from gym_minigrid.minigrid import * from gym_minigrid.register import register class GoToObjectEnv(MiniGridEnv): """ Environment in which the agent is instructed to go to a given object named using an English text string """ def __init__( self, size=6, numObjs=2 ): self.numObjs = numObjs 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): self.grid = Grid(width, height) # Generate the surrounding walls self.grid.wall_rect(0, 0, width, height) # Types and colors of objects we can generate types = ['key', 'ball', 'box'] objs = [] objPos = [] # Until we have generated all the objects while len(objs) < self.numObjs: objType = self._rand_elem(types) objColor = self._rand_elem(COLOR_NAMES) # If this object already exists, try again if (objType, objColor) in objs: continue if objType == 'key': obj = Key(objColor) elif objType == 'ball': obj = Ball(objColor) elif objType == 'box': obj = Box(objColor) pos = self.place_obj(obj) objs.append((objType, objColor)) objPos.append(pos) # Randomize the agent start position and orientation self.place_agent() # Choose a random object to be picked up objIdx = self._rand_int(0, len(objs)) self.targetType, self.target_color = objs[objIdx] self.target_pos = objPos[objIdx] descStr = '%s %s' % (self.target_color, self.targetType) self.mission = 'go to the %s' % descStr #print(self.mission) def step(self, action): obs, reward, done, info = MiniGridEnv.step(self, action) ax, ay = self.agent_pos tx, ty = self.target_pos # Toggle/pickup action terminates the episode if action == self.actions.toggle: done = True # Reward performing the done action next to the target object if action == self.actions.done: if abs(ax - tx) <= 1 and abs(ay - ty) <= 1: reward = self._reward() done = True return obs, reward, done, info class GotoEnv8x8N2(GoToObjectEnv): def __init__(self): super().__init__(size=8, numObjs=2) register( id='MiniGrid-GoToObject-6x6-N2-v0', entry_point='gym_minigrid.envs:GoToObjectEnv' ) register( id='MiniGrid-GoToObject-8x8-N2-v0', entry_point='gym_minigrid.envs:GotoEnv8x8N2' )