exp = EpisodicExperiment(task, agent)
res = 0
for difficulty in range(5):
for seed in range(2):
task.env.levelSeed = seed
task.env.levelDifficulty = difficulty
exp.doEpisodes(1)
print 'Difficulty: %d, Seed: %d, Fitness: %.2f' % (
difficulty, seed, task.reward)
res += task.reward
return res
def main():
#agent1 = SimpleMLPMarioAgent(2)
#agent1 = MLPMarioAgent(4)
#agent1 = MdrnnAgent()
agent1 = SimpleMdrnnAgent()
print agent1.name
NetworkWriter.writeToFile(agent1.module,
"../temp/MarioNetwork-" + agent1.name + ".xml")
f = combinedScore(agent1)
print "\nTotal:", f
if __name__ == "__main__":
sortedProfiling('main()')
#main()
def testSpeed():
from pybrain.tests.helpers import sortedProfiling
sortedProfiling('_runsome()')
# res = randint(0, self.total - 1)
return 1
map_str, game_str = aliens_level, aliens_game
g = VGDLParser().parseGame(game_str)
g.buildLevel(map_str)
g._initScreen(g.screensize,headless=True)
for _ in range(300):
win, _ = g.tick(K_SPACE)
if win is not None:
break
def testLoadSave():
from vgdl.core import VGDLParser
from examples.gridphysics.aliens import aliens_level, aliens_game
map_str, game_str = aliens_level, aliens_game
g = VGDLParser().parseGame(game_str)
g.buildLevel(map_str)
for _ in range(1000):
s = g.getFullState()
g.setFullState(s)
if __name__ == "__main__":
from pybrain.tests.helpers import sortedProfiling
sortedProfiling('testInteractions()')
# sortedProfiling('testLoadSave()')
task = MarioTask(agent.name, timeLimit = 20)
exp = EpisodicExperiment(task, agent)
res = 0
for difficulty in range(5):
for seed in range(2):
task.env.levelSeed = seed
task.env.levelDifficulty = difficulty
exp.doEpisodes(1)
print 'Difficulty: %d, Seed: %d, Fitness: %.2f' % (difficulty, seed, task.reward)
res += task.reward
return res
def main():
#agent1 = SimpleMLPMarioAgent(2)
#agent1 = MLPMarioAgent(4)
#agent1 = MdrnnAgent()
agent1 = SimpleMdrnnAgent()
print agent1.name
NetworkWriter.writeToFile(agent1.module, "../temp/MarioNetwork-"+agent1.name+".xml")
f = combinedScore(agent1)
print "\nTotal:", f
if __name__ == "__main__":
sortedProfiling('main()')
#main()
def testSpeed():
from pybrain.tests.helpers import sortedProfiling
sortedProfiling('_runsome()')
