import pytest from gymnasium.spaces import Discrete, MultiDiscrete from gymnasium.utils.env_checker import data_equivalence def test_multidiscrete_as_tuple(): # 1D multi-discrete space = MultiDiscrete([3, 4, 5]) assert space.shape == (3,) assert space[0] == Discrete(3) assert space[0:1] == MultiDiscrete([3]) assert space[0:2] == MultiDiscrete([3, 4]) assert space[:] == space and space[:] is not space # 2D multi-discrete space = MultiDiscrete([[3, 4, 5], [6, 7, 8]]) assert space.shape == (2, 3) assert space[0, 1] == Discrete(4) assert space[0] == MultiDiscrete([3, 4, 5]) assert space[0:1] == MultiDiscrete([[3, 4, 5]]) assert space[0:2, :] == MultiDiscrete([[3, 4, 5], [6, 7, 8]]) assert space[:, 0:1] == MultiDiscrete([[3], [6]]) assert space[0:2, 0:2] == MultiDiscrete([[3, 4], [6, 7]]) assert space[:] == space and space[:] is not space assert space[:, :] == space and space[:, :] is not space def test_multidiscrete_subspace_reproducibility(): # 1D multi-discrete space = MultiDiscrete([100, 200, 300]) space.seed() assert data_equivalence(space[0].sample(), space[0].sample()) assert data_equivalence(space[0:1].sample(), space[0:1].sample()) assert data_equivalence(space[0:2].sample(), space[0:2].sample()) assert data_equivalence(space[:].sample(), space[:].sample()) assert data_equivalence(space[:].sample(), space.sample()) # 2D multi-discrete space = MultiDiscrete([[300, 400, 500], [600, 700, 800]]) space.seed() assert data_equivalence(space[0, 1].sample(), space[0, 1].sample()) assert data_equivalence(space[0].sample(), space[0].sample()) assert data_equivalence(space[0:1].sample(), space[0:1].sample()) assert data_equivalence(space[0:2, :].sample(), space[0:2, :].sample()) assert data_equivalence(space[:, 0:1].sample(), space[:, 0:1].sample()) assert data_equivalence(space[0:2, 0:2].sample(), space[0:2, 0:2].sample()) assert data_equivalence(space[:].sample(), space[:].sample()) assert data_equivalence(space[:, :].sample(), space[:, :].sample()) assert data_equivalence(space[:, :].sample(), space.sample()) def test_multidiscrete_length(): space = MultiDiscrete(nvec=[3, 2, 4]) assert len(space) == 3 space = MultiDiscrete(nvec=[[2, 3], [3, 2]]) with pytest.warns( UserWarning, match="Getting the length of a multi-dimensional MultiDiscrete space.", ): assert len(space) == 2