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

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

from minigrid.envs.babyai.core.levelgen import LevelGen
from minigrid.envs.babyai.core.roomgrid_level import RejectSampling, RoomGridLevel
from minigrid.envs.babyai.core.verifier import ObjDesc, PickupInstr


class Pickup(RoomGridLevel):
    """
    Pick up an object, the object may be in another room.
    """

    def gen_mission(self):
        self.place_agent()
        self.connect_all()
        objs = self.add_distractors(num_distractors=18, all_unique=False)
        self.check_objs_reachable()
        obj = self._rand_elem(objs)
        self.instrs = PickupInstr(ObjDesc(obj.type, obj.color))


class UnblockPickup(RoomGridLevel):
    """
    Pick up an object, the object may be in another room. The path may
    be blocked by one or more obstructors.
    """

    def gen_mission(self):
        self.place_agent()
        self.connect_all()
        objs = self.add_distractors(num_distractors=20, all_unique=False)

        # Ensure that at least one object is not reachable without unblocking
        # Note: the selected object will still be reachable most of the time
        if self.check_objs_reachable(raise_exc=False):
            raise RejectSampling("all objects reachable")

        obj = self._rand_elem(objs)
        self.instrs = PickupInstr(ObjDesc(obj.type, obj.color))


class PickupLoc(LevelGen):
    """
    Pick up an object which may be described using its location. This is a
    single room environment.

    Competencies: PickUp, Loc. No unblocking.
    """

    def __init__(self, **kwargs):
        # We add many distractors to increase the probability
        # of ambiguous locations within the same room
        super().__init__(
            action_kinds=["pickup"],
            instr_kinds=["action"],
            num_rows=1,
            num_cols=1,
            num_dists=8,
            locked_room_prob=0,
            locations=True,
            unblocking=False,
            **kwargs
        )


class PickupDist(RoomGridLevel):
    """
    Pick up an object
    The object to pick up is given by its type only, or
    by its color, or by its type and color.
    (in the current room, with distractors)
    """

    def __init__(self, debug=False, **kwargs):
        self.debug = debug
        super().__init__(num_rows=1, num_cols=1, room_size=7, **kwargs)

    def gen_mission(self):
        # Add 5 random objects in the room
        objs = self.add_distractors(num_distractors=5)
        self.place_agent(0, 0)
        obj = self._rand_elem(objs)
        type = obj.type
        color = obj.color

        select_by = self._rand_elem(["type", "color", "both"])
        if select_by == "color":
            type = None
        elif select_by == "type":
            color = None

        self.instrs = PickupInstr(ObjDesc(type, color), strict=self.debug)


class PickupAbove(RoomGridLevel):
    """
    Pick up an object (in the room above)
    This task requires to use the compass to be solved effectively.
    """

    def __init__(self, **kwargs):
        room_size = 6
        super().__init__(room_size=room_size, max_steps=8 * room_size**2, **kwargs)

    def gen_mission(self):
        # Add a random object to the top-middle room
        obj, pos = self.add_object(1, 0)
        # Make sure the two rooms are directly connected
        self.add_door(1, 1, 3, locked=False)
        self.place_agent(1, 1)
        self.connect_all()

        self.instrs = PickupInstr(ObjDesc(obj.type, obj.color))