def __init__(self, make_video=False, replay=False, live_preview=False):
self._actions = self.ACTIONS
self.ROWS, self.COLS = s.ROWS, s.COLS
self._live_preview = False
args = namedtuple("args", [
"no_gui", "fps", "log_dir", "turn_based", "update_interval",
"save_replay", "replay", "make_video", "continue_without_training"
])
args.continue_without_training = False
args.save_replay = False
args.log_dir = "agent_code/koetherminator"
if make_video: # not working yet!
args.no_gui = False
args.make_video = True # obviously gotta change to True if ffmpeg issue is fixed
args.fps = 15
args.update_interval = 0.1
args.turn_based = False
elif live_preview:
self._live_preview = True
args.no_gui = False
args.make_video = False
args.fps = 15
args.update_interval = 1
args.turn_based = False
else:
args.no_gui = True
args.make_video = False
if replay:
args.save_replay = True
# agents = [("user_agent", True)] + [("rule_based_agent", False)] * (s.MAX_AGENTS-1)
agents = [("user_agent", True)
] + [("peaceful_agent", False)] * (s.MAX_AGENTS - 1)
if not args.no_gui:
pygame.init()
self._world = BombeRLeWorld(args, agents)
self._agent = self._world.agents[0]
rb_agent_cfg = {"color": "blue", "name": "rule_based_agent"}
rb_agent_backend = SequentialAgentBackend(False, rb_agent_cfg['name'],
rb_agent_cfg['name'])
rb_agent_backend.start()
self._rb_agent = Agent(rb_agent_cfg['color'],
rb_agent_cfg['name'],
rb_agent_cfg['name'],
train=False,
backend=rb_agent_backend)
def main(argv = None):
parser = ArgumentParser()
subparsers = parser.add_subparsers(dest='command_name', required=True)
# Run arguments
play_parser = subparsers.add_parser("play")
agent_group = play_parser.add_mutually_exclusive_group()
agent_group.add_argument("--my-agent", type=str, help="Play agent of name ... against three rule_based_agents")
agent_group.add_argument("--agents", type=str, nargs="+", default=["rule_based_agent"] * s.MAX_AGENTS, help="Explicitly set the agent names in the game")
play_parser.add_argument("--train", default=0, type=int, choices=[0, 1, 2, 3, 4],
help="First … agents should be set to training mode")
play_parser.add_argument("--continue-without-training", default=False, action="store_true")
# play_parser.add_argument("--single-process", default=False, action="store_true")
play_parser.add_argument("--n-rounds", type=int, default=10, help="How many rounds to play")
play_parser.add_argument("--save-replay", const=True, default=False, action='store', nargs='?', help='Store the game as .pt for a replay')
play_parser.add_argument("--no-gui", default=False, action="store_true", help="Deactivate the user interface and play as fast as possible.")
# Replay arguments
replay_parser = subparsers.add_parser("replay")
replay_parser.add_argument("replay", help="File to load replay from")
# Interaction
for sub in [play_parser, replay_parser]:
sub.add_argument("--fps", type=int, default=15, help="FPS of the GUI (does not change game)")
sub.add_argument("--turn-based", default=False, action="store_true",
help="Wait for key press until next movement")
sub.add_argument("--update-interval", type=float, default=0.1,
help="How often agents take steps (ignored without GUI)")
sub.add_argument("--log_dir", type=str, default=os.path.dirname(os.path.abspath(__file__)) + "/logs")
