def main(args):
numLearningIterations = 10000
numPlayingIterations = 10000
numRows = 4
numCols = 4
difficulty = 1
shouldPrintMap = False
cont = False
for i in range(len(args)):
if cont:
cont = False
continue
elif args[i] == '-p':
if i+1 >= len(args):
raise Exception("Expected integer argument after -p")
else:
numPlayingIterations = int(args[i+1])
cont = True
elif args[i] == '-l':
if i+1 >= len(args):
raise Exception("Expected integer argument after -l")
else:
numLearningIterations = int(args[i+1])
cont = True
elif args[i] == '-r':
if i+1 >= len(args):
raise Exception("Expected integer argument after -r")
else:
numRows = int(args[i+1])
cont = True
elif args[i] == '-c':
if i+1 >= len(args):
raise Exception("Expected integer argument after -c")
else:
numCols = args[i+1]
cont = True
elif args[i] == 'q':
shouldPrintMap = True
else:
raise Exception("Wrong input")
if numRows < 1 or numCols < 1 or numPlayingIterations < 1 or numLearningIterations < 1:
raise Exception("Wrong input")
qMap = minesweeper.generate_state_map_using_label(numLearningIterations, numRows, numCols, difficulty)
if shouldPrintMap:
pass
#print_map_by_state(qMap)
# Simulate the game play and determine error rate
avgPercentTilesCleared = 0.0
numWins = 0
numGames = 0
for i in xrange(numPlayingIterations):
game = minesweeper.MineSweeper(numRows, numCols, difficulty)
firstMove = (0, 0)
while game.is_bomb(game.get_square(firstMove)):
game = minesweeper.MineSweeper(numRows, numCols, difficulty)
currentState = game.get_next_state(game.get_square(firstMove))
# Play the game until winning or losing
while not game.gameEnd:
nextMove = minesweeper.getNextMove(qMap, game)
game.get_next_state(nextMove)
if game.gameWon:
numWins += 1
numTilesCleared = sum([1 for tile in game.get_state() if tile != game.covered_value])
avgPercentTilesCleared = avgPercentTilesCleared * (float(numGames)/(numGames + 1)) + \
(float(numTilesCleared)/(numRows * numCols))/(numGames + 1)
numGames += 1
avgPercentTilesCleared *= 100
successRate = (float(numWins)/numGames)*100
print "Number of training games: ", numLearningIterations
print "Number of testing games ", numPlayingIterations
print "Percentage of games won: ", successRate
print "Cleared an average of %f%% of the board." % (avgPercentTilesCleared)
# This prints out the qMap in a more readable manner
def print_map_by_state(qValueMap):
otherMap = {}
for state, action in qMap:
if state in otherMap:
otherMap[state].append(action)
else:
otherMap[state] = [action]
for state in otherMap:
print state
for action in otherMap[state]:
pair = (state, action)
print " ", action, ": ", str(qMap[pair])
def main(args):
numLearningIterations = 100000
numPlayingIterations = 10000
numRows = 4
numCols = 4
difficulty = 1
shouldPrintMap = False
cont = False
for i in range(len(args)):
if cont:
cont = False
continue
elif args[i] == '-p':
if i+1 >= len(args):
raise Exception("Expected integer argument after -p")
else:
numPlayingIterations = int(args[i+1])
cont = True
elif args[i] == '-l':
if i+1 >= len(args):
raise Exception("Expected integer argument after -l")
else:
numLearningIterations = int(args[i+1])
cont = True
elif args[i] == '-r':
if i+1 >= len(args):
raise Exception("Expected integer argument after -r")
else:
numRows = int(args[i+1])
cont = True
elif args[i] == '-c':
if i+1 >= len(args):
raise Exception("Expected integer argument after -c")
else:
numCols = args[i+1]
cont = True
elif args[i] == 'q':
shouldPrintMap = True
else:
raise Exception("Wrong input")
if numRows < 1 or numCols < 1 or numPlayingIterations < 1 or numLearningIterations < 1:
raise Exception("Wrong input")
qMap = minesweeper.generate_state_map_using_label(numLearningIterations, numRows, numCols, difficulty)
if shouldPrintMap:
print_map_by_state(qMap)
# Simulate the game play and determine error rate
avgPercentTilesCleared = 0.0
numWins = 0
numGames = 0
for i in xrange(numPlayingIterations):
game = minesweeper.MineSweeper(numRows, numCols, difficulty)
firstMove = (0, 0)
while game.is_bomb(game.get_square(firstMove)):
game = minesweeper.MineSweeper(numRows, numCols, difficulty)
currentState = game.get_next_state(game.get_square(firstMove))
# Play the game until winning or losing
while not game.gameEnd:
nextMove = minesweeper.getNextMove(qMap, game)
game.get_next_state(nextMove)
if game.gameWon:
numWins += 1
numTilesCleared = sum([1 for tile in game.get_state() if tile != game.covered_value])
avgPercentTilesCleared = avgPercentTilesCleared * (float(numGames)/(numGames + 1)) + \
(float(numTilesCleared)/(numRows * numCols))/(numGames + 1)
numGames += 1
avgPercentTilesCleared *= 100
