def play(action):
global board, ko, turn
if action == 0:
pass
elif action == ko:
return '?'
else:
valid, ko = play_go.PlayGo(board, turn, action)
turn = play_go.FlipTurn(turn)
return '='
winner = GetWinner(summary, sequence)
surrendered = WinBySurrender(winner, summary)
win_count[winner] = win_count[winner] + 1
board, ko, turn = play_go.InitBoard()
seq_cnt = 0
for move in sequence:
# Print before play.
if len(move) == 0:
continue
turn, action = ParseMove(move)
discount = min(1, seq_cnt / (len(sequence) * 1.0))
feature = play_go.ToFeature(board, ko, turn, action, winner,
RICH_OUTPUT, RICH_OUTPUT)
print(','.join(list(map(str, feature))))
valid, ko = play_go.PlayGo(board, turn, action)
# TODO(neochio): fix encode.
#if ko == None:
# ko = 0
#else:
# ko = ko[0] * 9 + ko[1] - 9
seq_cnt = seq_cnt + 1
if surrendered:
feature = play_go.ToFeature(board, ko, play_go.FlipTurn(turn),
play_go.SURRENDER, winner, RICH_OUTPUT,
RICH_OUTPUT)
print(','.join(list(map(str, feature))))
logging.warning('win_count: %s' % str(win_count))
continue
winner = GetWinner(summary, sequence)
surrendered = WinBySurrender(winner, summary)
win_count[winner] += 1
board, ko, turn = play_go.InitBoard()
seq_cnt = 0
for move in sequence:
seq_cnt += 1
# Print before play.
if len(move) == 0:
continue
turn, action = ParseMove(move)
if seq_cnt == len(sequence) and not surrendered:
feature = play_go.ToFeature(board, ko, turn, action, winner, RICH_OUTPUT, RICH_OUTPUT)
else:
feature = play_go.ToFeature(board, ko, turn, action, 0, RICH_OUTPUT, RICH_OUTPUT)
print(','.join(list(map(str, feature))))
valid, ko = play_go.PlayGo(board, turn, action)
# TODO(neochio): fix encode.
#if ko == None:
# ko = 0
#else:
# ko = ko[0] * 9 + ko[1] - 9
if surrendered:
feature = play_go.ToFeature(board, ko, play_go.FlipTurn(turn), play_go.SURRENDER, winner, RICH_OUTPUT, RICH_OUTPUT)
print(','.join(list(map(str, feature))))
logging.warning('win_count: %s' % str(win_count))
for i in range(len(probabilities)):
actions.append([train_lib.UnpackAction(i) if i > 0 and i < 82
else ACTION_CODE[i], probabilities[i]])
actions[0][1] = actions[0][1] / 5 # suppress pass
sorted_actions = sorted(actions, key=lambda x:x[1], reverse = True)
print(sorted_actions[:5])
if sorted_actions[0][0] == 'P':
move_sequences.append('%s[]' % STONE_CODE[turn])
ko = 0
if passed:
print('Both passed')
break
print('Passed')
passed = True
turn = play_go.FlipTurn(turn)
continue
rand = random.random() * epsilon
for a in sorted_actions:
action = a[0]
if action == 'S':
print('Surrender signal, but will continue for test')
continue
if action == 'P':
continue
if rand > a[1]:
rand -= a[1]
continue
# TODO: Should should check Ko in PlayGo()
if action == ko:
continue