simple_envs.py 2.2 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495
  1. from gym_minigrid.minigrid import *
  2. from gym_minigrid.register import register
  3. class EmptyEnv(MiniGridEnv):
  4. """
  5. Empty grid environment, no obstacles, sparse reward
  6. """
  7. def __init__(self, size=8):
  8. super().__init__(gridSize=size, maxSteps=3 * size)
  9. class EmptyEnv6x6(EmptyEnv):
  10. def __init__(self):
  11. super().__init__(size=6)
  12. class EmptyEnv16x16(EmptyEnv):
  13. def __init__(self):
  14. super().__init__(size=16)
  15. register(
  16. id='MiniGrid-Empty-6x6-v0',
  17. entry_point='gym_minigrid.envs:EmptyEnv6x6'
  18. )
  19. register(
  20. id='MiniGrid-Empty-8x8-v0',
  21. entry_point='gym_minigrid.envs:EmptyEnv'
  22. )
  23. register(
  24. id='MiniGrid-Empty-16x16-v0',
  25. entry_point='gym_minigrid.envs:EmptyEnv16x16'
  26. )
  27. class DoorKeyEnv(MiniGridEnv):
  28. """
  29. Environment with a door and key, sparse reward
  30. """
  31. def __init__(self, size=8):
  32. super().__init__(gridSize=size, maxSteps=4 * size)
  33. def _genGrid(self, width, height):
  34. grid = super()._genGrid(width, height)
  35. assert width == height
  36. gridSz = width
  37. # Create a vertical splitting wall
  38. splitIdx = self._randInt(2, gridSz-2)
  39. for i in range(0, gridSz):
  40. grid.set(splitIdx, i, Wall())
  41. # Place a door in the wall
  42. doorIdx = self._randInt(1, gridSz-2)
  43. grid.set(splitIdx, doorIdx, LockedDoor('yellow'))
  44. # Place a key on the left side
  45. #keyIdx = self._randInt(1 + gridSz // 2, gridSz-2)
  46. keyIdx = gridSz-2
  47. grid.set(1, keyIdx, Key('yellow'))
  48. return grid
  49. class DoorKeyEnv5x5(DoorKeyEnv):
  50. def __init__(self):
  51. super().__init__(size=5)
  52. class DoorKeyEnv6x6(DoorKeyEnv):
  53. def __init__(self):
  54. super().__init__(size=6)
  55. class DoorKeyEnv16x16(DoorKeyEnv):
  56. def __init__(self):
  57. super().__init__(size=16)
  58. register(
  59. id='MiniGrid-DoorKey-5x5-v0',
  60. entry_point='gym_minigrid.envs:DoorKeyEnv5x5'
  61. )
  62. register(
  63. id='MiniGrid-DoorKey-6x6-v0',
  64. entry_point='gym_minigrid.envs:DoorKeyEnv6x6'
  65. )
  66. register(
  67. id='MiniGrid-DoorKey-8x8-v0',
  68. entry_point='gym_minigrid.envs:DoorKeyEnv'
  69. )
  70. register(
  71. id='MiniGrid-DoorKey-16x16-v0',
  72. entry_point='gym_minigrid.envs:DoorKeyEnv16x16'
  73. )