from gym_minigrid.minigrid import * from gym_minigrid.register import register class FetchEnv(MiniGridEnv): """ Environment in which the agent has to fetch a random object named using English text strings """ def __init__( self, size=8, numObjs=3 ): self.numObjs = numObjs super().__init__(gridSize=size, maxSteps=5*size) self.reward_range = (0, 1) def _genGrid(self, width, height): self.grid = Grid(width, height) # Generate the surrounding walls self.grid.horzWall(0, 0) self.grid.horzWall(0, height-1) self.grid.vertWall(0, 0) self.grid.vertWall(width-1, 0) types = ['key', 'ball'] objs = [] # For each object to be generated while len(objs) < self.numObjs: objType = self._randElem(types) objColor = self._randElem(COLOR_NAMES) if objType == 'key': obj = Key(objColor) elif objType == 'ball': obj = Ball(objColor) self.placeObj(obj) objs.append(obj) # Randomize the player start position and orientation self.placeAgent() # Choose a random object to be picked up target = objs[self._randInt(0, len(objs))] self.targetType = target.type self.targetColor = target.color descStr = '%s %s' % (self.targetColor, self.targetType) # Generate the mission string idx = self._randInt(0, 5) if idx == 0: self.mission = 'get a %s' % descStr elif idx == 1: self.mission = 'go get a %s' % descStr elif idx == 2: self.mission = 'fetch a %s' % descStr elif idx == 3: self.mission = 'go fetch a %s' % descStr elif idx == 4: self.mission = 'you must fetch a %s' % descStr assert hasattr(self, 'mission') def step(self, action): obs, reward, done, info = MiniGridEnv.step(self, action) if self.carrying: if self.carrying.color == self.targetColor and \ self.carrying.type == self.targetType: reward = 1 done = True else: reward = 0 done = True return obs, reward, done, info class FetchEnv5x5N2(FetchEnv): def __init__(self): super().__init__(size=5, numObjs=2) class FetchEnv6x6N2(FetchEnv): def __init__(self): super().__init__(size=6, numObjs=2) register( id='MiniGrid-Fetch-5x5-N2-v0', entry_point='gym_minigrid.envs:FetchEnv5x5N2' ) register( id='MiniGrid-Fetch-6x6-N2-v0', entry_point='gym_minigrid.envs:FetchEnv6x6N2' ) register( id='MiniGrid-Fetch-8x8-N3-v0', entry_point='gym_minigrid.envs:FetchEnv' )