doorkey.py 1.9 KB

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  1. from gym_minigrid.minigrid import *
  2. from gym_minigrid.register import register
  3. class DoorKeyEnv(MiniGridEnv):
  4. """
  5. Environment with a door and key, sparse reward
  6. """
  7. def __init__(self, size=8):
  8. super().__init__(grid_size=size, max_steps=4 * size)
  9. def _gen_grid(self, width, height):
  10. # Create an empty grid
  11. self.grid = Grid(width, height)
  12. # Generate the surrounding walls
  13. self.grid.wall_rect(0, 0, width, height)
  14. # Place a goal in the bottom-right corner
  15. self.grid.set(width - 2, height - 2, Goal())
  16. # Create a vertical splitting wall
  17. splitIdx = self._rand_int(2, width-2)
  18. self.grid.vert_wall(splitIdx, 0)
  19. # Place the agent at a random position and orientation
  20. # on the left side of the splitting wall
  21. self.start_pos = self.place_agent(size=(splitIdx, height))
  22. # Place a door in the wall
  23. doorIdx = self._rand_int(1, width-2)
  24. self.grid.set(splitIdx, doorIdx, LockedDoor('yellow'))
  25. # Place a yellow key on the left side
  26. self.place_obj(
  27. obj=Key('yellow'),
  28. top=(0, 0),
  29. size=(splitIdx, height)
  30. )
  31. self.mission = "use the key to open the door and then get to the goal"
  32. class DoorKeyEnv5x5(DoorKeyEnv):
  33. def __init__(self):
  34. super().__init__(size=5)
  35. class DoorKeyEnv6x6(DoorKeyEnv):
  36. def __init__(self):
  37. super().__init__(size=6)
  38. class DoorKeyEnv16x16(DoorKeyEnv):
  39. def __init__(self):
  40. super().__init__(size=16)
  41. register(
  42. id='MiniGrid-DoorKey-5x5-v0',
  43. entry_point='gym_minigrid.envs:DoorKeyEnv5x5'
  44. )
  45. register(
  46. id='MiniGrid-DoorKey-6x6-v0',
  47. entry_point='gym_minigrid.envs:DoorKeyEnv6x6'
  48. )
  49. register(
  50. id='MiniGrid-DoorKey-8x8-v0',
  51. entry_point='gym_minigrid.envs:DoorKeyEnv'
  52. )
  53. register(
  54. id='MiniGrid-DoorKey-16x16-v0',
  55. entry_point='gym_minigrid.envs:DoorKeyEnv16x16'
  56. )