from gym_minigrid.minigrid import * from gym_minigrid.register import register class GoToDoorEnv(MiniGridEnv): """ Environment in which the agent is instructed to go to a given object named using an English text string """ def __init__( self, size=5 ): assert size >= 5 super().__init__( grid_size=size, max_steps=5*size**2, # Set this to True for maximum speed see_through_walls=True ) def _gen_grid(self, width, height): # Create the grid self.grid = Grid(width, height) # Randomly vary the room width and height width = self._rand_int(5, width+1) height = self._rand_int(5, height+1) # Generate the surrounding walls self.grid.wall_rect(0, 0, width, height) # Generate the 4 doors at random positions doorPos = [] doorPos.append((self._rand_int(2, width-2), 0)) doorPos.append((self._rand_int(2, width-2), height-1)) doorPos.append((0, self._rand_int(2, height-2))) doorPos.append((width-1, self._rand_int(2, height-2))) # Generate the door colors doorColors = [] while len(doorColors) < len(doorPos): color = self._rand_elem(COLOR_NAMES) if color in doorColors: continue doorColors.append(color) # Place the doors in the grid for idx, pos in enumerate(doorPos): color = doorColors[idx] self.grid.set(*pos, Door(color)) # Randomize the agent start position and orientation self.place_agent(size=(width, height)) # Select a random target door doorIdx = self._rand_int(0, len(doorPos)) self.target_pos = doorPos[doorIdx] self.target_color = doorColors[doorIdx] # Generate the mission string self.mission = 'go to the %s door' % self.target_color def step(self, action): obs, reward, done, info = super().step(action) ax, ay = self.agent_pos tx, ty = self.target_pos # Don't let the agent open any of the doors if action == self.actions.toggle: done = True # Reward performing done action in front of the target door if action == self.actions.done: if (ax == tx and abs(ay - ty) == 1) or (ay == ty and abs(ax - tx) == 1): reward = self._reward() done = True return obs, reward, done, info class GoToDoor8x8Env(GoToDoorEnv): def __init__(self): super().__init__(size=8) class GoToDoor6x6Env(GoToDoorEnv): def __init__(self): super().__init__(size=6) register( id='MiniGrid-GoToDoor-5x5-v0', entry_point='gym_minigrid.envs:GoToDoorEnv' ) register( id='MiniGrid-GoToDoor-6x6-v0', entry_point='gym_minigrid.envs:GoToDoor6x6Env' ) register( id='MiniGrid-GoToDoor-8x8-v0', entry_point='gym_minigrid.envs:GoToDoor8x8Env' )