# Video?
sub.add_argument("--make-video", default=False, action="store_true",
help="Make a video from the game")
args = parser.parse_args(argv)
if args.command_name == "replay":
args.no_gui = False
args.n_rounds = 1
has_gui = not args.no_gui
if has_gui:
if not LOADED_PYGAME:
raise ValueError("pygame could not loaded, cannot run with GUI")
pygame.init()
# Initialize environment and agents
if args.command_name == "play":
agents = []
if args.train == 0 and not args.continue_without_training:
args.continue_without_training = True
if args.my_agent:
agents.append((args.my_agent, len(agents) < args.train))
args.agents = ["rule_based_agent"] * (s.MAX_AGENTS - 1)
for agent_name in args.agents:
agents.append((agent_name, len(agents) < args.train))
world = BombeRLeWorld(args, agents)
elif args.command_name == "replay":
world = ReplayWorld(args)
else:
raise ValueError(f"Unknown command {args.command_name}")
# Emulate Windows process spawning behaviour under Unix (for testing)
# mp.set_start_method('spawn')
user_inputs = []
# Start game logic thread
t = threading.Thread(target=game_logic, args=(world, user_inputs, args), name="Game Logic")
t.daemon = True
t.start()
# Run one or more games
for _ in tqdm(range(args.n_rounds)):
if not world.running:
world.ready_for_restart_flag.wait()
world.ready_for_restart_flag.clear()
world.new_round()
# First render
if has_gui:
world.render()
pygame.display.flip()
round_finished = False
last_frame = time()
user_inputs.clear()
# Main game loop
while not round_finished:
if has_gui:
# Grab GUI events
for event in pygame.event.get():
if event.type == pygame.QUIT:
if world.running:
world.end_round()
world.end()
return
elif event.type == pygame.KEYDOWN:
key_pressed = event.key
if key_pressed in (pygame.K_q, pygame.K_ESCAPE):
world.end_round()
if not world.running:
round_finished = True
# Convert keyboard input into actions
if s.INPUT_MAP.get(key_pressed):
if args.turn_based:
user_inputs.clear()
user_inputs.append(s.INPUT_MAP.get(key_pressed))
# Render only once in a while
if time() - last_frame >= 1 / args.fps:
world.render()
pygame.display.flip()
last_frame = time()
else:
sleep_time = 1 / args.fps - (time() - last_frame)
if sleep_time > 0:
sleep(sleep_time)
elif not world.running:
round_finished = True
else:
# Non-gui mode, check for round end in 1ms
sleep(0.001)
world.end()
def main():
pygame.init()
# Emulate Windows process spawning behaviour under Unix (for testing)
# mp.set_start_method('spawn')
# Initialize environment and agents
world = BombeRLeWorld([('TheImitator', False), ('simple_agent', False),
('simple_agent', False), ('simple_agent', False)])
# world = ReplayWorld('Replay 2019-01-30 16:57:42')
user_inputs = []
# Start game logic thread
t = threading.Thread(target=game_logic, args=(world, user_inputs))
t.daemon = True
t.start()
# Run one or more games
for i in range(s.n_rounds):
if not world.running:
world.ready_for_restart_flag.wait()
world.ready_for_restart_flag.clear()
world.new_round()
# First render
if s.gui:
world.render()
pygame.display.flip()
round_finished = False
last_update = time()
last_frame = time()
user_inputs.clear()
# Main game loop
while not round_finished:
# Grab events
key_pressed = None
for event in pygame.event.get():
if event.type == QUIT:
world.end_round()
world.end()
return
elif event.type == KEYDOWN:
key_pressed = event.key
if key_pressed in (K_q, K_ESCAPE):
world.end_round()
if not world.running:
round_finished = True
# Convert keyboard input into actions
if s.input_map.get(key_pressed):
if s.turn_based:
user_inputs.clear()
user_inputs.append(s.input_map.get(key_pressed))
if not world.running and not s.gui:
round_finished = True
# Rendering
if s.gui and (time() - last_frame >= 1 / s.fps):
world.render()
pygame.display.flip()
last_frame = time()
else:
sleep_time = 1 / s.fps - (time() - last_frame)
if sleep_time > 0:
sleep(sleep_time)
if not s.gui:
last_frame = time()
world.end()
def main():
pygame.init()
# Emulate Windows process spawning behaviour under Unix (for testing)
# mp.set_start_method('spawn')
agent_list = [('cbt_agent', True), ('simple_agent', False),
('simple_agent', False), ('simple_agent', False)]
# stores the path to the last agent, which is used for the round number and extraction of theta at every 20th round
path = './agent_code/{}/'.format(agent_list[-1][0])
# Initialize environment and agents
world = BombeRLeWorld(agent_list)
# world = ReplayWorld('replay_3')# ('Replay 2019-01-30 16:57:42')
user_inputs = []
# Start game logic thread
t = threading.Thread(target=game_logic, args=(world, user_inputs))
t.daemon = True
t.start()
start_time = time()
print('Start am {2}.{1}.{0}, um {3:02}:{4:02}:{5:02} Uhr.'.format(
