def playGame(me, thehost, sess):
sock = initClient(me, thehost)
othello = Othello(0, state, me)
while (True):
print "Read"
status = readMessage(sock)
othello.reset(status[1], state, me)
if (status[0] == me):
if status[1] < 30:
action_index = othello.smartMove()
else:
_state = get_state(me)
_moves = valid_moves(getValidMoves(status[1], me))
q = sess.run(out, feed_dict={
"train/inputs:0": [_state], "train/moves:0": [_moves]
})[0]
action = nonzero_max(q)
action_index = (action//8, action % 8)
sel = str(action_index[0]) + "\n" + str(action_index[1]) + "\n"
print "<" + sel + ">"
sock.send(sel)
print "sent the message"
else:
print "It isn't my turn"
return
x_data = [-1]
y_data = [-100]
win = 0
lose = 0
f = open('win-lose.txt', 'w')
for episode in tqdm(range(M)):
state = state_prime = env.reset()
while not env.over():
if env.get_round() < 50:
action_index = env.smartMove()
action = action_index[1] + (action_index[0] * dim)
state_prime, reward, terminal = env.step(action_index)
else:
moves = env.valid_moves()
q = agent.q([state], [moves])[0]
action = nonzero_max(q)
action_index = (action//dim, action % dim)
if episode < 200 and episode % 2 == 0:
action_index = env.randomMove()
action = action_index[1] + (action_index[0] * dim)
state_prime, reward, terminal = env.step(action_index)
moves_prime = env.valid_moves()
q = agent.target_q([state_prime], [moves_prime])[0]
