diff --git a/reasoning_gym/arc/arc_agi.py b/reasoning_gym/arc/arc_agi.py
index f9578242..1e3d41da 100644
--- a/reasoning_gym/arc/arc_agi.py
+++ b/reasoning_gym/arc/arc_agi.py
@@ -27,6 +27,56 @@ class ArcAgiConfig:
         assert self.size > 0, "Size of dataset must be positive."
 
 
+Board = list[list[int]]
+
+
+def identity(board: Board) -> Board:
+    return board
+
+
+def rot90(board: Board) -> Board:
+    """quarter clockwise rotation"""
+    return [row for row in zip(*board[::-1])]
+
+
+def rot180(board: Board) -> Board:
+    """half rotation"""
+    return [row[::-1] for row in board[::-1]]
+
+
+def rot270(board: Board) -> Board:
+    """quarter anticlockwise rotation"""
+    return [row[::-1] for row in zip(*board[::-1])][::-1]
+
+
+def hmirror(board: Board) -> Board:
+    """mirroring along horizontal"""
+    return board[::-1]
+
+
+def vmirror(board: Board) -> Board:
+    """mirroring along vertical"""
+    return [row[::-1] for row in board]
+
+
+def dmirror(board: Board) -> Board:
+    """mirroring along diagonal"""
+    return list(zip(*board))
+
+
+def cmirror(board: Board) -> Board:
+    """mirroring along counterdiagonal"""
+    return list(zip(*[r[::-1] for r in board[::-1]]))
+
+
+def cmap(board: Board, colors: list[int]) -> Board:
+    return [[colors[c] for c in row] for row in board]
+
+
+ROTATION_AUGMENTATIONS = [identity, rot90, rot180, rot270]
+MIRROR_AUGMENTATIONS = [identity, hmirror, vmirror, dmirror, cmirror]
+
+
 class ArcAgiDataset(ProceduralDataset):
     def __init__(self, config: ArcAgiConfig):
         super().__init__(config=config, seed=config.seed, size=config.size)
@@ -93,18 +143,3 @@ class ArcAgiDataset(ProceduralDataset):
 
 
 register_dataset("arc_agi", ArcAgiDataset, ArcAgiConfig)
-
-
-if __name__ == "__main__":
-    cfg = ArcAgiConfig(seed=99)
-    test = ArcAgiDataset(cfg)
-
-    x = test[1]
-
-    a = """1 6 7
-6 7 6
-2 2 6"""
-
-    print("q:", x["question"])
-    print("a:", x["answer"])
-    print("score:", test.score_answer(answer=a, entry=x))