Gym-MiniGrid/minigrid/envs/babyai/putnext.py

"""
Copied and adapted from https://github.com/mila-iqia/babyai.
Levels described in the Baby AI ICLR 2019 submission, with the `Put Next` instruction.
"""

from minigrid.envs.babyai.core.roomgrid_level import RoomGridLevel
from minigrid.envs.babyai.core.verifier import ObjDesc, PutNextInstr


class PutNextLocal(RoomGridLevel):
    """
    Put an object next to another object, inside a single room
    with no doors, no distractors
    """

    def __init__(self, room_size=8, num_objs=8, **kwargs):
        self.num_objs = num_objs
        super().__init__(num_rows=1, num_cols=1, room_size=room_size, **kwargs)

    def gen_mission(self):
        self.place_agent()
        objs = self.add_distractors(num_distractors=self.num_objs, all_unique=True)
        self.check_objs_reachable()
        o1, o2 = self._rand_subset(objs, 2)

        self.instrs = PutNextInstr(
            ObjDesc(o1.type, o1.color), ObjDesc(o2.type, o2.color)
        )


class PutNext(RoomGridLevel):
    """
    Task of the form: move the A next to the B and the C next to the D.
    This task is structured to have a very large number of possible
    instructions.
    """

    def __init__(self, room_size, objs_per_room, start_carrying=False, **kwargs):
        assert room_size >= 4
        assert objs_per_room <= 9
        self.objs_per_room = objs_per_room
        self.start_carrying = start_carrying

        super().__init__(
            num_rows=1,
            num_cols=2,
            room_size=room_size,
            max_steps=8 * room_size**2,
            **kwargs
        )

    def gen_mission(self):
        self.place_agent(0, 0)

        # Add objects to both the left and right rooms
        # so that we know that we have two non-adjacent set of objects
        objs_l = self.add_distractors(0, 0, self.objs_per_room)
        objs_r = self.add_distractors(1, 0, self.objs_per_room)

        # Remove the wall between the two rooms
        self.remove_wall(0, 0, 0)

        # Select objects from both subsets
        a = self._rand_elem(objs_l)
        b = self._rand_elem(objs_r)

        # Randomly flip the object to be moved
        if self._rand_bool():
            t = a
            a = b
            b = t

        self.obj_a = a

        self.instrs = PutNextInstr(ObjDesc(a.type, a.color), ObjDesc(b.type, b.color))

    def reset(self, **kwargs):
        obs = super().reset(**kwargs)

        # If the agent starts off carrying the object
        if self.start_carrying:
            self.grid.set(*self.obj_a.init_pos, None)
            self.carrying = self.obj_a

        return obs