# MIPLearn: Extensible Framework for Learning-Enhanced Mixed-Integer Optimization # Copyright (C) 2020, UChicago Argonne, LLC. All rights reserved. # Released under the modified BSD license. See COPYING.md for more details. from inspect import isclass from miplearn import BasePyomoSolver, GurobiSolver, GurobiPyomoSolver from miplearn.problems.knapsack import KnapsackInstance, GurobiKnapsackInstance from miplearn.solvers.pyomo.xpress import XpressPyomoSolver def _get_instance(solver): def _is_subclass_or_instance(solver, parentClass): return isinstance(solver, parentClass) or ( isclass(solver) and issubclass(solver, parentClass) ) if _is_subclass_or_instance(solver, BasePyomoSolver): return KnapsackInstance( weights=[23.0, 26.0, 20.0, 18.0], prices=[505.0, 352.0, 458.0, 220.0], capacity=67.0, ) if _is_subclass_or_instance(solver, GurobiSolver): return GurobiKnapsackInstance( weights=[23.0, 26.0, 20.0, 18.0], prices=[505.0, 352.0, 458.0, 220.0], capacity=67.0, ) assert False def _get_internal_solvers(): return [GurobiPyomoSolver, GurobiSolver, XpressPyomoSolver]