MultiFall

mujoco_maze/maze_task.py

@@ -255,6 +255,38 @@ class DistRewardFall(GoalRewardFall, DistRewardMixIn):
     pass
 
 
+class GoalRewardMultiFall(GoalRewardUMaze):
+    MAZE_SIZE_SCALING: Scaling = Scaling(ant=2.0, point=6.0, swimmer=None)
+    OBSERVE_BLOCKS: bool = True
+
+    def __init__(self, scale: float, goal: Tuple[int, int] = (0.0, 3.0)) -> None:
+        super().__init__(scale)
+        self.goals = [MazeGoal(np.array([*goal, 0.5]) * scale)]
+
+    @staticmethod
+    def create_maze() -> List[List[MazeCell]]:
+        E, B, C, R = MazeCell.EMPTY, MazeCell.BLOCK, MazeCell.CHASM, MazeCell.ROBOT
+        M = MazeCell.YZ_BLOCK
+        return [
+            [B, B, B, B, B, B, B, B, B],
+            [B, E, C, E, E, E, C, E, B],
+            [B, E, C, E, R, E, C, E, B],
+            [B, E, C, E, M, E, C, E, B],
+            [B, B, B, C, C, C, B, B, B],
+            [B, B, B, E, E, E, B, B, B],
+            [B, B, B, B, B, B, B, B, B],
+        ]
+
+
+class DistRewardMultiFall(GoalRewardMultiFall, DistRewardMixIn):
+    pass
+
+
+class NoRewardMultiFall(GoalRewardFall):
+    def reward(self, _obs: np.ndarray) -> float:
+        return 0.0
+
+
 class GoalReward2Rooms(MazeTask):
     REWARD_THRESHOLD: float = 0.9
     PENALTY: float = -0.0001
@@ -594,6 +626,7 @@ class TaskRegistry:
         "Push": [DistRewardPush, GoalRewardPush],
         "MultiPush": [DistRewardMultiPush, GoalRewardMultiPush, NoRewardMultiPush],
         "Fall": [DistRewardFall, GoalRewardFall],
+        "MultiFall": [DistRewardMultiFall, GoalRewardMultiFall, NoRewardMultiFall],
         "2Rooms": [DistReward2Rooms, GoalReward2Rooms, SubGoal2Rooms],
         "4Rooms": [DistReward4Rooms, GoalReward4Rooms, SubGoal4Rooms],
         "TRoom": [DistRewardTRoom, GoalRewardTRoom, SubGoalTRoom],