"""Mitigation subpackage: Zero-Noise Extrapolation (zne) and the predictive-healing primitives (healing) it composes, plus density-matrix diagnostics validated in Dense-Evolution-Discovery: the sandwiched quantum Renyi divergence (renyi), magic entropy (magic_entropy), and a classical-shadows-based estimator for magic entropy from measurement snapshots (magic_entropy_shadows).""" from .zne import ( richardson_extrapolate, zero_noise_extrapolation, polynomial_extrapolate, project_to_physical, uhlmann_fidelity, zne_density_matrix, jsd_predictive_zne_density_matrix, richardson_extrapolate_jit, zero_noise_extrapolation_jit, polynomial_extrapolate_jit, uhlmann_fidelity_jit, zne_density_matrix_jit, ) from .healing import ( calculate_advanced_sigma, calculate_phi_ab, calculate_vettore_dinamico, calculate_vettore_statico, calculate_delta_preemp, evaluate_phi_trigger, calculate_jax_reflection, MemoryReflectionEngine, GLOBAL_CONSTANTS, ) from .renyi import sandwiched_renyi_divergence, sandwiched_renyi_divergence_jit from .magic_entropy import magic_entropy, magic_entropy_jit from .magic_entropy_shadows import ( sample_classical_shadow, magic_entropy_from_shadows, approx_shadow_std, fit_shadow_sample_complexity, ) __all__ = [ "richardson_extrapolate", "zero_noise_extrapolation", "polynomial_extrapolate", "project_to_physical", "uhlmann_fidelity", "zne_density_matrix", "jsd_predictive_zne_density_matrix", "richardson_extrapolate_jit", "zero_noise_extrapolation_jit", "polynomial_extrapolate_jit", "uhlmann_fidelity_jit", "zne_density_matrix_jit", "calculate_advanced_sigma", "calculate_phi_ab", "calculate_vettore_dinamico", "calculate_vettore_statico", "calculate_delta_preemp", "evaluate_phi_trigger", "calculate_jax_reflection", "MemoryReflectionEngine", "GLOBAL_CONSTANTS", "sandwiched_renyi_divergence", "sandwiched_renyi_divergence_jit", "magic_entropy", "magic_entropy_jit", "sample_classical_shadow", "magic_entropy_from_shadows", "approx_shadow_std", "fit_shadow_sample_complexity", ]