import stormpy import stormpy.core import stormpy.examples import stormpy.examples.files def example_exploration_02(): """ Example to exploration of POMDPs. :return: """ program = stormpy.parse_prism_program(stormpy.examples.files.prism_pomdp_maze) prop = "R=? [F \"goal\"]" properties = stormpy.parse_properties(prop, program) model = stormpy.build_model(program, properties) print(model.model_type) # Internally, POMDPs are just MDPs with additional observation information. # Thus, data structure exploration for MDPs can be applied as before. initial_state = model.initial_states[0] for state in model.states: if state.id in model.initial_states: print(state) for action in state.actions: for transition in action.transitions: print("From state {} by action {}, with probability {}, go to state {}".format(state, action, transition.value(), transition.column)) print(model.nr_observations) for state in model.states: print("State {} has observation id {}".format(state.id, model.observations[state.id])) if __name__ == '__main__': example_exploration_02()