# Copyright © 2024 Apple Inc. import unittest import mlx.core as mx import mlx_tests class TestRingDistributed(mlx_tests.MLXTestCase): @classmethod def setUpClass(cls): world = mx.distributed.init(strict=True, backend="ring") def test_groups(self): world = mx.distributed.init() self.assertEqual(world.size(), 8) self.assertTrue(0 <= world.rank() < 8) world2 = mx.distributed.init() self.assertEqual(world.size(), world2.size()) self.assertEqual(world.rank(), world2.rank()) with self.assertRaises(RuntimeError): sub = world.split(world.rank() % 2) def test_all_reduce(self): world = mx.distributed.init() dtypes = [ (mx.int8, 0), (mx.uint8, 0), (mx.int16, 0), (mx.uint16, 0), (mx.int32, 0), (mx.uint32, 0), (mx.float32, 1e-6), (mx.float16, 5e-3), (mx.bfloat16, 1e-1), (mx.complex64, 1e-6), ] sizes = [ (7,), (10,), (1024,), (1024, 1024), ] key = mx.random.key(0) for dt, rtol in dtypes: for sh in sizes: x = ( mx.random.uniform(shape=(world.size(),) + sh, key=key) * 10 ).astype(dt) y = mx.distributed.all_sum(x[world.rank()]) z = sum( x[i] for i in range(world.size()) ) # to ensure that we don't sum to int32 maxrelerror = ((y - z).abs() / z.abs()).max() self.assertLessEqual(maxrelerror, rtol) if __name__ == "__main__": unittest.main()