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Add --random_selfplay option to play 1 game with random agents, which #1

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6 changes: 5 additions & 1 deletion backgammon/game.py
Original file line number Diff line number Diff line change
@@ -12,6 +12,7 @@ class Game:
OFF = 'off'
ON = 'on'
TOKENS = ['x', 'o']
SLEEP = 1

def __init__(self, layout=LAYOUT, grid=None, off_pieces=None, bar_pieces=None, num_pieces=None, players=None):
"""
@@ -80,11 +81,14 @@ def next_step(self, player, player_num, draw=False):
def take_turn(self, player, roll, draw=False):
if draw:
print("Player %s rolled <%d, %d>." % (player.player, roll[0], roll[1]))
time.sleep(1)
time.sleep(self.SLEEP)

moves = self.get_actions(roll, player.player, nodups=True)
move = player.get_action(moves, self) if moves else None

if draw:
print("Player %s played %s" % (player.player, str(move)))

if move:
self.take_action(move, player.player)

3 changes: 3 additions & 0 deletions main.py
Original file line number Diff line number Diff line change
@@ -8,6 +8,7 @@

flags.DEFINE_boolean('test', False, 'If true, test against a random strategy.')
flags.DEFINE_boolean('play', False, 'If true, play against a trained TD-Gammon strategy.')
flags.DEFINE_boolean('random_selfplay', False, 'Watch 2 random agents play')
flags.DEFINE_boolean('restore', False, 'If true, restore a checkpoint before training.')

model_path = os.environ.get('MODEL_PATH', 'models/')
@@ -32,5 +33,7 @@
model.test(episodes=1000)
elif FLAGS.play:
model.play()
elif FLAGS.random_selfplay:
model.random_selfplay()
else:
model.train()
6 changes: 6 additions & 0 deletions model.py
Original file line number Diff line number Diff line change
@@ -192,6 +192,12 @@ def test(self, episodes=100, draw=False):
winners[0], winners[1], winners_total, \
(winners[0] / winners_total) * 100.0))

def random_selfplay(self):
players = [RandomAgent(Game.TOKENS[0]), RandomAgent(Game.TOKENS[1])]
game = Game.new()
game.SLEEP = 0
winner = game.play(players, draw=True)

def train(self):
tf.train.write_graph(self.sess.graph_def, self.model_path, 'td_gammon.pb', as_text=False)
summary_writer = tf.train.SummaryWriter('{0}{1}'.format(self.summary_path, int(time.time()), self.sess.graph_def))