successRate = (float(numWins)/numGames)*100
print "Number of training games: ", numLearningIterations
print "Number of testing games ", numPlayingIterations
print "Percentage of games won: ", successRate
print "Cleared an average of %f%% of the board." % (avgPercentTilesCleared)
# This prints out the qMap in a more readable manner
def print_map_by_state(qValueMap):
otherMap = {}
for state, action in qMap:
if state in otherMap:
otherMap[state].append(action)
else:
otherMap[state] = [action]
for state in otherMap:
print state
for action in otherMap[state]:
pair = (state, action)
print " ", action, ": ", str(qMap[pair])
def main(args):
def print_map_by_state(qValueMap):
otherMap = {}
for state, action in qMap:
if state in otherMap:
otherMap[state].append(action)
else:
otherMap[state] = [action]
for state in otherMap:
print state
for action in otherMap[state]:
pair = (state, action)
print " ", action, ": ", str(qMap[pair])
numLearningIterations = 120
numPlayingIterations = 1200
numRows = 4
numCols = 4
difficulty = 1
shouldPrintMap = False
display_game = True
cont = False
for i in range(len(args)):
if cont:
cont = False
continue
elif args[i] == '-p':
if i + 1 >= len(args):
raise Exception("Expected integer argument after -p")
else:
numPlayingIterations = int(args[i + 1])
cont = True
elif args[i] == '-l':
if i + 1 >= len(args):
raise Exception("Expected integer argument after -l")
else:
numLearningIterations = int(args[i + 1])
cont = True
elif args[i] == '-r':
if i + 1 >= len(args):
raise Exception("Expected integer argument after -r")
else:
numRows = int(args[i + 1])
cont = True
elif args[i] == '-c':
if i + 1 >= len(args):
raise Exception("Expected integer argument after -c")
else:
numCols = args[i + 1]
cont = True
elif args[i] == 'q':
shouldPrintMap = True
else:
raise Exception("Wrong input")
if numRows < 1 or numCols < 1 or numPlayingIterations < 1 or numLearningIterations < 1:
raise Exception("Wrong input")
qMap, totalgamestrained = minesweeper.generate_state_map_by_random_playing(
numLearningIterations, numRows, numCols, difficulty)
if shouldPrintMap:
print_map_by_state(qMap)
# Simulate the game play and determine error rate
avgPercentTilesCleared = 0.0
numWins = 0
numGames = 0
# print_map_by_state(qMap)
for i in xrange(numPlayingIterations):
game = minesweeper.MineSweeper(numRows, numCols, difficulty)
if display_game:
cls2()
for l in game.board:
for val in l:
if (val.isUncovered):
if val.value == 0:
print ' ',
else:
print val.value,
else:
# print '10',
# print u'\u25A0',
print u'\u25FC',
print
# print "-----------------"
firstMove = (0, 0)
while game.is_bomb(game.get_square(firstMove)):
game = minesweeper.MineSweeper(numRows, numCols, difficulty)
currentState = game.get_next_state(game.get_square(firstMove))
# Play the game until winning or losing
while not game.gameEnd:
if display_game:
cls2()
for l in game.board:
for val in l:
if (val.isUncovered):
if val.value == 0:
print u'\u25FB',
# print ' ',
else:
print val.value,
else:
# print '10',
# print u'\u25A0',
print u'\u25FC',
print
# print "-----------------"
nextMove = minesweeper.getNextMove(qMap, game)
game.get_next_state(nextMove)
if display_game:
cls2()
for l in game.board:
for val in l:
if (val.isUncovered):
if val.value == 0:
print u'\u25FB',
else:
print val.value,
else:
# print u'U25A0',
# print u'\u25A0',
print u'\u25FC',
print
# print "-----------------"
if game.gameWon:
if display_game:
cls2()
for l in game.board:
for val in l:
if (val.isUncovered):
if (val.value == 9):
print u'\u2600',
# print u'\u260X',
elif val.value == 0:
print u'\u25FB',
else:
print val.value,
else:
print u'\u2600',
print
print "\nGAME WON"
time.sleep(0.50)
numWins += 1
else:
if display_game:
cls2()
for l in game.board:
for val in l:
if (val.value == 9):
print u'\u2620',
continue
if (val.isUncovered):
if (val.value == 0):
print u'\u25FB',
else:
print val.value,
else:
print u'\u25A0',
print
print "\nGAME LOST"
time.sleep(0.50)
numTilesCleared = sum(
[1 for tile in game.get_state() if tile != game.covered_value])
avgPercentTilesCleared = avgPercentTilesCleared * (float(numGames)/(numGames + 1)) + \
(float(numTilesCleared)/(numRows * numCols))/(numGames + 1)
numGames += 1
cls2()
avgPercentTilesCleared *= 100
successRate = (float(numWins) / numGames) * 100
print "After training and testing for %d seconds" % numLearningIterations
print "Number of training games played: ", totalgamestrained
print "Number of testing games played:", numPlayingIterations
print "Percentage of games won: ", successRate
print "Cleared an average of %f%% of the board." % (avgPercentTilesCleared)