*time_.localtime(start_time)))
# Run one or more games
for i in range(s.n_rounds):
if (i % 20 == 0):
print(i)
if not world.running:
world.ready_for_restart_flag.wait()
world.ready_for_restart_flag.clear()
world.new_round()
# First render
if s.gui:
world.render()
pygame.display.flip()
round_finished = False
last_update = time()
last_frame = time()
user_inputs.clear()
# Main game loop
while not round_finished:
# Grab events
key_pressed = None
for event in pygame.event.get():
if event.type == QUIT:
world.end_round()
world.end()
return
elif event.type == KEYDOWN:
key_pressed = event.key
if key_pressed in (K_q, K_ESCAPE):
world.end_round()
if not world.running:
round_finished = True
# Convert keyboard input into actions
if s.input_map.get(key_pressed):
if s.turn_based:
user_inputs.clear()
user_inputs.append(s.input_map.get(key_pressed))
if not world.running and not s.gui:
round_finished = True
# Rendering
if s.gui and (time() - last_frame >= 1 / s.fps):
world.render()
pygame.display.flip()
last_frame = time()
else:
sleep_time = 1 / s.fps - (time() - last_frame)
if sleep_time > 0:
sleep(sleep_time)
if not s.gui:
last_frame = time()
world.end()
end_time = time()
print('Ende am {2}.{1}.{0}, um {3:02}:{4:02}:{5:02} Uhr.'.format(
*time_.localtime(end_time)))
print('Duration =', end_time - start_time, 's =',
(end_time - start_time) / 60, 'min')
class BombermanGame:
ACTIONS = ['UP', 'DOWN', 'LEFT', 'RIGHT', 'WAIT', 'BOMB']
def __init__(self, make_video=False, replay=False, live_preview=False):
self._actions = self.ACTIONS
self.ROWS, self.COLS = s.ROWS, s.COLS
self._live_preview = False
args = namedtuple("args", [
"no_gui", "fps", "log_dir", "turn_based", "update_interval",
"save_replay", "replay", "make_video", "continue_without_training"
])
args.continue_without_training = False
args.save_replay = False
args.log_dir = "agent_code/koetherminator"
if make_video: # not working yet!
args.no_gui = False
args.make_video = True # obviously gotta change to True if ffmpeg issue is fixed
args.fps = 15
args.update_interval = 0.1
args.turn_based = False
elif live_preview:
self._live_preview = True
args.no_gui = False
args.make_video = False
args.fps = 15
args.update_interval = 1
args.turn_based = False
else:
args.no_gui = True
args.make_video = False
if replay:
args.save_replay = True
# agents = [("user_agent", True)] + [("rule_based_agent", False)] * (s.MAX_AGENTS-1)
agents = [("user_agent", True)
] + [("peaceful_agent", False)] * (s.MAX_AGENTS - 1)
if not args.no_gui:
pygame.init()
self._world = BombeRLeWorld(args, agents)
self._agent = self._world.agents[0]
rb_agent_cfg = {"color": "blue", "name": "rule_based_agent"}
rb_agent_backend = SequentialAgentBackend(False, rb_agent_cfg['name'],
rb_agent_cfg['name'])
rb_agent_backend.start()
self._rb_agent = Agent(rb_agent_cfg['color'],
rb_agent_cfg['name'],
rb_agent_cfg['name'],
train=False,
backend=rb_agent_backend)
def actions(self):
"""
getter for available actions in the Bomberman Game
Returns: private list containing the possible actions
"""
return self._actions
def make_action(self, agent_action: str):
"""
Args:
agent_action: action to be taken.
Returns:
reward: reward resulting from the action that has been taken.
"""
self._world.do_step(agent_action)
events = self._agent.events
reward = self.reward(events)
if self._live_preview:
self._world.render()
self._world.gui.render_text(f"ACTION: {agent_action}", 800, 490,
(255, 255, 255))
self._world.gui.render_text(f"REWARD: {reward}", 800, 520,
(50, 255, 50) if reward > 0 else
(255, 50, 50))
pygame.display.flip()
sleep(0.03)
return np.array(reward, dtype=np.float32)
def get_world_state(self):
return self._world.get_state_for_agent(self._agent)
def get_observation(self):
return self.get_observation_from_state(self.get_world_state())
@staticmethod
def reward(events: List[str]) -> float:
"""
*This is not a required function, but an idea to structure your code.*
Here you can modify the rewards your agent get so as to en/discourage
certain behavior.
"""
game_rewards = {
e.COIN_COLLECTED: 1,
e.KILLED_OPPONENT: 5,
# positive auxiliary rewards
e.BOMB_DROPPED: 0.001,
#e.COIN_FOUND: 0.01,
# e.SURVIVED_ROUND: 0.5,
e.CRATE_DESTROYED: 0.1,
e.MOVED_LEFT: 0.001,
e.MOVED_RIGHT: 0.001,
e.MOVED_UP: 0.001,
e.MOVED_DOWN: 0.001,
# negative auxiliary rewards
e.INVALID_ACTION: -0.002,
e.WAITED: -0.002,
e.GOT_KILLED: -1,
e.KILLED_SELF: -1
}
reward_sum = 0
for event in events:
if event in game_rewards:
reward_sum += game_rewards[event]
return reward_sum
@classmethod
def get_observation_from_state(cls, state):
"""
Build a tensor of the observed board state for the agent.
