def __init__(self):
#Variables del modelo
self.countDeath = 0
self.iteraciones = 0
self.listaObstaculos = []
self.estadoActual = self.listaObstaculos
self.estadoAnt = self.listaObstaculos
self.lastAction = 0
self.lastRew = 0
self.planner = AproximateQAgent(self)
#Cosas de bordes
width = 400
heigth = 500
self.borders = [margin,width-margin,margin,heigth-margin]
self.borders1 = [0,width,heigth,0]
self.borders2 = [0,width,heigth,0]
self.dim = (width,heigth)
self.p1 = (self.borders[0],self.borders[2])
self.p2 = (self.borders[0],self.borders[3])
self.p3 = (self.borders[1],self.borders[3])
self.p4 = (self.borders[1],self.borders[2])
#Features
self.features = FeatureExtractor(self)
self.featFun = None
self.setJustDistFeature()
self.ended = False
#Setear jugador
playerObj = Obstacle(30,100,100)
jugadorradio=playerObj.radio
jugadorradio=0
self.borders2 = [0+ jugadorradio,width- jugadorradio,heigth- jugadorradio,0+ jugadorradio]
playerObj.setPlayer()
self.listaObstaculos.append(playerObj)
self.superestados=[0 for i in range(NumAccion)]
pass
class JuegoModelo:
def __init__(self):
#Variables del modelo
self.countDeath = 0
self.iteraciones = 0
self.listaObstaculos = []
self.estadoActual = self.listaObstaculos
self.estadoAnt = self.listaObstaculos
self.lastAction = 0
self.lastRew = 0
self.planner = AproximateQAgent(self)
#Cosas de bordes
width = 400
heigth = 500
self.borders = [margin,width-margin,margin,heigth-margin]
self.borders1 = [0,width,heigth,0]
self.borders2 = [0,width,heigth,0]
self.dim = (width,heigth)
self.p1 = (self.borders[0],self.borders[2])
self.p2 = (self.borders[0],self.borders[3])
self.p3 = (self.borders[1],self.borders[3])
self.p4 = (self.borders[1],self.borders[2])
#Features
self.features = FeatureExtractor(self)
self.featFun = None
self.setJustDistFeature()
self.ended = False
#Setear jugador
playerObj = Obstacle(30,100,100)
jugadorradio=playerObj.radio
jugadorradio=0
self.borders2 = [0+ jugadorradio,width- jugadorradio,heigth- jugadorradio,0+ jugadorradio]
playerObj.setPlayer()
self.listaObstaculos.append(playerObj)
self.superestados=[0 for i in range(NumAccion)]
pass
def trainModel(self,constTime,iterations):
print "Starting training of ",iterations
print "Weights ",self.planner.weights
self.planner.setEpsilon(0.8)
for i in range(iterations):
self.updateGame(constTime)
self.planner.setEpsilon(0)
print "Traing has ended ",self.planner.weights
return self.planner.weights
def setWeight(self,weight):
self.planner.weights = weight
self.planner.setEpsilon(0)
def setFeatureFun(self,function):
self.featFun = function
def setJustDistFeature(self):
print "Feature de just dist seteada "
protoWeight = VectorCustom()
protoWeight.add(0)
protoWeight.add(0)
self.planner.weights = protoWeight
self.setFeatureFun(self.features.justDistFeature)
def setBorderAndDistFeature(self):
print "Feature de Border dist seteada "
protoWeight = VectorCustom()
protoWeight.add(0)
protoWeight.add(0)
protoWeight.add(0)
self.planner.weights = protoWeight
self.setFeatureFun(self.features.bordAndDistFeature)
def setFoodFeature(self):
print "Feature de food seteada "
protoWeight = VectorCustom()
protoWeight.add(0)
protoWeight.add(0)
protoWeight.add(0)
protoWeight.add(0)
self.planner.weights = protoWeight
self.setFeatureFun(self.features.comiditas)
def getFeatures(self,estado,accion):
return self.featFun(estado,accion)
def updateGame(self,tiempo):
self.iteraciones += 1
# print self.iteraciones
self.estadoAnt = copy.deepcopy(self.listaObstaculos)
#Hago todos lso mov
for elem in self.listaObstaculos:
elem.update(tiempo)
self.wallColl(elem)
#Setear estado actual y ant
self.estadoActual = self.listaObstaculos
if self.ended:
self.countDeath += 1
print "!!!!!!!!!!!!!!! Me mori !!!!!!!!!!! ",self.countDeath
self.ended = False
playerObj = getPlayer(self.estadoActual)
playerObj.toStart()
return
#Es el reward?
