BlockCarry

mujoco_maze/maze_task.py

@@ -515,6 +515,62 @@ class DistRewardBlockMaze(GoalRewardBlockMaze, DistRewardMixIn):
     pass
 
 
+class GoalRewardBlockCarry(MazeTask):
+    REWARD_THRESHOLD: float = 0.9
+    PENALTY: float = -0.0001
+    MAZE_SIZE_SCALING: Scaling = Scaling(ant=2.0, point=3.0, swimmer=None)
+    OBSERVE_BLOCKS: bool = True
+    GOAL_SIZE: float = 0.3
+
+    def __init__(self, scale: float, goal: Tuple[float, float] = (2.0, 0.0)) -> None:
+        super().__init__(scale)
+        self.goals.append(
+            MazeGoal(
+                np.array(goal) * scale,
+                threshold=self.GOAL_SIZE + 0.5,
+                custom_size=self.GOAL_SIZE,
+            )
+        )
+
+    def reward(self, obs: np.ndarray) -> float:
+        object_pos = obs[3:6]
+        for goal in self.goals:
+            if goal.neighbor(object_pos):
+                return goal.reward_scale
+        return self.PENALTY
+
+    def termination(self, obs: np.ndarray) -> bool:
+        object_pos = obs[3:6]
+        for goal in self.goals:
+            if goal.neighbor(object_pos):
+                return True
+        return False
+
+    @staticmethod
+    def create_maze() -> List[List[MazeCell]]:
+        E, B = MazeCell.EMPTY, MazeCell.BLOCK
+        R, M = MazeCell.ROBOT, MazeCell.XY_BLOCK
+        return [
+            [B, B, B, B, B],
+            [B, E, E, E, B],
+            [B, E, E, E, B],
+            [B, R, M, E, B],
+            [B, E, E, E, B],
+            [B, E, E, E, B],
+            [B, B, B, B, B],
+        ]
+
+
+class DistRewardBlockCarry(GoalRewardBlockCarry):
+    def reward(self, obs: np.ndarray) -> float:
+        return -self.goals[0].euc_dist(obs[3:6]) / self.scale
+
+
+class NoRewardBlockCarry(GoalRewardBlockCarry):
+    def reward(self, _obs: np.ndarray) -> float:
+        return 0.0
+
+
 class GoalRewardBilliard(MazeTask):
     REWARD_THRESHOLD: float = 0.9
     PENALTY: float = -0.0001
@@ -633,6 +689,7 @@ class TaskRegistry:
         "BlockMaze": [DistRewardBlockMaze, GoalRewardBlockMaze],
         "Corridor": [DistRewardCorridor, GoalRewardCorridor, NoRewardCorridor],
         "LongCorridor": [DistRewardLongCorridor, GoalRewardLongCorridor],
+        "BlockCarry": [DistRewardBlockCarry, GoalRewardBlockCarry, NoRewardBlockCarry],
         "Billiard": [
             DistRewardBilliard,  # v0
             GoalRewardBilliard,  # v1