def __init__(self):
"""initialize environment and initial solution"""
self.args = asteroids_exp.parse_args()
self.args['visual'] = True
self.env_state, self.window_width, self.window_height = asteroids_exp.init_asteroid_model(
self.args)
self.view = None
# create the initial state
initial_state, window_width, window_height = asteroids_exp.init_asteroid_model(
self.args)
def __init__(self, args):
"""
Initialize environment
Returns
-------
None.
"""
self.args = asteroids_exp.parse_args(args)
self.args['visual'] = True
self.env_state, self.window_width, self.window_height = asteroids_exp.init_asteroid_model(self.args)
self.view = None
def __init__(self):
"""initialize environment and intial solution"""
self.args = asteroids_exp.parse_args()
self.args['visual'] = True
self.env_state, self.window_width, self.window_height = asteroids_exp.init_asteroid_model(
self.args)
self.view = None
# finish this method (10 points)
"""simulate a solution, return a reward value (10 points) """
"""choose a new random solution, via a local edit of current solution (10 points) """
"""determine whether to move to new state or remain in same place (10 points) """
def __init__(self, args):
"""
Initialize environment and intial solution
Returns
-------
None.
"""
self.args = asteroids_exp.parse_args(args)
self.args['visual'] = True
self.env_state, self.window_width, self.window_height = asteroids_exp.init_asteroid_model(self.args)
self.view = None
self.solution = []
self.init_state = [('s', 0), ('d', self.window_width)]
def get_sa_stats():
"""
Get the statistics for simulated annealing algorithm run
Returns
-------
sa_fuel : List
Fuel left for each game.
sa_game_time : List
Game run time for each game.
sa_sys_time : List
System run time for each game.
"""
sa_fuel = []
sa_game_time = []
sa_sys_time = []
for i in range(25):
print("Game #" + str(i) + ": ", end='')
#for j in range(5):
SA = asteroids_sa.SA_Agent(line_args.format(i))
start = time.time()
SA_path = SA.run()
end = time.time()
args = asteroids_exp.parse_args(line_args.format(i))
game_time, fuel_left = asteroids_exp.check_soln(SA_path, args)
# if not np.isnan(fuel_left) or i == 9:
# break
if not np.isnan(fuel_left):
print("success")
else:
print("failure")
sa_fuel.append(fuel_left)
sa_game_time.append(game_time)
sa_sys_time.append(round(end - start, 4))
return sa_fuel, sa_game_time, sa_sys_time
def get_tree_stats():
"""
Get the statistics for tree search algorithm run
Returns
-------
tree_fuel : List
Fuel left for each game.
tree_game_time : List
Game run time for each game.
tree_sys_time : List
System run time for each game.
"""
tree_fuel = []
tree_game_time = []
tree_sys_time = []
for i in range(25):
print("Game #" + str(i) + ": ", end='')
#for j in range(5):
tree = asteroids_tree.Search_Agent(line_args.format(i))
start = time.time()
tree_path = tree.run()
end = time.time()
args = asteroids_exp.parse_args(line_args.format(i))
game_time, fuel_left = asteroids_exp.check_soln(tree_path, args)
# if not np.isnan(fuel_left) or i == 9:
# break
if not np.isnan(fuel_left):
print("success")
else:
print("failure")
tree_fuel.append(fuel_left)
tree_game_time.append(game_time)
run_time = end - start
tree_sys_time.append(round(run_time, 4))
return tree_fuel, tree_game_time, tree_sys_time
def get_ga_stats():
"""
Get the statistics for genetic algorithm run
Returns
-------
ga_fuel : List
Fuel left for each game.
ga_game_time : List
Game run time for each game.
ga_sys_time : List
System run time for each game.
"""
ga_fuel = []
ga_game_time = []
ga_sys_time = []
for i in range(25):
print("Game #" + str(i) + ": ", end='')
#for j in range(5):
GA = asteroids_ga.GA_Agent(line_args.format(i))
start = time.time()
GA_path = GA.run()
end = time.time()
args = asteroids_exp.parse_args(line_args.format(i))
game_time, fuel_left = asteroids_exp.check_soln(GA_path, args)
# if not np.isnan(fuel_left) or i == 9:
# break
if not np.isnan(fuel_left):
print("success")
else:
print("failure")
ga_fuel.append(fuel_left)
ga_game_time.append(game_time)
ga_sys_time.append(round(end - start, 4))
return ga_fuel, ga_game_time, ga_sys_time
def __init__(self, args):
self.args = asteroids_exp.parse_args(args)
self.args['visual'] = True
self.state, self.window_width, self.window_height = asteroids_exp.init_asteroid_model(
self.args)
self.view = None