from gym_minigrid.minigrid import * from gym_minigrid.register import register class DistShiftEnv(MiniGridEnv): """ Distributional shift environment. """ def __init__( self, width=9, height=7, agent_start_pos=(1,1), agent_start_dir=0, strip2_row=2 ): self.agent_start_pos = agent_start_pos self.agent_start_dir = agent_start_dir self.goal_pos = (width-2, 1) self.strip2_row = strip2_row super().__init__( width=width, height=height, max_steps=4*width*height, # Set this to True for maximum speed see_through_walls=True ) def _gen_grid(self, width, height): # Create an empty grid self.grid = Grid(width, height) # Generate the surrounding walls self.grid.wall_rect(0, 0, width, height) # Place a goal square in the bottom-right corner self.grid.set(*self.goal_pos, Goal()) # Place the lava rows for i in range(self.width - 6): self.grid.set(3+i, 1, Lava()) self.grid.set(3+i, self.strip2_row, Lava()) # Place the agent if self.agent_start_pos is not None: self.agent_pos = self.agent_start_pos self.agent_dir = self.agent_start_dir else: self.place_agent() self.mission = "get to the green goal square" class DistShift1(DistShiftEnv): def __init__(self): super().__init__(strip2_row=2) class DistShift2(DistShiftEnv): def __init__(self): super().__init__(strip2_row=5) register( id='MiniGrid-DistShift1-v0', entry_point='gym_minigrid.envs:DistShift1' ) register( id='MiniGrid-DistShift2-v0', entry_point='gym_minigrid.envs:DistShift2' )