def train(num_trials=40):
score1 = 0
score2 = 0
player1 = 0
player2 = 0
for trial in range(num_trials):
game = SnakeGame(board_size=(20, 25))
state = game.start_state()
game.print_board(state)
while True:
action = minimax_agent_first_index(game, state)
state = game.successor(state, action, True)
if game.is_end(state)[0] == True:
reward = game.is_end(state)[2] - state[3][1]
incorporateFeedback(game, state, action, reward, succ)
break
game.print_board(state)
current_dir = state[2][1]
actions = get_valid(current_dir, game.actions())
action = get_QL_Action(game, state, actions)
succ = game.successor(state, action)
snake = succ[1][1]
food = state[4]
reward = succ[3][1] - state[3][1]
#reward = 100*(succ[3][1]- state[3][1]) -((snake[0][0] - food[0])**2 + (snake[0][1] - food[1])**2)
result = game.is_end(succ)
state[0].addstr(28, 10, ' Reward: ' + str(reward) + ' ')
state[0].addstr(29, 10, ' ScoreNow: ' + str(succ[3][1]) + ' ')
state[0].addstr(30, 10, ' ScorePrev: ' + str(state[3][1]) + ' ')
incorporateFeedback(game, state, action, reward, succ)
game.print_board(state)
state = succ
if game.is_end(state)[0] == True:
break
global explorationProb
explorationProb = explorationProb / 2
curses.endwin()
'''
def play_snake_game(agent_one, agent_two):
player1 = 0
player2 = 0
for i in range(100):
states = []
game = SnakeGame(board_size=(20, 40))
state = game.start_state()
states.append(state)
game.print_board(state)
while True:
action = agent_one(game, state)
state = game.successor(state, action, True)
states.append(state)
if game.is_end(state)[0] == True:
break
game.print_board(state)
action = agent_two(game, state)
state = game.successor(state, action, True)
states.append(state)
if game.is_end(state)[0] == True:
break
game.print_board(state)
result = game.is_end(state)
curses.endwin()
if result[1] == 0:
print("Tie game")
elif result[1] == 1:
#print("Agent 2 wins")
player2 += 1
else:
#print("Agent 1 wins")
player1 += 1
'''
if state[5] == 1:
print("Agent 1 score: " + str(result[2]))
print("Agent 2 score: " + str(result[3]))
else:
print("Agent 1 score: " + str(result[3]))
print("Agent 2 score: " + str(result[2]))
'''
print("Player 1 wins: " + str(player1))
print("Player 2 wins: " + str(player2))