possible_directions = pb.get_possible_move_directions()
for choice in network_output:
if directions[choice] in possible_directions:
pb.move_and_add_random_tile(directions[choice])
break
"""
for i in range(50):
pb = PowerBoard((4, 4))
pb.add_random_tile()
while True:
if pb.is_game_over():
pb.print_to_console()
random_best_tiles.append(max(pb.get_board()))
break
possible_directions = pb.get_possible_move_directions()
pb.move_and_add_random_tile(random.choice(possible_directions))
print(ann_best_tiles)
ann_mean = statistics.mean(ann_best_tiles)
print("Mean best tile for ANN:", ann_mean)
print(random_best_tiles)
random_mean = statistics.mean(random_best_tiles)
print("Mean best tile for random:", random_mean)
print("Welch test score: ",
ai2048demo.welch(random_best_tiles, ann_best_tiles))
with open("play2048log.txt", "a") as logfile:
timestamp = dt.fromtimestamp(start_time)
readable_timestamp = timestamp.strftime('%Y-%m-%d %H:%M:%S')
logfile.write("\n\nTest started at " + readable_timestamp)
possible_directions = pb.get_possible_move_directions()
for choice in network_output:
if directions[choice] in possible_directions:
pb.move_and_add_random_tile(directions[choice])
break
"""
for i in range(50):
pb = PowerBoard((4, 4))
pb.add_random_tile()
while True:
if pb.is_game_over():
pb.print_to_console()
random_best_tiles.append(max(pb.get_board()))
break
possible_directions = pb.get_possible_move_directions()
pb.move_and_add_random_tile(random.choice(possible_directions))
print(ann_best_tiles)
ann_mean = statistics.mean(ann_best_tiles)
print("Mean best tile for ANN:", ann_mean)
print(random_best_tiles)
random_mean = statistics.mean(random_best_tiles)
print("Mean best tile for random:", random_mean)
print("Welch test score: ", ai2048demo.welch(random_best_tiles, ann_best_tiles))
with open("play2048log.txt", "a") as logfile:
timestamp = dt.fromtimestamp(start_time)
readable_timestamp = timestamp.strftime('%Y-%m-%d %H:%M:%S')
logfile.write("\n\nTest started at " + readable_timestamp)
logfile.write("\nHidden layer topology: " + str(hidden_layer_topology))
