def variable_lanes_exp_setup(sim_params=None,
                             vehicles=None,
                             env_params=None,
                             net_params=None,
                             initial_config=None,
                             traffic_lights=None):
    """
    Create an environment and network variable-lane ring road.

    Each edge in this network can have a different number of lanes. Used for
    test purposes.

    Parameters
    ----------
    sim_params : flow.core.params.SumoParams
        sumo-related configuration parameters, defaults to a time step of 0.1s
        and no sumo-imposed failsafe on human or rl vehicles
    vehicles : Vehicles type
        vehicles to be placed in the network, default is one vehicles with an
        IDM acceleration controller and ContinuousRouter routing controller.
    env_params : flow.core.params.EnvParams
        environment-specific parameters, defaults to a environment with no
        failsafes, where other parameters do not matter for non-rl runs
    net_params : flow.core.params.NetParams
        network-specific configuration parameters, defaults to a figure eight
        with a 30 m radius
    initial_config : flow.core.params.InitialConfig
        specifies starting positions of vehicles, defaults to evenly
        distributed vehicles across the length of the network
    traffic_lights: flow.core.params.TrafficLightParams
        traffic light signals, defaults to no traffic lights in the network
    """
    logging.basicConfig(level=logging.WARNING)

    if sim_params is None:
        # set default sim_params configuration
        sim_params = SumoParams(sim_step=0.1, render=False)

    if vehicles is None:
        # set default vehicles configuration
        vehicles = VehicleParams()
        vehicles.add(veh_id="idm",
                     acceleration_controller=(IDMController, {}),
                     car_following_params=SumoCarFollowingParams(
                         speed_mode="aggressive", ),
                     routing_controller=(ContinuousRouter, {}),
                     num_vehicles=1)

    if env_params is None:
        # set default env_params configuration
        additional_env_params = {
            "target_velocity": 8,
            "max_accel": 1,
            "max_decel": 1,
            "sort_vehicles": False
        }
        env_params = EnvParams(additional_params=additional_env_params)

    if net_params is None:
        # set default net_params configuration
        additional_net_params = {
            "length": 230,
            "lanes": 1,
            "speed_limit": 30,
            "resolution": 40
        }
        net_params = NetParams(additional_params=additional_net_params)

    if initial_config is None:
        # set default initial_config configuration
        initial_config = InitialConfig()

    if traffic_lights is None:
        # set default to no traffic lights
        traffic_lights = TrafficLightParams()

    flow_params = dict(
        # name of the experiment
        exp_tag="VariableLaneRingRoadTest",

        # name of the flow environment the experiment is running on
        env_name=AccelEnv,

        # name of the network class the experiment is running on
        network=VariableLanesNetwork,

        # simulator that is used by the experiment
        simulator='traci',

        # sumo-related parameters (see flow.core.params.SumoParams)
        sim=sim_params,

        # environment related parameters (see flow.core.params.EnvParams)
        env=env_params,
        # network-related parameters (see flow.core.params.NetParams and the
        # network's documentation or ADDITIONAL_NET_PARAMS component)
        net=net_params,

        # vehicles to be placed in the network at the start of a rollout (see
        # flow.core.params.VehicleParams)
        veh=vehicles,

        # parameters specifying the positioning of vehicles upon initialization/
        # reset (see flow.core.params.InitialConfig)
        initial=initial_config,

        # traffic lights to be introduced to specific nodes (see
        # flow.core.params.TrafficLightParams)
        tls=traffic_lights,
    )

    # create the network
    network = VariableLanesNetwork(name="VariableLaneRingRoadTest",
                                   vehicles=vehicles,
                                   net_params=net_params,
                                   initial_config=initial_config,
                                   traffic_lights=traffic_lights)

    # create the environment
    env = AccelEnv(env_params=env_params,
                   sim_params=sim_params,
                   network=network)

    # reset the environment
    env.reset()

    return env, network, flow_params
Exemple #2
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def ring_road_exp_setup(sim_params=None,
                        vehicles=None,
                        env_params=None,
                        net_params=None,
                        initial_config=None,
                        traffic_lights=None):
    """
    Create an environment and network pair for ring road test experiments.

    Parameters
    ----------
    sim_params : flow.core.params.SumoParams
        sumo-related configuration parameters, defaults to a time step of 0.1s
        and no sumo-imposed failsafe on human or rl vehicles
    vehicles : Vehicles type
        vehicles to be placed in the network, default is one vehicles with an
        IDM acceleration controller and ContinuousRouter routing controller.
    env_params : flow.core.params.EnvParams
        environment-specific parameters, defaults to a environment with no
        failsafes, where other parameters do not matter for non-rl runs
    net_params : flow.core.params.NetParams
        network-specific configuration parameters, defaults to a single lane
        ring road of length 230 m
    initial_config : flow.core.params.InitialConfig
        specifies starting positions of vehicles, defaults to evenly
        distributed vehicles across the length of the network
    traffic_lights : flow.core.params.TrafficLightParams
        traffic light signals, defaults to no traffic lights in the network
    """
    logging.basicConfig(level=logging.WARNING)

    if sim_params is None:
        # set default sim_params configuration
        sim_params = SumoParams(sim_step=0.1, render=False)

    if vehicles is None:
        # set default vehicles configuration
        vehicles = VehicleParams()
        vehicles.add(veh_id="idm",
                     acceleration_controller=(IDMController, {}),
                     routing_controller=(ContinuousRouter, {}),
                     car_following_params=SumoCarFollowingParams(
                         speed_mode="aggressive", ),
                     num_vehicles=1)

    if env_params is None:
        # set default env_params configuration
        additional_env_params = {
            "target_velocity": 8,
            "max_accel": 1,
            "max_decel": 1,
            "sort_vehicles": False,
        }
        env_params = EnvParams(additional_params=additional_env_params)

    if net_params is None:
        # set default net_params configuration
        additional_net_params = {
            "length": 230,
            "lanes": 1,
            "speed_limit": 30,
            "resolution": 40
        }
        net_params = NetParams(additional_params=additional_net_params)

    if initial_config is None:
        # set default initial_config configuration
        initial_config = InitialConfig(lanes_distribution=1)

    if traffic_lights is None:
        # set default to no traffic lights
        traffic_lights = TrafficLightParams()

    # create the network
    network = RingNetwork(name="RingRoadTest",
                          vehicles=vehicles,
                          net_params=net_params,
                          initial_config=initial_config,
                          traffic_lights=traffic_lights)

    # create the environment
    env = AccelEnv(env_params=env_params,
                   sim_params=sim_params,
                   network=network)

    # reset the environment
    env.reset()

    return env, network