotEpisode

Few-shot learning episode

MultiTaskConfig

Configuration for multi-task learning datasets

MultiTaskDataset

Multi-task learning dataset container

Enums

AnomalyType

Types of anomalies

AttackMethod

Adversarial attack methods

TaskType

Task types for multi-task learning

Functions

make_adversarial_examples

Convenience functions for advanced data generation

make_anomaly_dataset

Generate anomaly detection dataset

make_continual_learning_dataset

Generate continual learning dataset

make_domain_adaptation_dataset

Generate domain adaptation dataset

make_few_shot_dataset

Generate few-shot learning dataset

make_multitask_dataset

Generate multi-task learning dataset