#bot_2.new_game()
#Play a game
#Make a move until Game ends
#world.new_init(initial_stones = initial_stones)
#while (world.get_winner() == -1):
# if (world.active_player == 1):
# (x, y) = bot_1.get_action(world)
# world.perform_action(x, y)
# bot_1.evaluate_action(world)
# else:
# (x, y) = bot_2.get_action(world)
# world.perform_action(x, y)
# bot_2.evaluate_action(world)
#Evaluate Game
winner[int(world.get_winner())] += 1
if ((counter % log_interval) == log_interval - 1):
print 'W_i min :',bot_RL.mlp.W_i.min(), ' W_i max :', bot_RL.mlp.W_i.max()
print 'W_o min :',bot_RL.mlp.W_o.min(), ' W_o max :', bot_RL.mlp.W_o.max()
if (draw_graph == True):
win[0].append(winner[0])
win[1].append(winner[1])
win[2].append(winner[2])
scale.append(counter)
plt.plot(scale, win[0], label='Draw')
plt.plot(scale, win[1], label='Win')
plt.plot(scale, win[2], label='Lose')
plt.legend(loc='lower left')
plt.show()
bot_2 = Bot_RL_MLP(size_x, size_y, rl_beta, mlp_hidden, mlp_learning_rate, rl_reward, initial_field=f, player_ID=1)
bot_1 = Bot_Random.Bot_Random_Static(size_x, size_y)
# bot_1 = Bot_Random.Bot_Random_Dynamic(size_x, size_y)
win = [[], [], []]
scale = []
winner = [0, 0, 0]
for counter in range(runs):
bot_1.new_game()
bot_2.new_game()
# Play a game
# Make a move until Game ends
world.new_init(initial_stones=initial_stones)
while world.get_winner() == -1:
if world.active_player == 1:
(x, y) = bot_1.get_action(world)
world.perform_action(x, y)
bot_1.evaluate_action(world)
else:
(x, y) = bot_2.get_action(world)
world.perform_action(x, y)
bot_2.evaluate_action(world)
# Evaluate Game
winner[int(world.get_winner())] += 1
if (counter % log_interval) == log_interval - 1:
# print 'W_i min :',bot_1.mlp.W_i.min(), ' W_i max :', bot_1.mlp.W_i.max()
# print 'W_o min :',bot_1.mlp.W_o.min(), ' W_o max :', bot_1.mlp.W_o.max()