Layers:
0: field with walls and crates
1: revealed coins
2: bombs
3: agents (self and others)
Returns: observation tensor
"""
cols, rows = state['field'].shape[0], state['field'].shape[1]
observation = np.zeros([rows, cols, 1], dtype=np.float32)
# write field with crates
observation[:, :, 0] = state['field']
# write revealed coins
if state['coins']:
coins_x, coins_y = zip(*state['coins'])
observation[list(coins_y), list(coins_x), 0] = 2 # revealed coins
# write ticking bombs
if state['bombs']:
bombs_xy, bombs_t = zip(*state['bombs'])
bombs_x, bombs_y = zip(*bombs_xy)
observation[list(bombs_y), list(bombs_x), 0] = -2 # list(bombs_t)
"""
bombs_xy = [xy for (xy, t) in state['bombs']]
bombs_t = [t for (xy, t) in state['bombs']]
bombs_x, bombs_y = [x for x, y in bombs_xy], [y for x, y in bombs_xy]
observation[2, bombs_x, bombs_y] = bombs_t or 0
"""
# write agents
if state['self']: # let's hope there is...
_, _, _, (self_x, self_y) = state['self']
observation[self_y, self_x, 0] = 3
if state['others']:
_, _, _, others_xy = zip(*state['others'])
others_x, others_y = zip(*others_xy)
observation[others_y, others_x, 0] = -3
return observation
def new_episode(self):
# todo: End the world/game properly
# if self._world.time_to_stop():
# self._world.end_round()
# self._world.new_round()
# if self._world.running:
# self._world.end_round()
# self._world.end()
if self._world.running:
self._world.end_round()
if not self._world.running:
self._world.ready_for_restart_flag.wait()
self._world.ready_for_restart_flag.clear()
self._world.new_round()
def is_episode_finished(self):
return self._world.time_to_stop()
def set_user_input(self, new_user_input):
self._world.user_input = new_user_input
def main():
pygame.init()
# Emulate Windows process spawning behaviour under Unix (for testing)
# mp.set_start_method('spawn')
# Initialize environment and agents
world = BombeRLeWorld([('simple_agent', False), ('simple_agent', False),
('simple_agent', False), ('simple_agent', False)])
# world = ReplayWorld('Replay 2019-01-30 16:57:42')
user_inputs = []
# Start game logic thread
t = threading.Thread(target=game_logic, args=(world, user_inputs))
t.daemon = True
t.start()
# Save agents at the beginning
# agents = world.agents
# Run one or more games
for i in range(s.n_rounds):
# if i % 2==0:
# Variable crate density
# world.set_crate_density(0)
# To only use our agent
# # for agent in agents:
# # if agent.name == "Nobel":
# # world.change_agents([agent])
# else:
# Variable crate density
# world.set_crate_density(0.75)
# To again use all of them
# # world.change_agents(agents)
if not world.running:
world.ready_for_restart_flag.wait()
world.ready_for_restart_flag.clear()
world.new_round()
# First render
if s.gui:
world.render()
pygame.display.flip()
round_finished = False
last_update = time()
last_frame = time()
user_inputs.clear()
# Main game loop
while not round_finished:
# Grab events
key_pressed = None
for event in pygame.event.get():
if event.type == QUIT:
world.end_round()
world.end()
return
elif event.type == KEYDOWN:
key_pressed = event.key
if key_pressed in (K_q, K_ESCAPE):
world.end_round()
if not world.running:
round_finished = True
# Convert keyboard input into actions
if s.input_map.get(key_pressed):
if s.turn_based:
user_inputs.clear()
user_inputs.append(s.input_map.get(key_pressed))
if not world.running and not s.gui:
round_finished = True
# Rendering
if s.gui and (time() - last_frame >= 1 / s.fps):
world.render()
pygame.display.flip()
last_frame = time()
else:
sleep_time = 1 / s.fps - (time() - last_frame)
if sleep_time > 0:
sleep(sleep_time)
if not s.gui:
last_frame = time()
# Prints the round counter and the total score for each agent
# score=[]
# for a in world.agents:
# score += [a.total_score]
# print("Round: "+str(i+1)+", Scores: "+str(score))
world.end()