osmose.calibration

OSMOSE calibration module — optimization, surrogate modelling, and sensitivity analysis.

Modules

checkpoint	Calibration checkpoint module — atomic on-disk progress snapshots.
cmaes_runner	Covariance Matrix Adaptation Evolution Strategy (CMA-ES) wrapper.
configure	Auto-detect calibratable parameters from OSMOSE configuration.
history	Calibration run persistence — save/load/list/delete JSON run files.
larva_recal	SP1b — mean-neutral recalibration of cod larval mortality for the SP1 spatial term.
losses	Composable banded loss objectives for OSMOSE calibration.
multiphase	Multi-phase sequential calibration for OSMOSE.
multiseed	Multi-seed validation and candidate re-ranking for OSMOSE calibration.
objectives	Objective functions for OSMOSE calibration.
pareto	Pareto-front solution selection helpers for the calibration UI.
preflight	Pre-flight sensitivity analysis for OSMOSE calibration.
problem	OSMOSE calibration as a pymoo optimization problem.
sensitivity	Sobol sensitivity analysis for OSMOSE parameters.
sobol_io	Persisted Sobol sensitivity artifacts: save/load/list + pure view helpers.
surrogate	Gaussian Process surrogate model for fast OSMOSE calibration.
surrogate_de	GP surrogate-assisted differential evolution.
targets	ICES biomass target data model and CSV loader.