import stormpy import stormpy.core import stormpy.simulator import stormpy.shields import stormpy.logic import stormpy.examples import stormpy.examples.files from abc import ABC import os class ShieldHandler(ABC): def __init__(self) -> None: pass def create_shield(self, **kwargs): pass class MiniGridShieldHandler(ShieldHandler): def __init__(self, grid_file, grid_to_prism_path, prism_path, formula) -> None: self.grid_file = grid_file self.grid_to_prism_path = grid_to_prism_path self.prism_path = prism_path self.formula = formula def __export_grid_to_text(self, env): f = open(self.grid_file, "w") f.write(env.printGrid(init=True)) f.close() def __create_prism(self): os.system(F"{self.grid_to_prism_path} -v 'agent' -i {self.grid_file} -o {self.prism_path}") f = open(self.prism_path, "a") f.write("label \"AgentIsInLava\" = AgentIsInLava;") f.close() def __create_shield_dict(self): program = stormpy.parse_prism_program(self.prism_path) shield_specification = stormpy.logic.ShieldExpression(stormpy.logic.ShieldingType.PRE_SAFETY, stormpy.logic.ShieldComparison.RELATIVE, 0.1) formulas = stormpy.parse_properties_for_prism_program(self.formula, program) options = stormpy.BuilderOptions([p.raw_formula for p in formulas]) options.set_build_state_valuations(True) options.set_build_choice_labels(True) options.set_build_all_labels() model = stormpy.build_sparse_model_with_options(program, options) result = stormpy.model_checking(model, formulas[0], extract_scheduler=True, shield_expression=shield_specification) assert result.has_scheduler assert result.has_shield shield = result.shield action_dictionary = {} shield_scheduler = shield.construct() for stateID in model.states: choice = shield_scheduler.get_choice(stateID) choices = choice.choice_map state_valuation = model.state_valuations.get_string(stateID) actions_to_be_executed = [(choice[1] ,model.choice_labeling.get_labels_of_choice(model.get_choice_index(stateID, choice[1]))) for choice in choices] action_dictionary[state_valuation] = actions_to_be_executed stormpy.shields.export_shield(model, shield, "Grid.shield") return action_dictionary def create_shield(self, **kwargs): env = kwargs["env"] self.__export_grid_to_text(env) self.__create_prism() return self.__create_shield_dict()