empty.py 2.3 KB

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  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__(
  8. self,
  9. size=8,
  10. agent_start_pos=(1,1),
  11. agent_start_dir=0,
  12. **kwargs
  13. ):
  14. self.agent_start_pos = agent_start_pos
  15. self.agent_start_dir = agent_start_dir
  16. super().__init__(
  17. grid_size=size,
  18. max_steps=4*size*size,
  19. # Set this to True for maximum speed
  20. see_through_walls=True,
  21. **kwargs
  22. )
  23. def _gen_grid(self, width, height):
  24. # Create an empty grid
  25. self.grid = Grid(width, height)
  26. # Generate the surrounding walls
  27. self.grid.wall_rect(0, 0, width, height)
  28. # Place a goal square in the bottom-right corner
  29. self.put_obj(Goal(), width - 2, height - 2)
  30. # Place the agent
  31. if self.agent_start_pos is not None:
  32. self.agent_pos = self.agent_start_pos
  33. self.agent_dir = self.agent_start_dir
  34. else:
  35. self.place_agent()
  36. self.mission = "get to the green goal square"
  37. class EmptyEnv5x5(EmptyEnv):
  38. def __init__(self, **kwargs):
  39. super().__init__(size=5, **kwargs)
  40. class EmptyRandomEnv5x5(EmptyEnv):
  41. def __init__(self, **kwargs):
  42. super().__init__(size=5, agent_start_pos=None, **kwargs)
  43. class EmptyEnv6x6(EmptyEnv):
  44. def __init__(self, **kwargs):
  45. super().__init__(size=6, **kwargs)
  46. class EmptyRandomEnv6x6(EmptyEnv):
  47. def __init__(self, **kwargs):
  48. super().__init__(size=6, agent_start_pos=None, **kwargs)
  49. class EmptyEnv16x16(EmptyEnv):
  50. def __init__(self, **kwargs):
  51. super().__init__(size=16, **kwargs)
  52. register(
  53. id='MiniGrid-Empty-5x5-v0',
  54. entry_point='gym_minigrid.envs:EmptyEnv5x5'
  55. )
  56. register(
  57. id='MiniGrid-Empty-Random-5x5-v0',
  58. entry_point='gym_minigrid.envs:EmptyRandomEnv5x5'
  59. )
  60. register(
  61. id='MiniGrid-Empty-6x6-v0',
  62. entry_point='gym_minigrid.envs:EmptyEnv6x6'
  63. )
  64. register(
  65. id='MiniGrid-Empty-Random-6x6-v0',
  66. entry_point='gym_minigrid.envs:EmptyRandomEnv6x6'
  67. )
  68. register(
  69. id='MiniGrid-Empty-8x8-v0',
  70. entry_point='gym_minigrid.envs:EmptyEnv'
  71. )
  72. register(
  73. id='MiniGrid-Empty-16x16-v0',
  74. entry_point='gym_minigrid.envs:EmptyEnv16x16'
  75. )