Level Based Foraging

These policies are for the Level Based Foraging environment. Read environment page for detailed information about the environment.

Generic

These policies can be used for any version of this environment.

env = posggym.make("LevelBasedForaging-v3")

Policy	ID	Valid Agent IDs	Description
H1	LevelBasedForaging-v3/H1-v0	All	H1 always goes to the closest observed food, irrespective of the foods level.
H2	LevelBasedForaging-v3/H2-v0	All	H2 goes towards the visible food closest to the centre of visible players, irrespective of food level.
H3	LevelBasedForaging-v3/H3-v0	All	H3 goes towards the closest visible food with a compatible level.
H4	LevelBasedForaging-v3/H4-v0	All	H4 selects and goes towards the visible food that is furthest from the center of visible players and that is compatible with the agents level.
H5	LevelBasedForaging-v3/H5-v0	All	H5 targets a random visible food whose level is compatible with all visible agents.

num_agents=2-size=10-static_layout=False

env = posggym.make(
    "LevelBasedForaging-v3",
    num_agents=2,
    max_agent_level=3,
    size=10,
    max_food=8,
    sight=2,
    force_coop=False,
    static_layout=False,
    observation_mode="tuple"
)

Policy	ID	Valid Agent IDs	Description
RL1	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=False/RL1-v0	All	Deep RL policy trained using PPO and self-play.
RL2	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=False/RL2-v0	All	Deep RL policy trained using PPO and self-play.
RL3	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=False/RL3-v0	All	Deep RL policy trained using PPO and self-play.
RL4	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=False/RL4-v0	All	Deep RL policy trained using PPO and self-play.
RL5	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=False/RL5-v0	All	Deep RL policy trained using PPO and self-play.

num_agents=2-size=10-static_layout=True

env = posggym.make(
    "LevelBasedForaging-v3",
    num_agents=2,
    max_agent_level=3,
    size=10,
    max_food=8,
    sight=2,
    force_coop=False,
    static_layout=True,
    observation_mode="tuple"
)

Policy	ID	Valid Agent IDs	Description
RL1	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL1-v0	All	Deep RL policy trained using PPO and self-play.
RL2	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL2-v0	All	Deep RL policy trained using PPO and self-play.
RL3	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL3-v0	All	Deep RL policy trained using PPO and self-play.
RL4	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL4-v0	All	Deep RL policy trained using PPO and self-play.
RL5	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL5-v0	All	Deep RL policy trained using PPO and self-play.
RL6	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL6-v0	All	Deep RL policy trained using PPO and self-play.
RL7	LevelBasedForaging-v3/num_agents=2-size=10-static_layout=True/RL7-v0	All	Deep RL policy trained using PPO and self-play.