reward = self.calculateReward(self.estadoActual)
self.observe(self.estadoAnt,self.estadoActual,self.lastAction,reward)
#Aca va el observe
self.doAction(self.estadoActual,self.planner.getBestAction(self.estadoActual))
pass
def calculateReward(self,estado):
acumulative=0
playerObj = getPlayer(estado)
listaColisiones = self.colision(playerObj)
if len(listaColisiones)>0:
for obj in listaColisiones:
if obj.isComida:
print "Comio una comidita"
self.listaObstaculos.remove(obj)
acumulative += 1000
else:
print "COLLISION DETECTADA"
self.endGame()
acumulative += -1000
return acumulative
return 1
def endGame(self): #Me complico resetear el juego simplemente mantendre la transicion plana
self.ended = True
pass
def doAction(self,estado,action):
playerObj = getPlayer(estado)
playerObj.changeSpeed((playerObj.velModulo*math.cos(action),playerObj.velModulo*math.sin(action)))
# playerObj.teleport(actionToPoint(playerObj,action))
self.lastAction = action
pass
def observe(self,estadoAnt,estado,accion,recomensa):
#print"vvvv",accion
self.planner.update(estadoAnt,accion,estado,recomensa)
pass
def wallColl(self,obj):
for i in range(4):
# bla = [self.borders[2],self.borders[3],self.borders[0],self.borders[1]]
# pared=bla[i]
pared=self.borders1[i]
margin=pared
if i == 0 and (pared-(obj.x - obj.radio)) > 0:
# print "Choque en 0"
obj.x = obj.radio + margin
obj.velX *= -1
if i == 1 and ((obj.x + obj.radio)- pared) > 0:
# print "Choque en 1"
obj.x = -obj.radio + margin
obj.velX *= -1
if i == 2 and ((obj.y + obj.radio)- pared) > 0:
# print "Choque en 2"
obj.y = -obj.radio + margin
obj.velY *= -1
if i == 3 and (pared-(obj.y - obj.radio)) > 0:
# print "Choque en 3"
obj.y = obj.radio + margin
obj.velY *= -1
# exit(1)
pass
def colision(self,obj1):
lista = []
for obj in self.listaObstaculos:
if (d(obj1,obj) < (obj1.radio + obj.radio) and obj1 != obj):
# print "COLLIDE"
lista.append(obj)
return lista
def addPlayer(self):
pass
def newObstacle(self,x,y):
obstacle=Obstacle(30,x,y)
self.listaObstaculos.append(obstacle)
pass
def newFood(self,x,y):
food=Obstacle(7,x,y)
food.color=(0,255,0)
food.velX = 0
food.velY = 0
food.changeSpeed((0,0))
food.isComida=True
self.listaObstaculos.append(food)
def generateRandomObs(self,n):
for i in range(n):
xcord = randint(self.borders[0],self.borders[1])
ycord = randint(self.borders[2],self.borders[3])
self.newObstacle(xcord,ycord)
pass
#estooo!!
def generateRandomFoods(self, m):
for i in range(m):
xcord = randint(self.borders[0],self.borders[1])
ycord = randint(self.borders[2],self.borders[3])
self.newFood(xcord,ycord)
pass
def legalActions(self,estado):
jugador= getPlayer(estado)
ponderaciones=self.CalcularPonderacion()
acciones=[]
for index,angulo in enumerate(ponderaciones):
deltaAngulo=angulo*jugador.anguloGiro
auxangulo = deltaAngulo+jugador.anguloAct
(newX,newY)= actionToPoint(jugador,auxangulo)
if (newX<self.borders2[1] and newX>self.borders2[0]) and (newY>self.borders2[3] and newY<self.borders2[2]):
self.superestados[index]=((newX,newY))
acciones.append(auxangulo)
else:
self.superestados[index]=(None)
# print "LA salidoa es ",acciones
if len(acciones) == 0:
raise Exception("TIRO 0 ACCIONES");
#print("tttttttttt"),acciones
return acciones
def CalcularPonderacion(self):
return range(NumAccion)