Gym-MiniGrid/gym_minigrid/envs/multiroom.py

from gym_minigrid.minigrid import COLOR_NAMES, Door, Goal, Grid, MiniGridEnv, Wall
from gym_minigrid.register import register


class MultiRoom:
    def __init__(self, top, size, entryDoorPos, exitDoorPos):
        self.top = top
        self.size = size
        self.entryDoorPos = entryDoorPos
        self.exitDoorPos = exitDoorPos


class MultiRoomEnv(MiniGridEnv):
    """
    Environment with multiple rooms (subgoals)
    """

    def __init__(self, minNumRooms, maxNumRooms, maxRoomSize=10, **kwargs):
        assert minNumRooms > 0
        assert maxNumRooms >= minNumRooms
        assert maxRoomSize >= 4

        self.minNumRooms = minNumRooms
        self.maxNumRooms = maxNumRooms
        self.maxRoomSize = maxRoomSize

        self.rooms = []

        super().__init__(grid_size=25, max_steps=self.maxNumRooms * 20, **kwargs)

    def _gen_grid(self, width, height):
        roomList = []

        # Choose a random number of rooms to generate
        numRooms = self._rand_int(self.minNumRooms, self.maxNumRooms + 1)

        while len(roomList) < numRooms:
            curRoomList = []

            entryDoorPos = (self._rand_int(0, width - 2),
                            self._rand_int(0, width - 2))

            # Recursively place the rooms
            self._placeRoom(
                numRooms,
                roomList=curRoomList,
                minSz=4,
                maxSz=self.maxRoomSize,
                entryDoorWall=2,
                entryDoorPos=entryDoorPos,
            )

            if len(curRoomList) > len(roomList):
                roomList = curRoomList

        # Store the list of rooms in this environment
        assert len(roomList) > 0
        self.rooms = roomList

        # Create the grid
        self.grid = Grid(width, height)
        wall = Wall()

        prevDoorColor = None

        # For each room
        for idx, room in enumerate(roomList):

            topX, topY = room.top
            sizeX, sizeY = room.size

            # Draw the top and bottom walls
            for i in range(0, sizeX):
                self.grid.set(topX + i, topY, wall)
                self.grid.set(topX + i, topY + sizeY - 1, wall)

            # Draw the left and right walls
            for j in range(0, sizeY):
                self.grid.set(topX, topY + j, wall)
                self.grid.set(topX + sizeX - 1, topY + j, wall)

            # If this isn't the first room, place the entry door
            if idx > 0:
                # Pick a door color different from the previous one
                doorColors = set(COLOR_NAMES)
                if prevDoorColor:
                    doorColors.remove(prevDoorColor)
                # Note: the use of sorting here guarantees determinism,
                # This is needed because Python's set is not deterministic
                doorColor = self._rand_elem(sorted(doorColors))

                entryDoor = Door(doorColor)
                self.grid.set(
                    room.entryDoorPos[0], room.entryDoorPos[1], entryDoor)
                prevDoorColor = doorColor

                prevRoom = roomList[idx - 1]
                prevRoom.exitDoorPos = room.entryDoorPos

        # Randomize the starting agent position and direction
        self.place_agent(roomList[0].top, roomList[0].size)

        # Place the final goal in the last room
        self.goal_pos = self.place_obj(
            Goal(), roomList[-1].top, roomList[-1].size)

        self.mission = "traverse the rooms to get to the goal"

    def _placeRoom(self, numLeft, roomList, minSz, maxSz, entryDoorWall, entryDoorPos):
        # Choose the room size randomly
        sizeX = self._rand_int(minSz, maxSz + 1)
        sizeY = self._rand_int(minSz, maxSz + 1)

        # The first room will be at the door position
        if len(roomList) == 0:
            topX, topY = entryDoorPos
        # Entry on the right
        elif entryDoorWall == 0:
            topX = entryDoorPos[0] - sizeX + 1
            y = entryDoorPos[1]
            topY = self._rand_int(y - sizeY + 2, y)
        # Entry wall on the south
        elif entryDoorWall == 1:
            x = entryDoorPos[0]
            topX = self._rand_int(x - sizeX + 2, x)
            topY = entryDoorPos[1] - sizeY + 1
        # Entry wall on the left
        elif entryDoorWall == 2:
            topX = entryDoorPos[0]
            y = entryDoorPos[1]
            topY = self._rand_int(y - sizeY + 2, y)
        # Entry wall on the top
        elif entryDoorWall == 3:
            x = entryDoorPos[0]
            topX = self._rand_int(x - sizeX + 2, x)
            topY = entryDoorPos[1]
        else:
            assert False, entryDoorWall

        # If the room is out of the grid, can't place a room here
        if topX < 0 or topY < 0:
            return False
        if topX + sizeX > self.width or topY + sizeY >= self.height:
            return False

        # If the room intersects with previous rooms, can't place it here
        for room in roomList[:-1]:
            nonOverlap = (
                topX + sizeX < room.top[0]
                or room.top[0] + room.size[0] <= topX
                or topY + sizeY < room.top[1]
                or room.top[1] + room.size[1] <= topY
            )

            if not nonOverlap:
                return False

        # Add this room to the list
        roomList.append(
            MultiRoom((topX, topY), (sizeX, sizeY), entryDoorPos, None))

        # If this was the last room, stop
        if numLeft == 1:
            return True

        # Try placing the next room
        for i in range(0, 8):

            # Pick which wall to place the out door on
            wallSet = {0, 1, 2, 3}
            wallSet.remove(entryDoorWall)
            exitDoorWall = self._rand_elem(sorted(wallSet))
            nextEntryWall = (exitDoorWall + 2) % 4

            # Pick the exit door position
            # Exit on right wall
            if exitDoorWall == 0:
                exitDoorPos = (topX + sizeX - 1, topY +
                               self._rand_int(1, sizeY - 1))
            # Exit on south wall
            elif exitDoorWall == 1:
                exitDoorPos = (
                    topX + self._rand_int(1, sizeX - 1), topY + sizeY - 1)
            # Exit on left wall
            elif exitDoorWall == 2:
                exitDoorPos = (topX, topY + self._rand_int(1, sizeY - 1))
            # Exit on north wall
            elif exitDoorWall == 3:
                exitDoorPos = (topX + self._rand_int(1, sizeX - 1), topY)
            else:
                assert False

            # Recursively create the other rooms
            success = self._placeRoom(
                numLeft - 1,
                roomList=roomList,
                minSz=minSz,
                maxSz=maxSz,
                entryDoorWall=nextEntryWall,
                entryDoorPos=exitDoorPos,
            )

            if success:
                break

        return True


register(
    id="MiniGrid-MultiRoom-N2-S4-v0",
    entry_point="gym_minigrid.envs.multiroom:MultiRoomEnv",
    minNumRooms=2,
    maxNumRooms=2,
    maxRoomSize=4,
)

register(
    id="MiniGrid-MultiRoom-N4-S5-v0",
    entry_point="gym_minigrid.envs.multiroom:MultiRoomEnv",
    minNumRooms=4,
    maxNumRooms=4,
    maxRoomSize=5,
)

register(
    id="MiniGrid-MultiRoom-N6-v0",
    entry_point="gym_minigrid.envs.multiroom:MultiRoomEnv",
    minNumRooms=6,
    maxNumRooms=6,
)