def alldishonest_test(nplayers, num_card_values, num_cards, trials, agent=0, dishonesty_list=None, confidence_list=None, learn_list=None, verbose=False):
print "Running an all-dishonest simulation."
game = play_game.BSGame(nplayers, [num_cards for _ in range(num_card_values)], agent, verbose=0)
if not dishonesty_list:
dishonesty_list = [random.random() for _ in range(nplayers)]
if not confidence_list:
confidence_list = [1] * nplayers
if not learn_list:
learn_list = [False] * nplayers
print "Players have dishonesty", dishonesty_list
# print "Players have confidence", confidence_list
apolicies = []
for t in range(nplayers):
apolicies.append(policy.DishonestPolicy(game, dishonesty_list[t], confidence=confidence_list[t], learn=learn_list[t]).decision)
game.setPolicies(apolicies)
print "Simulating..."
simulators.allsetsimulate(game, apolicies[agent], numTrials=trials, verbose=verbose)
print "Wins observed:", game.wins
print "Agents have winrates of", [float(game.wins[i])/sum(game.wins) for i in range(nplayers)], '\n'
def baseline(nplayers, num_card_values, num_cards, trials, agent=None, dishonesty_list=None, confidence_list=None, learn_list=None, verbose=False):
print "Determining baseline using SimplePolicy agent and DishonestPolicy adversaries."
if not dishonesty_list:
dishonesty_list = [0.1] * nplayers
if not confidence_list:
confidence_list = [1] * nplayers
if not learn_list:
learn_list = [False] * nplayers
for i in range(nplayers):
if agent and agent != i: continue
print "Simulating agent", i, "..."
game = play_game.BSGame(nplayers, [num_cards for _ in range(num_card_values)], i, verbose=0)
ppolicy = policy.SimplePolicy(game)
apolicies = []
for t in range(nplayers):
apolicies.append(policy.DishonestPolicy(game, dishonesty_list[t], confidence=confidence_list[t], learn=learn_list[t]).decision)
game.setPolicies(apolicies)
simulators.allsetsimulate(game, ppolicy.decision, numTrials=trials, verbose=verbose)
print "Wins observed:", game.wins
print "Agent in position", i, "has a win rate of ", str(float(game.wins[i])/sum(game.wins)), '\n'
game.resetWins()