# Copyright © 2023 Apple Inc. import mlx.utils import mlx_tests class TestBroadcast(mlx_tests.MLXTestCase): def test_broadcast_shapes(self): # Basic broadcasting self.assertEqual(mlx.utils.broadcast_shapes((1, 2, 3), (3,)), (1, 2, 3)) self.assertEqual(mlx.utils.broadcast_shapes((4, 1, 6), (5, 6)), (4, 5, 6)) self.assertEqual(mlx.utils.broadcast_shapes((5, 1, 4), (1, 3, 4)), (5, 3, 4)) # Multiple arguments self.assertEqual(mlx.utils.broadcast_shapes((1, 1), (1, 8), (7, 1)), (7, 8)) self.assertEqual( mlx.utils.broadcast_shapes((6, 1, 5), (1, 7, 1), (6, 7, 5)), (6, 7, 5) ) # Same shapes self.assertEqual(mlx.utils.broadcast_shapes((3, 4, 5), (3, 4, 5)), (3, 4, 5)) # Single argument self.assertEqual(mlx.utils.broadcast_shapes((2, 3)), (2, 3)) # Empty shapes self.assertEqual(mlx.utils.broadcast_shapes((), ()), ()) self.assertEqual(mlx.utils.broadcast_shapes((), (1,)), (1,)) self.assertEqual(mlx.utils.broadcast_shapes((1,), ()), (1,)) # Broadcasting with zeroes self.assertEqual(mlx.utils.broadcast_shapes((0,), (0,)), (0,)) self.assertEqual(mlx.utils.broadcast_shapes((1, 0, 5), (3, 1, 5)), (3, 0, 5)) self.assertEqual(mlx.utils.broadcast_shapes((5, 0), (0, 5, 0)), (0, 5, 0)) # Error cases with self.assertRaises(ValueError): mlx.utils.broadcast_shapes((3, 4), (4, 3)) with self.assertRaises(ValueError): mlx.utils.broadcast_shapes((2, 3, 4), (2, 5, 4)) with self.assertRaises(ValueError): mlx.utils.broadcast_shapes()